Release v3.11.9

- Create docker/bots/ with own Dockerfile, docker-compose.yml, README
- Remove bot services from main docker-compose.yml
- Add .env.template with bot tokens
- Add README with setup instructions for Slack/Discord/Telegram

.agent/mer-vin-praisonai-mcp.html

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-<p>praisonai-mcp is Tier 2e — the heavy MCP server host: full <code>MCPServer</code>, tool/resource/prompt registries, recipe bridge, HTTP-stream auth, and MCP client config management. Depends only on <code>praisonaiagents</code>. v0.0.2. Protocol: MCP 2025-11-25.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:merpress/mermaidjs {"align":"full"} -->
-<div class="wp-block-merpress-mermaidjs diagram-source-mermaid alignfull"><pre class="mermaid">%%{init: {"theme": "base", "themeVariables": {"background": "transparent", "lineColor": "#000000"}}}%%
-flowchart TB
-  CLIENT[Cursor Claude Desktop]
-  subgraph T1 [praisonaiagents]
-    SDK[MCP client ToolsMCPServer]
-    SEC[mcp_security shared]
-  end
-  subgraph T2e [praisonai-mcp]
-    HOST[MCPServer]
-    REG[tool resource prompt registry]
-    TR[stdio http-stream]
-    AUTH[api-key oauth scopes]
-    CFG[mcp list add sync]
-  end
-  subgraph T2a [praisonai-code optional]
-    LIGHT[serve mcp light]
-    BRIDGE[_mcp_bridge]
-  end
-  subgraph T3 [praisonai wrapper optional]
-    CAP[capabilities recipe]
-  end
-  CLIENT --> TR
-  TR --> HOST
-  HOST --> REG
-  REG -.->|adapters| CAP
-  CFG -.->|_code_bridge| LIGHT
-  BRIDGE --> CFG
-  SDK --> LIGHT
-  SEC --> TR
-  classDef agent fill:#8B0000,color:#fff
-  classDef tool fill:#189AB4,color:#fff
-  class CLIENT agent
-  class SDK agent
-  class HOST agent
-  class REG tool
-  class TR tool
-  class AUTH tool
-  class CFG tool
-  class LIGHT tool
-  class SEC tool
-</pre></div>
-<!-- /wp:merpress/mermaidjs -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Three MCP layers (do not conflate)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Layer</th><th>Package</th><th>Role</th><th>Entry</th></tr></thead><tbody><tr><td>Client</td><td><code>praisonaiagents/mcp/</code></td><td>Connect agents to external MCP servers; OAuth storage</td><td><code>pip install "praisonaiagents[mcp]"</code></td></tr><tr><td>Light server</td><td><code>praisonai-code</code></td><td>Config-driven basic tool hosting</td><td><code>praisonai serve mcp</code></td></tr><tr><td>Heavy host</td><td><code>praisonai-mcp</code></td><td>Full server, adapters, recipe bridge, HTTP auth</td><td><code>praisonai mcp serve</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Install matrix</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Install</th><th><code>praisonai mcp</code></th><th><code>praisonai serve mcp</code></th><th><code>praisonai-mcp</code> script</th></tr></thead><tbody><tr><td><code>pip install praisonai-mcp</code></td><td>—</td><td>—</td><td>✅</td></tr><tr><td><code>pip install "praisonai-mcp[all]"</code></td><td>—</td><td>—</td><td>✅ HTTP + auth</td></tr><tr><td><code>pip install praisonai-code</code> only</td><td>hidden</td><td>✅ light</td><td>—</td></tr><tr><td><code>pip install "praisonai[mcp]"</code></td><td>✅</td><td>✅</td><td>✅</td></tr><tr><td><code>pip install praisonai</code></td><td>✅</td><td>✅</td><td>✅</td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:paragraph -->
-<p>1. Standalone heavy host</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>pip install "praisonai-mcp[all]"
-export OPENAI_API_KEY=sk-...
-
-praisonai-mcp --version
-praisonai-mcp serve --transport stdio
-praisonai-mcp list-tools
-praisonai-mcp doctor</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>2. Full stack (same commands via <code>praisonai mcp …</code>)</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>pip install praisonai
-# or MCP-only extra
-pip install "praisonai[mcp]"
-
-praisonai mcp serve --transport stdio
-praisonai mcp list-tools
-praisonai mcp doctor</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>3. Light server only (no praisonai-mcp required)</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>pip install praisonai-code "praisonaiagents[mcp]"
-
-praisonai serve mcp --port 8080
-# Uses agents ToolsMCPServer — not the heavy MCPServer</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:separator -->
-<hr class="wp-block-separator has-alpha-channel-opacity"/>
-<!-- /wp:separator -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 1 — STDIO host (Cursor / Claude Desktop)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code># Heavy host — full PraisonAI tool registry
-praisonai-mcp serve --transport stdio
-# or
-praisonai mcp serve --transport stdio
-
-# Generate client config
-praisonai mcp config-generate --client cursor --transport stdio
-praisonai mcp config-generate --client claude-desktop --transport stdio</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>STDIO uses JSON-RPC over stdin/stdout. Logs go to stderr only — never corrupt the protocol stream.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 2 — HTTP Stream host</h2>
-<!-- /wp:heading -->
-
-<!-- wp:paragraph -->
-<p>Streamable HTTP (MCP 2025-11-25) — not legacy standalone SSE. Requires <code>[server]</code> extra (starlette + uvicorn).</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>praisonai mcp serve \
-  --transport http-stream \
-  --host 127.0.0.1 \
-  --port 8080 \
-  --endpoint /mcp \
-  --api-key my-secret-key \
-  --response-mode batch
-
-# Endpoints: POST/GET/DELETE /mcp, plus /health</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Non-localhost binds require <code>--api-key</code> or <code>--keys-file</code>. Origin validation uses shared helpers from <code>praisonaiagents.mcp.mcp_security</code>.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 3 — Recipe → MCP bridge</h2>
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-
-<!-- wp:paragraph -->
-<p>Turn any PraisonAI recipe into a scoped MCP server with allow/deny lists and safe mode.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>praisonai mcp serve-recipe support-reply --transport stdio
-
-praisonai mcp validate-recipe support-reply
-praisonai mcp inspect-recipe support-reply
-
-praisonai mcp config-generate-recipe support-reply --client claude-desktop</code></pre>
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-
-<!-- wp:paragraph -->
-<p>Default denied tools include <code>shell.exec</code>, <code>file.delete</code>, <code>eval</code>, and similar destructive operations.</p>
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-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 4 — MCP client config management</h2>
-<!-- /wp:heading -->
-
-<!-- wp:paragraph -->
-<p>Config subcommands (<code>list</code>, <code>add</code>, <code>remove</code>, <code>sync</code>, <code>test</code>) require <code>praisonai-code</code> via <code>_code_bridge</code>.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>praisonai mcp list
-praisonai mcp add filesystem \
-  --command npx \
-  --args "-y @modelcontextprotocol/server-filesystem ."
-
-praisonai mcp test filesystem
-praisonai mcp sync
-praisonai mcp tools
-praisonai mcp status</code></pre>
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-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 5 — Built-in registry (tools, resources, prompts)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Type</th><th>Examples</th><th>Adapter</th></tr></thead><tbody><tr><td>Tools</td><td><code>praisonai.chat.*</code>, <code>praisonai.workflow.*</code>, agent run helpers</td><td><code>mcp_server/adapters/capabilities.py</code>, <code>cli_tools.py</code></td></tr><tr><td>Resources</td><td><code>praisonai://memory/sessions</code>, <code>praisonai://workflows</code>, <code>praisonai://agents</code></td><td><code>adapters/resources.py</code></td></tr><tr><td>Prompts</td><td><code>deep-research</code>, <code>code-review</code>, <code>workflow-auto</code></td><td><code>adapters/prompts.py</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code># Inspect what the host exposes
-praisonai-mcp list-tools
-praisonai-mcp list-resources
-praisonai-mcp list-prompts
-
-# Host tool search (MCPServerCLI)
-praisonai-mcp tools search "workflow"</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 6 — Security &amp; auth</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Concern</th><th>Package</th><th>Module</th></tr></thead><tbody><tr><td>Origin validation, session IDs</td><td><code>praisonaiagents</code></td><td><code>mcp/mcp_security.py</code></td></tr><tr><td>API keys, scoped keys file</td><td><code>praisonai-mcp</code></td><td><code>mcp_server/auth/api_key.py</code></td></tr><tr><td>OAuth 2.1 + PKCE</td><td><code>praisonai-mcp</code></td><td><code>mcp_server/auth/oauth.py</code></td></tr><tr><td>OIDC discovery</td><td><code>praisonai-mcp</code></td><td><code>mcp_server/auth/oidc.py</code></td></tr><tr><td>Scope enforcement</td><td><code>praisonai-mcp</code></td><td><code>mcp_server/auth/scopes.py</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code># Scoped keys file (--keys-file)
-[
-  {"key": "monitor-key", "name": "monitor", "scopes": ["tools:read", "resources:read"]},
-  {"key": "admin-key", "name": "admin", "scopes": ["*"]}
-]
-
-# Env vars
-export MCP_API_KEY=your-key
-export PRAISONAI_MCP_MAX_SESSIONS=1000</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 7 — CLI routing (lazy load)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Registry</th><th>Commands</th><th>Gate</th></tr></thead><tbody><tr><td>MCP-resident Typer</td><td>list, add, remove, sync, test, serve, doctor</td><td><code>mcp_package_available()</code></td></tr><tr><td>MCPServerCLI host</td><td>serve, list-tools, list-resources, config-generate, tasks, auth</td><td>Direct via <code>praisonai-mcp &lt;cmd&gt;</code></td></tr><tr><td>Code-resident light</td><td><code>serve mcp</code></td><td>Always available with code + agents</td></tr><tr><td>Wrapper-resident</td><td>dashboard, schedule, langfuse</td><td><code>wrapper_package_available()</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:paragraph -->
-<p>Standalone <code>praisonai-code</code> hides <code>mcp</code> from <code>--help</code> when <code>praisonai-mcp</code> is not installed. Host commands like <code>praisonai-mcp serve</code> skip the <code>mcp</code> prefix; <code>praisonai mcp serve</code> goes through the Typer group.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 8 — Python API</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>import praisonai_mcp
-from praisonai_mcp.mcp_server import MCPServer
-from praisonai_mcp.mcp_server.registry import register_tool
-from praisonai_mcp.mcp_server.adapters import register_all
-
-@register_tool("custom.greet")
-def greet(name: str) -> str:
-    """Greet a person by name."""
-    return f"Hello, {name}!"
-
-register_all()
-server = MCPServer(name="praisonai")
-server.run(transport="stdio")</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code># Recipe host
-from praisonai_mcp.mcp_server import RecipeMCPAdapter
-
-adapter = RecipeMCPAdapter("support-reply")
-adapter.load()
-adapter.to_mcp_server().run(transport="stdio")
-
-# Shim path still works
-from praisonai.mcp_server import MCPServer</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 9 — Standalone (no wrapper)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>pip install praisonaiagents "praisonai-mcp[all]"
-export OPENAI_API_KEY=sk-...
-
-praisonai-mcp serve --transport stdio
-praisonai-mcp list-tools
-praisonai-mcp doctor
-praisonai-mcp --help</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Heavy MCP hosting needs only <code>praisonaiagents</code> + <code>praisonai-mcp</code>. Full capability registry (workflows, deploy, extended tools) activates when the wrapper is co-installed via <code>_wrapper_bridge</code>.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Bridges (no PyPI cycles)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Bridge</th><th>Direction</th><th>Use</th></tr></thead><tbody><tr><td><code>_mcp_bridge</code></td><td>code → mcp</td><td>Route <code>praisonai mcp</code> into Typer group</td></tr><tr><td><code>_code_bridge</code></td><td>mcp → code</td><td>Config loader, paths, output controller</td></tr><tr><td><code>_wrapper_bridge</code></td><td>mcp → wrapper</td><td>Capabilities, recipe, deploy adapters</td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Backward-compat shims</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Old path</th><th>Still works via</th></tr></thead><tbody><tr><td><code>praisonai.mcp_server.*</code></td><td><code>alias_package</code> → <code>praisonai_mcp.mcp_server</code></td></tr><tr><td><code>praisonai.cli.commands.mcp</code></td><td><code>sys.modules</code> shim → mcp Typer group</td></tr><tr><td><code>from praisonai.mcp_server import MCPServer</code></td><td>Lazy re-export through shim</td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Seven-package publish order</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>praisonaiagents → praisonai-code → praisonai-bot → praisonai-train → praisonai-browser → praisonai-mcp → praisonai (wrapper)</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Wrapper pins <code>praisonai-mcp&gt;=X</code> after mcp is on PyPI. CI: <code>.github/workflows/pypi-release.yml</code>. Import gate: <code>scripts/check_c12_mcp_imports.sh</code>.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Summary</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Item</th><th>Value</th></tr></thead><tbody><tr><td>Tier</td><td>2e</td></tr><tr><td>PyPI</td><td><code>praisonai-mcp</code> v0.0.2</td></tr><tr><td>Runtime deps</td><td><code>praisonaiagents</code>, <code>mcp</code>, rich, typer</td></tr><tr><td>HTTP extra</td><td><code>[server]</code> — starlette, uvicorn</td></tr><tr><td>Auth extra</td><td><code>[auth]</code> — httpx</td></tr><tr><td>Transports</td><td><code>stdio</code>, <code>http-stream</code></td></tr><tr><td>Light alternative</td><td><code>praisonai serve mcp</code> (code tier)</td></tr><tr><td>CLI entry</td><td><code>praisonai-mcp</code> or <code>praisonai mcp</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:paragraph -->
-<p>Previous: <a href="https://mer.vin/2026/07/praisonai-train-praisonai-train-fine-tuning-agent-training-in-depth/">praisonai-train</a> · Next: praisonai wrapper</p>
-<!-- /wp:paragraph -->

.agent/mer-vin-praisonai-wrapper.html

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-<!-- wp:paragraph -->
-<p>praisonai is Tier 3 — the integration wrapper that wires <code>praisonaiagents</code> + five Tier-2 packages (<code>praisonai-code</code>, <code>praisonai-bot</code>, <code>praisonai-train</code>, <code>praisonai-browser</code>, <code>praisonai-mcp</code>) into one install, with dashboard, framework adapters, jobs API, serve orchestration, and backward-compat shims. v4.6.150.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:merpress/mermaidjs {"align":"full"} -->
-<div class="wp-block-merpress-mermaidjs diagram-source-mermaid alignfull"><pre class="mermaid">%%{init: {"theme": "base", "themeVariables": {"background": "transparent", "lineColor": "#000000"}}}%%
-flowchart TB
-  subgraph T1 [Tier 1 praisonaiagents]
-    A[Agent tools memory MCP client]
-  end
-  subgraph T2 [Tier 2 packages]
-    C[praisonai-code run chat code]
-    B[praisonai-bot gateway channels]
-    TR[praisonai-train fine-tune agents]
-    BR[praisonai-browser CDP Playwright]
-    MCP[praisonai-mcp server host]
-  end
-  subgraph T3 [Tier 3 praisonai wrapper]
-    W[dashboard jobs frameworks serve shims]
-  end
-  A --> C
-  A --> B
-  A --> TR
-  A --> BR
-  A --> MCP
-  W --> C
-  W --> B
-  W --> TR
-  W --> BR
-  W --> MCP
-  W --> A
-  classDef agent fill:#8B0000,color:#fff
-  classDef tool fill:#189AB4,color:#fff
-  class A agent
-  class W agent
-  class C tool
-  class B tool
-  class TR tool
-  class BR tool
-  class MCP tool
-</pre></div>
-<!-- /wp:merpress/mermaidjs -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Seven-package stack</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>praisonaiagents → praisonai-code + praisonai-bot + praisonai-train + praisonai-browser + praisonai-mcp → praisonai (wrapper)</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Each Tier-2 package is installable standalone with its own console script. The wrapper pins all of them and preserves every old import path via shims. Use the wrapper when you need several surfaces together — HTTP serve, dashboard, framework YAML, jobs/recipe — without managing tier pins yourself.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Product catalog (C0–C12 shipped)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Package</th><th>Epic</th><th>Choose this when…</th><th>Standalone install</th></tr></thead><tbody><tr><td><code>praisonaiagents</code></td><td>Tier 1</td><td>Building or embedding agents in code — Agent, tools, memory, hooks</td><td><code>pip install praisonaiagents</code></td></tr><tr><td><code>praisonai-code</code></td><td>C0–C8</td><td>Terminal agentic CLI — run, chat, code, warm daemon</td><td><code>pip install praisonai-code</code></td></tr><tr><td><code>praisonai-bot</code></td><td>C9</td><td>Messaging bots + WebSocket gateway</td><td><code>pip install "praisonai-bot[gateway,bot]"</code></td></tr><tr><td><code>praisonai-train</code></td><td>C10</td><td>Agent training loops + GPU LLM fine-tuning</td><td><code>pip install praisonai-train</code> or <code>[llm]</code></td></tr><tr><td><code>praisonai-browser</code></td><td>C11</td><td>Chrome extension bridge, CDP, Playwright agents</td><td><code>pip install "praisonai-browser[all]"</code></td></tr><tr><td><code>praisonai-mcp</code></td><td>C12</td><td>MCP server for Cursor, Claude Desktop, Windsurf</td><td><code>pip install "praisonai-mcp[all]"</code></td></tr><tr><td><code>praisonai</code></td><td>Tier 3</td><td>Full product / umbrella — serve, dashboard, frameworks, jobs</td><td><code>pip install praisonai</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Three-layer products (do not conflate)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Product</th><th>Layer 1 (agents)</th><th>Layer 2 (dedicated pkg)</th><th>Layer 3 (wrapper)</th></tr></thead><tbody><tr><td>Browser</td><td><code>tools/protocols/browser.py</code></td><td><code>praisonai-browser</code></td><td>shims + optional full stack</td></tr><tr><td>MCP</td><td><code>praisonaiagents/mcp</code> client + light server</td><td><code>praisonai-mcp</code> heavy host</td><td>capability bodies via <code>_wrapper_bridge</code></td></tr><tr><td>Bots</td><td>bots/gateway protocols</td><td><code>praisonai-bot</code></td><td>shims only</td></tr><tr><td>Train</td><td>Agent + hooks in agents</td><td><code>praisonai-train</code></td><td>shims + <code>setup-conda-env</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Install matrix</h2>
-<!-- /wp:heading -->
-
-<!-- wp:paragraph -->
-<p>1. Base install (full seven-package stack)</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>pip install praisonai
-export OPENAI_API_KEY=sk-...
-
-praisonai doctor
-praisonai version show</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>2. Targeted extras</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>pip install "praisonai[claw]"      # dashboard + bots + gateway
-pip install "praisonai[all]"       # onboarding + messaging + search stack
-pip install "praisonai[train]"     # LLM fine-tuning (Unsloth stack)
-pip install "praisonai[mcp]"       # full MCP server host
-pip install "praisonai[browser]"   # extension bridge + CDP + Playwright
-pip install "praisonai[crewai]"    # multi-framework YAML</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Package</th><th>Min version (wrapper pin)</th><th>Console script</th></tr></thead><tbody><tr><td><code>praisonaiagents</code></td><td>≥ 1.6.153</td><td>—</td></tr><tr><td><code>praisonai-code</code></td><td>≥ 0.0.49</td><td><code>praisonai-code</code></td></tr><tr><td><code>praisonai-bot</code></td><td>≥ 0.0.34</td><td><code>praisonai-bot</code></td></tr><tr><td><code>praisonai-train</code></td><td>≥ 0.0.5</td><td><code>praisonai-train</code></td></tr><tr><td><code>praisonai-browser</code></td><td>≥ 0.0.2</td><td><code>praisonai-browser</code></td></tr><tr><td><code>praisonai-mcp</code></td><td>≥ 0.0.2</td><td><code>praisonai-mcp</code></td></tr><tr><td><code>praisonai</code></td><td>4.6.150</td><td><code>praisonai</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:separator -->
-<hr class="wp-block-separator has-alpha-channel-opacity"/>
-<!-- /wp:separator -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 1 — What wrapper adds (not in Tier-2 alone)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Feature</th><th>Command / path</th><th>Owner</th><th>Extracted?</th></tr></thead><tbody><tr><td>Unified CLI router</td><td><code>praisonai …</code></td><td>code Typer + 6 resident registries</td><td>—</td></tr><tr><td>HTTP serve orchestration</td><td><code>praisonai serve agents|recipe|a2a|…</code></td><td>wrapper <code>cli/features/serve.py</code></td><td>Deferred (C15 epic)</td></tr><tr><td>Dashboard launcher</td><td><code>praisonai dashboard</code></td><td>wrapper</td><td>Stay wrapper</td></tr><tr><td>Framework adapters</td><td><code>praisonai --framework crewai</code></td><td>wrapper <code>framework_adapters/</code></td><td>Stay wrapper (impls in external PraisonAI-Frameworks)</td></tr><tr><td>Jobs API</td><td><code>praisonai.jobs</code> · port 8005</td><td>wrapper</td><td>Deferred (with serve/recipe)</td></tr><tr><td>Recipe NL → YAML</td><td><code>praisonai recipe …</code></td><td>wrapper</td><td>Deferred</td></tr><tr><td>Scheduler CLI</td><td><code>praisonai schedule …</code></td><td>wrapper</td><td>Stay wrapper (3-layer split with bot)</td></tr><tr><td>Sandbox execution</td><td><code>praisonai sandbox …</code></td><td>wrapper <code>sandbox/</code></td><td>C13 candidate</td></tr><tr><td>Cloud deploy</td><td><code>praisonai deploy …</code></td><td>wrapper <code>deploy/</code></td><td>C13 candidate</td></tr><tr><td>Langfuse / Langflow / n8n</td><td><code>langfuse</code>, <code>flow</code>, <code>n8n</code></td><td>wrapper</td><td>Stay wrapper</td></tr><tr><td>Backward-compat shims</td><td><code>praisonai.bots</code> → <code>praisonai_bot</code></td><td>wrapper <code>cli/_shim.py</code></td><td>Permanent</td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:paragraph -->
-<p>Tier-2 packages own their domains; the wrapper owns integration surfaces that span multiple tiers.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 2 — Terminal hot path (via code tier)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>pip install praisonai
-export OPENAI_API_KEY=sk-...
-
-praisonai run "Summarise the latest AI agent trends"
-praisonai chat
-praisonai code
-praisonai daemon start --background
-praisonai run "Hello"   # auto-forwards to warm runtime</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code># Python SDK (Tier 1 — same everywhere)
-from praisonaiagents import Agent
-agent = Agent(instructions="You are a helpful AI assistant")
-agent.start("Write a movie script about a robot on Mars")</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Deep dive: <a href="https://mer.vin/2026/07/praisonai-code-praisonai-code-terminal-cli-in-depth/">praisonai-code in-depth</a></p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 3 — Train (via praisonai-train tier)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code># LLM fine-tuning (Unsloth) — lazy ML deps
-praisonai train llm dataset.json
-praisonai train llm --model llama-3.1 dataset.json
-
-# Agent training — LLM-as-judge
-praisonai train agents --input "What is Python?" --iterations 3
-
-# Human feedback loop
-praisonai train agents --input "Explain quantum computing" --human
-
-# Session management
-praisonai train list
-praisonai train apply train-abc123 --run "And Germany?"
-
-# Standalone script (no wrapper prefix)
-praisonai-train agents --input "Hello" --iterations 2</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Deep dive: <a href="https://mer.vin/2026/07/praisonai-train-praisonai-train-fine-tuning-agent-training-in-depth/">praisonai-train in-depth</a></p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 4 — Bots &amp; gateway (via bot tier)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>pip install "praisonai[bot]"
-export OPENAI_API_KEY=sk-...
-export TELEGRAM_BOT_TOKEN=...
-
-praisonai onboard
-praisonai bot start --platform telegram
-praisonai gateway start --config ~/.praisonai/bot.yaml
-praisonai gateway install --config ~/.praisonai/bot.yaml
-praisonai pairing approve telegram ABC12345</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Deep dive: <a href="https://mer.vin/2026/07/praisonai-bot-praisonai-bot-gateway-channels-in-depth/">praisonai-bot in-depth</a></p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 5 — MCP server host (via mcp tier)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Command</th><th>Layer</th><th>Package</th></tr></thead><tbody><tr><td><code>praisonai serve mcp</code></td><td>Light server</td><td><code>praisonai-code</code> + agents</td></tr><tr><td><code>praisonai mcp serve</code></td><td>Heavy host</td><td><code>praisonai-mcp</code></td></tr><tr><td><code>praisonai-mcp serve</code></td><td>Heavy host (direct)</td><td><code>praisonai-mcp</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code># Heavy MCP host — full tool/resource/prompt registry
-praisonai mcp serve --transport stdio
-praisonai mcp serve --transport http-stream --port 8080 --api-key secret
-
-# Recipe → scoped MCP server
-praisonai mcp serve-recipe support-reply --transport stdio
-
-# Client config management (needs praisonai-code co-installed)
-praisonai mcp list
-praisonai mcp add filesystem --command npx --args "-y @modelcontextprotocol/server-filesystem ."
-
-# Generate Cursor / Claude Desktop config
-praisonai mcp config-generate --client cursor --transport stdio</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Deep dive: <a href="https://mer.vin/2026/07/praisonai-mcp-praisonai-mcp-server-host-client-config-in-depth/">praisonai-mcp in-depth</a></p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 6 — Browser automation (via browser tier)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>pip install "praisonai[browser]"
-
-# Extension bridge server + LLM browser agent
-praisonai browser start
-praisonai browser run "Find the latest Python release notes"
-
-# Diagnostics
-praisonai browser doctor
-
-# Lightweight tool shim (code tier — no praisonai-browser required)
-praisonai browser-tool snapshot https://example.com
-
-# Standalone script
-praisonai-browser start
-praisonai-browser run "Click the login button"</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Three layers: agents protocols → <code>praisonai browser-tool</code> (praisonai-tools) → <code>praisonai browser</code> (extension bridge, CDP, Playwright).</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:paragraph -->
-<p>Deep dive: <a href="https://mer.vin/2026/07/praisonai-browser-praisonai-browser-browser-automation-in-depth/">praisonai-browser in-depth</a></p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 7 — Dashboard stack</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>pip install "praisonai[claw,flow,ui]"
-
-# Individual services
-praisonai claw              # :8082 — ops dashboard
-praisonai flow              # :7861 — Langflow
-praisonai ui                # :8081 — clean chat
-
-# Unified launcher (wrapper-only)
-praisonai dashboard         # :3000
-praisonai dashboard --port 9000 --no-auto-start</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Port</th><th>Service</th></tr></thead><tbody><tr><td>3000</td><td>Dashboard hub</td></tr><tr><td>7860/7861</td><td>Langflow</td></tr><tr><td>8081</td><td>UI chat</td></tr><tr><td>8082</td><td>Claw</td></tr><tr><td>8765</td><td>Gateway WebSocket</td></tr><tr><td>8005</td><td>Jobs API</td></tr><tr><td>8080</td><td>MCP HTTP stream (optional)</td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 8 — Multi-framework YAML</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>pip install "praisonai[crewai]"
-export OPENAI_API_KEY=sk-...
-
-praisonai --framework crewai --auto "Create a movie script"
-praisonai run --file agents.yaml --framework crewai
-
-pip install "praisonai[autogen]"
-praisonai --framework autogen agents.yaml</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Protocols live in <code>praisonaiagents/frameworks/</code>; adapter implementations in wrapper <code>framework_adapters/</code>. Entry-point group: <code>praisonai.framework_adapters</code>.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 9 — Scheduler (24/7 agents)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>praisonai schedule add --agent my_agent.yaml --expr "hourly"
-praisonai schedule list
-praisonai schedule start</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code># Python
-from praisonai.scheduler import AgentScheduler
-from praisonaiagents import Agent
-
-agent = Agent(name="NewsChecker", instructions="Check latest AI news")
-scheduler = AgentScheduler(agent=agent, task="Summarise top 3 AI stories")
-scheduler.start("hourly", run_immediately=True)</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Three scheduler layers: job store (<code>praisonaiagents.scheduler</code>) → CLI (<code>praisonai schedule</code>, wrapper) → gateway tick delivery (<code>praisonai_bot.scheduler.executor</code>).</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 10 — Jobs API &amp; wrapper-only surfaces</h2>
-<!-- /wp:heading -->
-
-<!-- wp:paragraph -->
-<p>Jobs, recipe, serve, sandbox, and deploy remain wrapper-owned today (deferred or C13 candidates).</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code># Jobs API (wrapper — port 8005)
-python -m uvicorn praisonai.jobs.server:create_app --port 8005 --factory
-praisonai run submit "Analyse AI trends"
-praisonai run submit "Analyse news" --recipe news-analyzer --wait
-export PRAISONAI_JOBS_API_KEY=your-secret
-
-# HTTP serve (wrapper orchestration — Typer shell in code tier)
-praisonai serve agents --port 8080
-praisonai serve recipe support-reply
-
-# Sandbox / deploy (wrapper today — C13 extraction candidates)
-praisonai sandbox run "print hello" --backend docker
-praisonai deploy agents.yaml --provider aws</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 11 — Lazy CLI routing (six resident registries)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Registry</th><th>Count</th><th>Examples</th><th>Loaded from</th><th>Gate</th></tr></thead><tbody><tr><td>Code-resident</td><td>~40</td><td>run, chat, code, daemon, serve, config</td><td><code>praisonai_code.cli.commands.*</code></td><td>always</td></tr><tr><td>Bot-resident</td><td>8</td><td>bot, gateway, onboard, kanban, claw</td><td><code>praisonai_bot.cli.commands.*</code></td><td><code>bot_package_available()</code></td></tr><tr><td>Train-resident</td><td>1</td><td>train</td><td><code>praisonai_train.cli.commands.*</code></td><td><code>train_package_available()</code></td></tr><tr><td>Browser-resident</td><td>1</td><td>browser</td><td><code>praisonai_browser.cli.commands.*</code></td><td><code>browser_package_available()</code></td></tr><tr><td>MCP-resident</td><td>1</td><td>mcp</td><td><code>praisonai_mcp.cli.commands.*</code></td><td><code>mcp_package_available()</code></td></tr><tr><td>Wrapper-resident</td><td>22</td><td>dashboard, schedule, flow, langfuse, recipe</td><td><code>praisonai.cli.commands.*</code></td><td><code>wrapper_available()</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>praisonai --help    # 70+ commands, lazy-loaded
-praisonai doctor
-praisonai train --help
-praisonai mcp --help
-praisonai browser --help
-praisonai dashboard --help</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Standalone <code>praisonai-code</code> hides bot/train/browser/mcp/wrapper commands from <code>--help</code> when those packages are absent.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 12 — Shim map (backward compat)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Old import / path</th><th>Canonical target</th></tr></thead><tbody><tr><td><code>praisonai.cli.main</code></td><td><code>praisonai_code.cli.main</code></td></tr><tr><td><code>praisonai.runtime.*</code></td><td><code>praisonai_code.runtime.*</code></td></tr><tr><td><code>praisonai.bots.*</code></td><td><code>praisonai_bot.bots.*</code></td></tr><tr><td><code>praisonai.gateway.*</code></td><td><code>praisonai_bot.gateway.*</code></td></tr><tr><td><code>praisonai.train.*</code></td><td><code>praisonai_train.train.*</code></td></tr><tr><td><code>praisonai.browser.*</code></td><td><code>praisonai_browser.*</code></td></tr><tr><td><code>praisonai.mcp_server.*</code></td><td><code>praisonai_mcp.mcp_server.*</code></td></tr><tr><td><code>praisonai.scheduler.executor</code></td><td><code>praisonai_bot.scheduler.executor</code></td></tr><tr><td><code>setup-conda-env</code></td><td><code>praisonai_train.setup.setup_conda_env</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code># These must keep working
-from praisonai.cli.main import PraisonAI
-from praisonai.bots import Bot
-from praisonai.gateway import WebSocketGateway
-from praisonai.train.agents import AgentTrainer
-from praisonai.mcp_server import MCPServer
-python -m praisonai run "hello"
-python -m praisonai.runtime</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Section 13 — Bridges (no PyPI cycles)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Bridge</th><th>Direction</th><th>Use</th></tr></thead><tbody><tr><td><code>_wrapper_bridge</code></td><td>code → wrapper</td><td>serve handlers, frameworks, jobs</td></tr><tr><td><code>_bot_bridge</code></td><td>code → bot</td><td>bot/gateway CLI routing</td></tr><tr><td><code>_train_bridge</code></td><td>code → train</td><td>train CLI routing</td></tr><tr><td><code>_browser_bridge</code></td><td>code → browser</td><td>browser CLI routing</td></tr><tr><td><code>_mcp_bridge</code></td><td>code → mcp</td><td>mcp CLI routing</td></tr><tr><td><code>_code_bridge</code></td><td>tier-2 → code</td><td>config kernel, legacy dispatch</td></tr><tr><td><code>_wrapper_bridge</code></td><td>tier-2 → wrapper</td><td>capabilities, recipe, jobs/UI</td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">When to use wrapper vs a Tier-2 package alone</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Your goal</th><th>Install</th></tr></thead><tbody><tr><td>Only terminal agents</td><td><code>praisonai-code</code> (+ optional <code>praisonaiagents</code>)</td></tr><tr><td>Only bots on Telegram/Slack</td><td><code>praisonai-bot</code></td></tr><tr><td>Only train / fine-tune</td><td><code>praisonai-train</code></td></tr><tr><td>Only automate browser</td><td><code>praisonai-browser</code></td></tr><tr><td>Only MCP server for IDE</td><td><code>praisonai-mcp</code></td></tr><tr><td>Several of the above + serve / dashboard / framework YAML</td><td><code>pip install praisonai</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">What stays in wrapper (not extracted)</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Surface</th><th>Why it stays</th></tr></thead><tbody><tr><td><code>dashboard</code> / <code>flow</code> / <code>ui</code></td><td>Langflow extra + launcher glue — not a standalone PyPI product</td></tr><tr><td><code>claw</code></td><td>Default app lives in <code>praisonai-bot</code>; wrapper is a thin shim</td></tr><tr><td><code>framework_adapters/</code></td><td>Thin registry; heavy impls in external PraisonAI-Frameworks</td></tr><tr><td><code>schedule</code> CLI</td><td>Three-layer split: agents store + wrapper CLI + bot executor</td></tr><tr><td><code>serve</code> / <code>recipe</code> / <code>jobs</code></td><td>~14k LOC deferred epic — high coupling (C15)</td></tr><tr><td><code>sandbox</code> / <code>deploy</code></td><td>Still in wrapper today; C13 extraction candidates</td></tr><tr><td><code>standardise</code> / suite runner</td><td>Maintainer/docs tooling — internal only</td></tr><tr><td><code>persist</code> / enterprise adapters</td><td><strong>Rejected</strong> — agents already ship File/SQLite defaults; no crisp standalone story</td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Roadmap — C13+ candidates</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Package</th><th>Status</th><th>Choose when…</th><th>Standalone install (planned)</th></tr></thead><tbody><tr><td><code>praisonai-sandbox</code></td><td><strong>C13 preferred</strong> (execution goal)</td><td>Isolated agent code execution — Docker/E2B/Modal/Daytona/Sandlock</td><td><code>pip install praisonai-sandbox[docker]</code></td></tr><tr><td><code>praisonai-deploy</code></td><td><strong>C13 alt</strong> (deploy goal)</td><td>Ship <code>agents.yaml</code> to Docker/AWS/GCP/Azure</td><td><code>pip install praisonai-deploy</code></td></tr><tr><td><code>praisonai-replay</code></td><td>Conditional C14+</td><td>Deterministic replay from run ledger / traces</td><td>After product sign-off</td></tr><tr><td><code>praisonai-serve</code></td><td>Deferred C15</td><td>HTTP API hosting without full umbrella (~14k LOC)</td><td>With recipe/jobs decision</td></tr><tr><td><code>praisonai-recipe</code></td><td>Deferred</td><td>NL → agent YAML without jobs UI</td><td>Tied to jobs + serve</td></tr><tr><td><code>praisonai-jobs</code></td><td>Deferred</td><td>Async long-running agent jobs API</td><td>Extract with serve or stay wrapper</td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:paragraph -->
-<p>C13 decision rule: <strong>sandbox</strong> = where code runs; <strong>deploy</strong> = where the agent service lives. Ship one first after product sign-off.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Standalone extraction litmus test</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Criterion</th><th>Pass (browser/MCP)</th><th>Fail (example)</th></tr></thead><tbody><tr><td>Named user goal without full <code>praisonai</code></td><td><code>pip install praisonai-browser</code> → automate Chrome</td><td><code>pip install praisonai-persist</code> → ???</td></tr><tr><td>Coherent product boundary</td><td>One Typer group / one console script</td><td>Whole <code>cli/features/</code> orchestration layer</td></tr><tr><td>PyPI deps: <code>praisonaiagents</code> only</td><td>Tier-2 + lazy <code>_wrapper_bridge</code></td><td>Hard <code>import praisonai</code> at module level</td></tr><tr><td>Worth a separate install</td><td>User who never wants dashboard/serve/bots</td><td>Internal docs tooling</td></tr><tr><td>Extraction shape</td><td>C10 single PR (~3–11k LOC)</td><td>Mega-epic without product sign-off</td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">When to use which tier</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Scenario</th><th>Install</th></tr></thead><tbody><tr><td>Pure Python agents, minimal deps</td><td><code>pip install praisonaiagents</code></td></tr><tr><td>Terminal coding agent, CI, headless</td><td><code>pip install praisonai-code</code></td></tr><tr><td>Telegram/Discord gateway only</td><td><code>pip install "praisonai-bot[gateway,bot]"</code></td></tr><tr><td>Agent training (no GPU)</td><td><code>pip install praisonai-train</code></td></tr><tr><td>LLM fine-tuning (GPU)</td><td><code>pip install "praisonai-train[llm]"</code></td></tr><tr><td>MCP server for Cursor/Claude</td><td><code>pip install "praisonai-mcp[all]"</code></td></tr><tr><td>Browser automation (extension/CDP)</td><td><code>pip install "praisonai-browser[all]"</code></td></tr><tr><td>CrewAI/AutoGen YAML</td><td><code>pip install "praisonai[crewai]"</code></td></tr><tr><td>Full ops + channels + dashboard</td><td><code>pip install "praisonai[claw]"</code></td></tr><tr><td>Everything in one install</td><td><code>pip install praisonai</code></td></tr><tr><td>Library author / embedding</td><td><code>praisonaiagents</code> only</td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Seven-package publish order</h2>
-<!-- /wp:heading -->
-
-<!-- wp:code -->
-<pre class="wp-block-code"><code>praisonaiagents
-  → praisonai-code + praisonai-bot + praisonai-train + praisonai-browser + praisonai-mcp
-  → praisonai (wrapper pins all tier-2 deps last)</code></pre>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>CI: <code>.github/workflows/pypi-release.yml</code> · selective publish: <code>publish_all.py --changed-only</code> (default). Playbook per package: manifest → TDD compat tests → git mv → shims → <code>_X_RESIDENT_COMMANDS</code> → CI shard → PyPI.</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:heading -->
-<h2 class="wp-block-heading">Summary</h2>
-<!-- /wp:heading -->
-
-<!-- wp:table -->
-<figure class="wp-block-table"><table><thead><tr><th>Item</th><th>Value</th></tr></thead><tbody><tr><td>Tier</td><td>3 (integration wrapper)</td></tr><tr><td>PyPI</td><td><code>praisonai</code> v4.6.150</td></tr><tr><td>Shipped tier-2 deps</td><td>code, bot, train, browser, mcp (C0–C12)</td></tr><tr><td>Resident registries</td><td>6 (code + bot + train + browser + mcp + wrapper)</td></tr><tr><td>Wrapper-only (~140k LOC)</td><td>serve, recipe, jobs, dashboard, sandbox, deploy, frameworks</td></tr><tr><td>Next extraction</td><td>C13: sandbox or deploy (product sign-off)</td></tr><tr><td>One-liner still works</td><td><code>pip install praisonai</code></td></tr></tbody></table></figure>
-<!-- /wp:table -->
-
-<!-- wp:paragraph -->
-<p>Architecture overview: Seven-package C7–C12 extraction · Post-C12 roadmap (C13+)</p>
-<!-- /wp:paragraph -->
-
-<!-- wp:paragraph -->
-<p>Series: <a href="https://mer.vin/2026/07/praisonai-code-praisonai-code-terminal-cli-in-depth/">praisonai-code</a> · <a href="https://mer.vin/2026/07/praisonai-bot-praisonai-bot-gateway-channels-in-depth/">praisonai-bot</a> · <a href="https://mer.vin/2026/07/praisonai-train-praisonai-train-fine-tuning-agent-training-in-depth/">praisonai-train</a> · <a href="https://mer.vin/2026/07/praisonai-browser-praisonai-browser-browser-automation-in-depth/">praisonai-browser</a> · <a href="https://mer.vin/2026/07/praisonai-mcp-praisonai-mcp-server-host-client-config-in-depth/">praisonai-mcp</a> · praisonai wrapper</p>
-<!-- /wp:paragraph -->

.env.example

@@ -1,51 +0,0 @@
-# PraisonAI Environment Variables
-# Copy this file to .env and update with your actual values
-
-# === Required ===
-OPENAI_API_KEY=sk-...          # OpenAI key for LLM calls. Get yours at https://platform.openai.com
-
-# === Required for Claw web-search tool ===
-TAVILY_API_KEY=tvly-...        # Get yours at https://app.tavily.com (free tier available)
-
-# === Optional: Claw dashboard security ===
-PRAISONAI_ALLOW_LOCAL_TOOLS=0  # Set to 1 to enable local shell tools (security risk)
-
-# === Optional: Alternative LLM Providers ===
-ANTHROPIC_API_KEY=sk-ant-...   # Anthropic Claude models
-GOOGLE_API_KEY=...             # Google Gemini models  
-GROQ_API_KEY=gsk_...           # Groq (fast inference)
-COHERE_API_KEY=...             # Cohere models
-AZURE_OPENAI_API_KEY=...       # Azure OpenAI
-AZURE_OPENAI_ENDPOINT=...      # Azure OpenAI endpoint
-
-# === Optional: Memory backends ===
-MEM0_API_KEY=...               # Mem0 memory service
-REDIS_URL=redis://localhost:6379  # Redis for state management
-
-# === Optional: Observability ===
-LANGFUSE_SECRET_KEY=sk-lf-...  # Langfuse tracing
-LANGFUSE_PUBLIC_KEY=pk-lf-...  # Langfuse public key
-
-# === Optional: Bot platforms ===
-TELEGRAM_BOT_TOKEN=...         # Telegram bot token
-DISCORD_BOT_TOKEN=...          # Discord bot token  
-SLACK_BOT_TOKEN=xoxb-...       # Slack bot token
-SLACK_APP_TOKEN=xapp-...       # Slack app token
-WHATSAPP_ACCESS_TOKEN=...      # WhatsApp bot access token
-WHATSAPP_PHONE_NUMBER_ID=...   # WhatsApp phone number ID
-
-# === Optional: Database ===
-DATABASE_URL=sqlite:///~/.praison/database.sqlite  # Database connection string
-
-# === Optional: Tool Security ===
-# ALLOWED_TOOLS=search,send_message       # Whitelist specific tools to prevent name collisions
-                                        # Useful in multi-environment setups with overlapping tool names
-                                        # Leave unset to use all tools (with collision warnings)
-                                        # Do NOT set to empty string: that's treated as configuration error
-                                        # In CI, unknown tool names in the whitelist cause strict startup failure
-# HERMES_ONLY_TOOLS=search,send_message  # (Deprecated) Backward compatibility alias for ALLOWED_TOOLS
-
-# === Optional: Development ===
-LOGLEVEL=INFO                  # Logging level (DEBUG, INFO, WARNING, ERROR)
-CHAINLIT_AUTH_SECRET=...       # Chainlit authentication secret
-DEBUG=false                    # Enable debug mode

.github/actions/claude-code-action/action.yml

@@ -5,9 +5,6 @@ inputs:
   anthropic_api_key:
     description: "Anthropic API key"
     required: false
-  claude_code_oauth_token:
-    description: "Claude Code OAuth Token for Claude Pro"
-    required: false
   github_token:
     description: "GitHub token for Claude to operate with"
     required: false
@@ -70,8 +67,6 @@ runs:
 
     - name: Install GitHub MCP Server
       shell: bash
-      env:
-        INPUT_GITHUB_TOKEN: ${{ inputs.github_token }}
       run: |
         claude mcp add-json github '{
           "command": "docker",
@@ -84,7 +79,7 @@ runs:
             "ghcr.io/github/github-mcp-server:sha-ff3036d"
           ],
           "env": {
-            "GITHUB_PERSONAL_ACCESS_TOKEN": "'"${INPUT_GITHUB_TOKEN}"'"
+            "GITHUB_PERSONAL_ACCESS_TOKEN": "${{ inputs.github_token }}"
           }
         }'
 
@@ -209,47 +204,14 @@ runs:
         User Request:
         $USER_REQUEST
         
-        Please analyze the request and provide helpful assistance.
-
-        CRITICAL INSTRUCTION: If your task involves modifying codebase files to add a feature or fix a bug:
-
-        STEP 0 — SETUP GIT IDENTITY:
-        git config user.name "MervinPraison"
-        git config user.email "[email protected]"
-
-        STEP 1 — READ GUIDELINES:
-        MANDATORY: Before writing any code, you MUST carefully read "src/praisonai-agents/AGENTS.md" to understand this repository's extremely specific Architecture, Protocol-First design rules, and Agent-Centric Philosophy.
-
-        STEP 2 — ARCHITECTURE VALIDATION & ROUTING (MANDATORY before writing code):
-        Before implementing anything, answer these questions:
-        - CORE vs WRAPPER vs TOOLS vs PLUGINS ROUTING:
-          1. Core SDK (praisonaiagents/): Only core protocols, base classes, decorators. No heavy implementations.
-          2. Wrapper (praisonai/): CLI, heavy implementations, optional dependencies.
-          3. Tools → MervinPraison/PraisonAI-Tools: agent-callable integrations at runtime (Composio, Slack, APIs). Do NOT add to praisonaiagents/.
-          4. Plugins → MervinPraison/PraisonAI-Plugins: lifecycle extensions (tracing, logging, hooks, guardrails). Not agent tools.
-          5. Sandbox backends → PraisonAI-Plugins via `praisonai.sandbox` entry point (core protocol only).
-        - Does it duplicate existing functionality? Check if Agent already supports this via existing params (reflection, planning, tools, hooks, memory).
-        - Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.
-        - Does it inherit from Agent properly? New agent types MUST inherit Agent, not wrap it with composition.
-        - Does it add new dependencies? Only optional deps allowed, must be lazy-imported.
-        - Will agent.py grow larger? If the change adds >50 lines to agent.py, find a way to extract instead. PRs with >100 lines added to agent.py require manual review (merge gate will not auto-merge).
-        - Is there a name collision with existing exports in __init__.py?
-        If ANY of these conceptual checks fail (excluding routing), add a comment to the issue explaining why and close it. Do NOT create a PR.
-
-        STEP 3 — IMPLEMENT:
-        - Create a new git branch appropriately named (e.g. \`feature/issue-<number>\`)
-        - Follow protocol-driven design: protocols in core SDK, heavy implementations in wrapper
-        - Keep changes small and backward-compatible
-
-        STEP 4 — TEST:
-        - Run: cd src/praisonai-agents && PYTHONPATH=. python -m pytest tests/ -x -q --timeout=30
-        - Ensure no regressions
-
-        STEP 5 — CREATE PR:
-        - Commit with descriptive message, push the branch
-        - Use the GitHub CLI (\`gh pr create --title "..." --body "Fixes #<number>"\`) to open a Pull Request
-        CRITICAL: You MUST create the PR automatically using \`gh pr create\`. Do NOT just provide a link.
-
+        Please analyze the request and provide helpful assistance. You have access to repository tools and can help with:
+        - Code analysis and implementation
+        - GitHub workflows and automation
+        - Pull request reviews and feedback
+        - Issue resolution and bug fixes
+        - Documentation updates
+        - Testing and deployment
+        
         Respond naturally and helpfully to the user's request using the available tools.
         EOF
         
@@ -259,74 +221,36 @@ runs:
     - name: Run Claude Code
       if: env.SKIP_EXECUTION != 'true'
       shell: bash
-      env:
-        ANTHROPIC_API_KEY: ${{ inputs.anthropic_api_key }}
-        CLAUDE_CODE_OAUTH_TOKEN: ${{ inputs.claude_code_oauth_token }}
-        GITHUB_TOKEN: ${{ inputs.github_token }}
-        INPUT_MODEL: ${{ inputs.model }}
-        INPUT_MAX_TURNS: ${{ inputs.max_turns }}
-        INPUT_ALLOWED_TOOLS: ${{ inputs.allowed_tools }}
-        INPUT_DISALLOWED_TOOLS: ${{ inputs.disallowed_tools }}
-        INPUT_TIMEOUT_MINUTES: ${{ inputs.timeout_minutes }}
-        CLAUDE_CODE_SUBAGENT_MODEL: inherit
-        ANTHROPIC_DEFAULT_SONNET_MODEL: claude-sonnet-4-6
       run: |
         echo "🚀 Running Claude Code with GitHub context..."
         
         # Build command arguments
         CMD_ARGS=("-p" "--verbose" "--output-format" "stream-json")
         
-        if [[ -n "$INPUT_MODEL" ]]; then
-          CMD_ARGS+=("--model" "$INPUT_MODEL")
-          export ANTHROPIC_MODEL="$INPUT_MODEL"
-        fi
-        
         # Add max turns if specified
-        if [[ -n "$INPUT_MAX_TURNS" ]]; then
-          CMD_ARGS+=("--max-turns" "$INPUT_MAX_TURNS")
+        if [[ -n "${{ inputs.max_turns }}" ]]; then
+          CMD_ARGS+=("--max-turns" "${{ inputs.max_turns }}")
         fi
         
         # Add allowed tools (include GitHub tools by default)
         TOOLS="mcp__github__get_issue,mcp__github__get_issue_comments,mcp__github__update_issue,mcp__github__search_issues,mcp__github__list_issues,mcp__github__create_comment,Read,Write,Edit,Bash"
-        if [[ -n "$INPUT_ALLOWED_TOOLS" ]]; then
-          TOOLS="$TOOLS,$INPUT_ALLOWED_TOOLS"
-        fi
-        
-        # Remove any explicitly disallowed tools from the effective allow-list so
-        # the read-only contract is enforced deterministically (no reliance on CLI
-        # precedence between --allowedTools and --disallowedTools).
-        if [[ -n "$INPUT_DISALLOWED_TOOLS" ]]; then
-          DISALLOWED_CSV=$(echo "$INPUT_DISALLOWED_TOOLS" | tr ',\n' '  ' | xargs)
-          FILTERED=""
-          IFS=',' read -ra TOOL_ARR <<< "$TOOLS"
-          for tool in "${TOOL_ARR[@]}"; do
-            tool=$(echo "$tool" | xargs)
-            [[ -z "$tool" ]] && continue
-            skip="false"
-            for bad in $DISALLOWED_CSV; do
-              if [[ "$tool" == "$bad" ]]; then
-                skip="true"
-                break
-              fi
-            done
-            if [[ "$skip" == "false" ]]; then
-              FILTERED="${FILTERED:+$FILTERED,}$tool"
-            fi
-          done
-          TOOLS="$FILTERED"
+        if [[ -n "${{ inputs.allowed_tools }}" ]]; then
+          TOOLS="$TOOLS,${{ inputs.allowed_tools }}"
         fi
         CMD_ARGS+=("--allowedTools" "$TOOLS")
         
         # Add disallowed tools
-        if [[ -n "$INPUT_DISALLOWED_TOOLS" ]]; then
-          DISALLOWED_FLAG=$(echo "$INPUT_DISALLOWED_TOOLS" | tr '\n' ',' | sed 's/,*$//')
-          CMD_ARGS+=("--disallowedTools" "$DISALLOWED_FLAG")
+        if [[ -n "${{ inputs.disallowed_tools }}" ]]; then
+          CMD_ARGS+=("--disallowedTools" "${{ inputs.disallowed_tools }}")
         fi
         
         echo "📝 Executing Claude Code with prompt from file..."
         
         # Execute Claude Code with timeout, using stdin for the prompt
-        TIMEOUT_SECONDS=$(($INPUT_TIMEOUT_MINUTES * 60))
-        timeout $TIMEOUT_SECONDS claude "${CMD_ARGS[@]}" < "$PROMPT_FILE"
+        TIMEOUT_SECONDS=$((${{ inputs.timeout_minutes }} * 60))
+        timeout $TIMEOUT_SECONDS claude "${CMD_ARGS[@]}" < "${{ env.PROMPT_FILE }}"
         
-        echo "✅ Claude Code execution completed" 
+        echo "✅ Claude Code execution completed"
+      env:
+        ANTHROPIC_API_KEY: ${{ inputs.anthropic_api_key }}
+        GITHUB_TOKEN: ${{ inputs.github_token }} 

.github/actions/claude-issue-triage-action/action.yml

@@ -6,8 +6,8 @@ inputs:
     description: "Timeout in minutes for execution"
     required: false
     default: "5"
-  claude_code_oauth_token:
-    description: "Claude Code OAuth token for Pro subscription access"
+  anthropic_api_key:
+    description: "Anthropic API key"
     required: true
   github_token:
     description: "GitHub token with repo and issues permissions"
@@ -19,11 +19,9 @@ runs:
     - name: Checkout repository code
       uses: actions/checkout@v4
       with:
-        persist-credentials: false
         fetch-depth: 0
 
-    - name: Create prompt
-      id: generate_prompt
+    - name: Create prompt file
       shell: bash
       run: |
         mkdir -p /tmp/claude-prompts
@@ -77,16 +75,13 @@ runs:
         - Your ONLY action should be to apply labels using mcp__github__update_issue
         - It's okay to not add any labels if none are clearly applicable
         EOF
-        
-        echo "PROMPT<<DELIMITER" >> $GITHUB_OUTPUT
-        cat /tmp/claude-prompts/claude-issue-triage-prompt.txt >> $GITHUB_OUTPUT
-        echo "DELIMITER" >> $GITHUB_OUTPUT
 
     - name: Run Claude Code
       uses: ./.github/actions/claude-code-action
       with:
-        direct_prompt: ${{ steps.generate_prompt.outputs.PROMPT }}
+        prompt_file: /tmp/claude-prompts/claude-issue-triage-prompt.txt
         allowed_tools: "Bash(gh label list),mcp__github__get_issue,mcp__github__get_issue_comments,mcp__github__update_issue,mcp__github__search_issues,mcp__github__list_issues"
+        install_github_mcp: "true"
         timeout_minutes: ${{ inputs.timeout_minutes }}
-        claude_code_oauth_token: ${{ inputs.claude_code_oauth_token }}
+        anthropic_api_key: ${{ inputs.anthropic_api_key }}
         github_token: ${{ inputs.github_token }} 

.github/actions/gemini/action.yml

@@ -22,12 +22,6 @@ inputs:
       To enable observability with Google Cloud, include:
       {"telemetry": {"enabled": true, "target": "gcp"}, "sandbox": false}
     required: false
-  model:
-    description: |
-      The Gemini model to use. Options: gemini-2.5-pro, gemini-2.5-flash, gemini-2.5-flash-lite.
-      Use flash-lite for highest free-tier quota (1,000 RPD).
-    required: false
-    default: 'gemini-3.1-flash-lite-preview'
   version:
     description: |
       The version of @google/gemini-cli to execute.
@@ -57,15 +51,13 @@ runs:
 
     - name: Install Gemini CLI
       id: install
-      env:
-        INPUT_VERSION: ${{ inputs.version }}
       run: |
-        if [[ "$INPUT_VERSION" == "latest" || "$INPUT_VERSION" =~ ^[0-9]+\.[0-9]+\.[0-9]+(-[a-zA-Z0-9\.-]+)?(\+[a-zA-Z0-9\.-]+)?$ ]]; then
-          echo "Installing Gemini CLI from npm: @google/gemini-cli@$INPUT_VERSION"
-          npm install -g @google/gemini-cli@$INPUT_VERSION
+        if [[ "${{ inputs.version }}" == "latest" || "${{ inputs.version }}" =~ ^[0-9]+\.[0-9]+\.[0-9]+(-[a-zA-Z0-9\.-]+)?(\+[a-zA-Z0-9\.-]+)?$ ]]; then
+          echo "Installing Gemini CLI from npm: @google/gemini-cli@${{ inputs.version }}"
+          npm install -g @google/gemini-cli@${{ inputs.version }}
         else
-          echo "Installing Gemini CLI from GitHub: github:google-gemini/gemini-cli#$INPUT_VERSION"
-          npm install -g github:google-gemini/gemini-cli#$INPUT_VERSION
+          echo "Installing Gemini CLI from GitHub: github:google-gemini/gemini-cli#${{ inputs.version }}"
+          npm install -g github:google-gemini/gemini-cli#${{ inputs.version }}
         fi
         echo "Verifying installation:"
         if command -v gemini >/dev/null 2>&1; then
@@ -78,11 +70,10 @@ runs:
 
     - name: Run Gemini CLI
       run: |
-        gemini --yolo --model "$GEMINI_MODEL" --prompt "$PROMPT"
+        gemini --yolo --prompt "$PROMPT"
       shell: bash
       env:
         GEMINI_API_KEY: ${{ inputs.GEMINI_API_KEY }}
-        GEMINI_MODEL: ${{ inputs.model }}
         PROMPT: ${{ inputs.prompt }}
 
 branding:

.github/actions/install-monorepo-packages/action.yml

@@ -1,96 +0,0 @@
-name: Install PraisonAI monorepo packages
-description: Install praisonai-agents, praisonai-code, praisonai-bot, praisonai-train, praisonai-browser, praisonai-mcp, praisonai-sandbox, praisonai-deploy, and praisonai wrapper from local paths (mirrors PyPI nine-package install order).
-
-inputs:
-  repo-root:
-    description: Path prefix to monorepo root (e.g. PraisonAI/ for cross-repo checkout)
-    required: false
-    default: ""
-  use-uv:
-    description: Use uv pip instead of pip
-    required: false
-    default: "false"
-  agents-extras:
-    description: Optional extras for praisonaiagents (e.g. .[all] or [all])
-    required: false
-    default: ""
-  wrapper-extras:
-    description: Optional extras for praisonai wrapper (e.g. .[chat,code] or [chat,code])
-    required: false
-    default: ""
-
-runs:
-  using: composite
-  steps:
-    - name: Install monorepo packages
-      shell: bash
-      run: |
-        set -euo pipefail
-        WORKSPACE="${GITHUB_WORKSPACE:-$(pwd)}"
-        ROOT="${{ inputs.repo-root }}"
-        if [ -n "$ROOT" ]; then
-          BASE="${WORKSPACE%/}/${ROOT%/}/"
-        else
-          BASE="${WORKSPACE%/}/"
-        fi
-        AGENTS_PKG="${BASE}src/praisonai-agents"
-        CODE_PKG="${BASE}src/praisonai-code"
-        BOT_PKG="${BASE}src/praisonai-bot"
-        TRAIN_PKG="${BASE}src/praisonai-train"
-        BROWSER_PKG="${BASE}src/praisonai-browser"
-        MCP_PKG="${BASE}src/praisonai-mcp"
-        SANDBOX_PKG="${BASE}src/praisonai-sandbox"
-        DEPLOY_PKG="${BASE}src/praisonai-deploy"
-        WRAPPER_PKG="${BASE}src/praisonai"
-
-        normalise_extras() {
-          local value="${1#.}"
-          if [ -n "$value" ]; then
-            printf '.%s' "$value"
-          else
-            printf '.'
-          fi
-        }
-
-        AGENTS_SUFFIX="$(normalise_extras "${{ inputs.agents-extras }}")"
-        WRAPPER_SUFFIX="$(normalise_extras "${{ inputs.wrapper-extras }}")"
-
-        if [ "${{ inputs.use-uv }}" = "true" ]; then
-          cd "$AGENTS_PKG"
-          uv pip install --system -e "${AGENTS_SUFFIX}"
-          cd "$CODE_PKG"
-          uv pip install --system -e .
-          cd "$BOT_PKG"
-          uv pip install --system -e .
-          cd "$TRAIN_PKG"
-          uv pip install --system -e .
-          cd "$BROWSER_PKG"
-          uv pip install --system -e .
-          cd "$MCP_PKG"
-          uv pip install --system -e .
-          cd "$SANDBOX_PKG"
-          uv pip install --system -e .
-          cd "$DEPLOY_PKG"
-          uv pip install --system -e .
-          cd "$WRAPPER_PKG"
-          uv pip install --system "${WRAPPER_SUFFIX}"
-        else
-          cd "$AGENTS_PKG"
-          pip install -e "${AGENTS_SUFFIX}"
-          cd "$CODE_PKG"
-          pip install -e .
-          cd "$BOT_PKG"
-          pip install -e .
-          cd "$TRAIN_PKG"
-          pip install -e .
-          cd "$BROWSER_PKG"
-          pip install -e .
-          cd "$MCP_PKG"
-          pip install -e .
-          cd "$SANDBOX_PKG"
-          pip install -e .
-          cd "$DEPLOY_PKG"
-          pip install -e .
-          cd "$WRAPPER_PKG"
-          pip install -e "${WRAPPER_SUFFIX}"
-        fi

.github/praisonai-issue-triage.yaml

@@ -1,78 +0,0 @@
-framework: "praisonai"
-process: workflow
-topic: "Autonomous Issue Resolution"
-planning: false
-
-roles:
-  issue_analyst:
-    role: "GitHub Issue Analyst"
-    goal: "Read the GitHub issue, understand the required changes, and map the problem to the local codebase"
-    backstory: "You are an expert software analyst who reads bug reports and feature requests. You excel at taking a problem description and finding exactly which files in the codebase need to be modified. Your primary job is discovery and planning."
-    tools:
-      - "execute_command"
-
-  software_engineer:
-    role: "Autonomous Software Engineer"
-    goal: "Implement required code changes on a branch, run tests, commit, and push"
-    backstory: "You are a senior software engineer. You always branch first, implement changes using shell commands, verify with git diff, run tests, then commit and push. You never create a Pull Request unless the issue body explicitly requests one."
-    tools:
-      - "execute_command"
-      - "github_create_branch"
-      - "github_commit_and_push"
-      - "github_create_pull_request"
-
-steps:
-  - name: Analyze Issue
-    agent: issue_analyst
-    action: >
-      Thoroughly analyze the issue and the repository. Follow these steps in order.
-
-      First, set up git identity: execute_command 'git config user.name PraisonAI' then
-      execute_command 'git config user.email [email protected]'. Do NOT pass cwd.
-
-      Second, read the issue: execute_command 'cat .github/triage-context.md'. Do NOT pass cwd.
-
-      Third, read architecture guidelines: execute_command 'cat src/praisonai-agents/AGENTS.md'.
-
-      Fourth, decide routing before planning:
-      - Tools → PraisonAI-Tools: agent-callable integrations at runtime (Composio, Slack, APIs).
-      - Plugins → PraisonAI-Plugins: lifecycle extensions (tracing, logging, hooks, guardrails).
-      - Sandbox backends → PraisonAI-Plugins via `praisonai.sandbox` entry point.
-      Core SDK/wrapper only for protocols and CLI — external repos for Tools/Plugins.
-
-      Fifth, decide if this issue requires code changes:
-      - If YES: identify the exact files and lines that must change. Output a concrete file-level plan.
-      - If NO (question, discussion, duplicate, invalid): say so clearly. No code changes needed.
-
-      Output: routing decision (Core / Wrapper / Tools-external / Plugins-external / No-change), validation result, and exact files/lines to change.
-    expected_output: A decision on whether code changes are needed, and if so a concrete file-level plan.
-
-  - name: Implement Fix
-    agent: software_engineer
-    action: >
-      You are working inside the repository at /Users/praison/praisonai-package.
-      Do NOT ask for confirmation. Do NOT use placeholder paths. Act immediately.
-
-      Read the analyst's output first. If the analyst said NO code changes are needed, stop here and
-      output a brief explanation — do NOT create a branch or PR.
-
-      If code changes ARE needed, follow these steps:
-
-      Step 1 — Create branch: github_create_branch with branch_name=praisonai/issue-{{ISSUE_NUMBER}}.
-
-      Step 2 — Implement changes using execute_command (no cwd argument).
-      To insert a line: python3 -c "lines=open('FILE').readlines(); lines.insert(N,'LINE\n'); open('FILE','w').writelines(lines)"
-      To replace text: python3 -c "t=open('FILE').read(); open('FILE','w').write(t.replace('OLD','NEW'))"
-      After each edit verify: execute_command 'git diff'
-
-      Step 3 — Run tests: execute_command 'python3 -m pytest src/praisonai-agents/tests/ -x -q --timeout=30 -p no:warnings'
-
-      Step 4 — Commit and push: github_commit_and_push with a descriptive commit_message.
-
-      Step 5 — Check if the issue body EXPLICITLY contains the phrase "create pull request" or "create PR"
-      (case-insensitive). ONLY in that case create a PR using github_create_pull_request with
-      title='fix: resolve issue #{{ISSUE_NUMBER}}',
-      body='Fixes #{{ISSUE_NUMBER}}.\n\nAutonomously resolved by PraisonAI.',
-      head_branch=praisonai/issue-{{ISSUE_NUMBER}}, base_branch=main.
-      Otherwise do NOT create a PR — just confirm the branch was pushed successfully.
-    expected_output: Either "No code changes needed", or "Branch pushed, no PR requested", or "Branch pushed and PR created at URL".

.github/praisonai-reviewer.yaml

@@ -1,116 +0,0 @@
-framework: "praisonai"
-topic: "Pull Request Code Review Analysis"
-
-roles:
-  security_reviewer:
-    role: "Security Code Reviewer"
-    goal: "Identify security vulnerabilities, authentication issues, input validation problems, and unsafe code practices in the PR changes"
-    backstory: "You are a cybersecurity expert specializing in code analysis. You have extensive experience in identifying common security flaws like injection attacks, authentication bypasses, exposed secrets, and unsafe data handling patterns."
-    tools:
-      - "execute_command"
-    
-  performance_reviewer:
-    role: "Performance Code Reviewer" 
-    goal: "Analyze code changes for performance implications, identify bottlenecks, inefficient algorithms, and resource usage issues"
-    backstory: "You are a performance optimization specialist with deep knowledge of algorithm efficiency, memory management, and system performance. You excel at spotting code that could cause performance degradation."
-    tools:
-      - "execute_command"
-      
-  maintainability_reviewer:
-    role: "Code Quality & Maintainability Reviewer"
-    goal: "Evaluate code structure, readability, documentation, naming conventions, and adherence to best practices"
-    backstory: "You are a software engineering expert focused on code quality and maintainability. You ensure code follows established patterns, is well-documented, and will be easy for future developers to understand and modify."
-    tools:
-      - "execute_command"
-
-  lead_reviewer:
-    role: "Lead Technical Reviewer"
-    goal: "Synthesize all review feedback, make final recommendations, and post comprehensive review comments to the GitHub PR"
-    backstory: "You are a senior technical lead responsible for final review decisions. You coordinate input from security, performance, and maintainability reviewers to provide balanced, actionable feedback to the development team."
-    tools:
-      - "execute_command"
-
-steps:
-  - name: security_analysis
-    agent: security_reviewer
-    action: |
-      Analyze the PR diff for security issues:
-      1. Extract PR details: `echo "$PR_DATA"`
-      2. Get changed files: `echo "$CHANGED_FILES"`  
-      3. Review full diff: `gh pr diff ${PR_NUMBER}`
-      4. Look for:
-         - Hardcoded secrets, API keys, passwords
-         - SQL injection vulnerabilities
-         - XSS vulnerabilities  
-         - Authentication/authorization bypasses
-         - Unsafe file operations
-         - Command injection risks
-         - Missing input validation
-         - Exposed sensitive data
-      5. Document findings with file paths and line numbers
-    expected_output: "Detailed security analysis report with specific vulnerabilities found, severity levels, and remediation suggestions"
-    
-  - name: performance_analysis
-    agent: performance_reviewer
-    action: |
-      Analyze the PR diff for performance issues:
-      1. Review algorithm complexity changes
-      2. Check for inefficient database queries
-      3. Identify memory leaks or excessive allocations
-      4. Look for hot-path regressions
-      5. Check for blocking I/O operations
-      6. Analyze module-level imports that could slow startup
-      7. Review caching implementations
-      8. Check for recursive operations without termination
-      9. Document performance concerns with impact estimates
-    expected_output: "Performance analysis report highlighting bottlenecks, efficiency concerns, and optimization recommendations"
-    
-  - name: maintainability_analysis
-    agent: maintainability_reviewer
-    action: |
-      Analyze the PR diff for code quality and maintainability:
-      1. Check naming conventions consistency
-      2. Evaluate code structure and organization
-      3. Review documentation completeness
-      4. Check for DRY violations
-      5. Analyze error handling patterns
-      6. Review test coverage for changes
-      7. Check adherence to repository coding standards
-      8. Evaluate API design consistency
-      9. Look for technical debt introduction
-    expected_output: "Code quality analysis with specific recommendations for improving maintainability and readability"
-    
-  - name: final_review
-    agent: lead_reviewer
-    action: |
-      Synthesize all reviews and post final comprehensive feedback:
-      1. Collect input from security, performance, and maintainability reviews
-      2. Prioritize findings by severity (Critical, High, Medium, Low)
-      3. Create structured review comment using this format:
-      
-      ## 📋 Review Summary
-      [2-3 sentence overview and assessment]
-      
-      ## 🔍 General Feedback  
-      [Overall patterns and observations]
-      
-      ## 🎯 Specific Feedback
-      ### 🔴 Critical (if any)
-      [Security vulnerabilities, breaking changes, major bugs]
-      
-      ### 🟡 High (if any) 
-      [Performance issues, design flaws, significant bugs]
-      
-      ### 🟢 Medium (if any)
-      [Code quality improvements, minor optimizations]
-      
-      ### 🔵 Low (if any)
-      [Documentation, naming suggestions, minor refactoring]
-      
-      ## ✅ Highlights (if any)
-      [Positive aspects worth mentioning]
-      
-      4. Post comprehensive review: `echo "[REVIEW_CONTENT]" | gh pr comment ${PR_NUMBER} -F -`
-      5. If critical issues found, suggest not merging until resolved
-    expected_output: "Final review comment posted to GitHub PR with comprehensive analysis from all reviewers"
-    dependencies: [security_analysis, performance_analysis, maintainability_analysis]

.github/scripts/bot-pr-review-chain-selftest.js

@@ -1,34 +0,0 @@
-#!/usr/bin/env node
-const chain = require('./bot-pr-review-chain.js');
-
-let failed = 0;
-function assert(name, cond) {
-  if (!cond) {
-    console.error('FAIL:', name);
-    failed++;
-  } else {
-    console.log('ok:', name);
-  }
-}
-
-assert('chainKickPosted requires both markers', chain.chainKickPosted([
-  { user: { login: 'MervinPraison' }, body: '@coderabbitai review' },
-  { user: { login: 'MervinPraison' }, body: '/review' },
-]));
-assert('chainKickPosted false with only coderabbit', !chain.chainKickPosted([
-  { user: { login: 'MervinPraison' }, body: '@coderabbitai review' },
-]));
-assert('coderabbitKickPosted detects coderabbit', chain.coderabbitKickPosted([
-  { user: { login: 'MervinPraison' }, body: '@coderabbitai review' },
-]));
-assert('qodoKickPosted detects qodo', chain.qodoKickPosted([
-  { user: { login: 'github-actions[bot]' }, body: '/review' },
-]));
-assert('ignores coderabbit bot comment', !chain.coderabbitKickPosted([
-  { user: { login: 'coderabbitai[bot]' }, body: '@coderabbitai review' },
-]));
-assert('bot PR author match', chain.isBotOpenedPr({ user: { login: 'praisonai-triage-agent[bot]' } }));
-assert('generic bot type match', chain.isBotOpenedPr({ user: { login: 'my-bot', type: 'Bot' } }));
-assert('human author excluded', !chain.isBotOpenedPr({ user: { login: 'MervinPraison', type: 'User' } }));
-
-process.exit(failed ? 1 : 0);

.github/scripts/bot-pr-review-chain.js

@@ -1,153 +0,0 @@
-/**
- * Idempotent CodeRabbit/Qodo kick for bot-opened PRs.
- * @see .github/workflows/auto-pr-comment.yml, claude.yml, bot-pr-recovery.yml
- */
-
-const KICK_AUTHORS = new Set(['MervinPraison', 'github-actions[bot]']);
-const BOT_PR_AUTHORS = new Set(['praisonai-triage-agent[bot]', 'github-actions[bot]']);
-
-async function listAllComments(github, owner, repo, issueNumber) {
-  if (typeof github.paginate === 'function') {
-    return github.paginate(github.rest.issues.listComments, {
-      owner,
-      repo,
-      issue_number: issueNumber,
-      per_page: 100,
-    });
-  }
-  const { data } = await github.rest.issues.listComments({
-    owner,
-    repo,
-    issue_number: issueNumber,
-    per_page: 100,
-  });
-  return data;
-}
-
-function kickAuthored(comment, marker) {
-  return (
-    KICK_AUTHORS.has(comment.user?.login) &&
-    (comment.body || '').includes(marker)
-  );
-}
-
-function coderabbitKickPosted(comments) {
-  return comments.some((c) => kickAuthored(c, '@coderabbitai review'));
-}
-
-function qodoKickPosted(comments) {
-  return comments.some((c) => kickAuthored(c, '/review'));
-}
-
-function chainKickPosted(comments) {
-  return coderabbitKickPosted(comments) && qodoKickPosted(comments);
-}
-
-function isBotOpenedPr(pr) {
-  if (BOT_PR_AUTHORS.has(pr.user?.login)) return true;
-  return pr.user?.type === 'Bot';
-}
-
-async function kickReviewChain(github, owner, repo, prNumber, core, preFetchedComments = null) {
-  const comments = preFetchedComments || await listAllComments(github, owner, repo, prNumber);
-  const needCoderabbit = !coderabbitKickPosted(comments);
-  const needQodo = !qodoKickPosted(comments);
-
-  if (!needCoderabbit && !needQodo) {
-    core?.info?.(`Review chain already kicked on PR #${prNumber}`);
-    return { kicked: false, reason: 'already_kicked' };
-  }
-
-  if (needCoderabbit) {
-    await github.rest.issues.createComment({
-      owner,
-      repo,
-      issue_number: prNumber,
-      body: '@coderabbitai review',
-    });
-  }
-  if (needQodo) {
-    await github.rest.issues.createComment({
-      owner,
-      repo,
-      issue_number: prNumber,
-      body: '/review',
-    });
-  }
-  core?.info?.(`Kicked review chain for PR #${prNumber} (coderabbit=${needCoderabbit}, qodo=${needQodo})`);
-  return { kicked: true, coderabbit: needCoderabbit, qodo: needQodo };
-}
-
-async function findOpenPrForIssue(github, owner, repo, issueNumber) {
-  const prefix = `claude/issue-${issueNumber}-`;
-  const { data: prs } = await github.rest.pulls.list({
-    owner,
-    repo,
-    state: 'open',
-    sort: 'created',
-    direction: 'desc',
-    per_page: 30,
-  });
-  return (
-    prs.find(
-      (p) => (p.head?.ref || '').startsWith(prefix) && isBotOpenedPr(p)
-    ) || null
-  );
-}
-
-async function kickReviewChainForIssue(github, owner, repo, issueNumber, core) {
-  const pr = await findOpenPrForIssue(github, owner, repo, issueNumber);
-  if (!pr) {
-    core?.info?.(`No open PR for issue #${issueNumber}, skipping review kick`);
-    return { kicked: false, reason: 'no_pr' };
-  }
-  const result = await kickReviewChain(github, owner, repo, pr.number, core);
-  return { ...result, prNumber: pr.number };
-}
-
-async function recoverStalledBotPrs(github, owner, repo, options, core) {
-  const { prNumber = null, minAgeMs = 10 * 60 * 1000, maxRecover = 10 } = options || {};
-  let prs;
-  if (prNumber) {
-    const { data } = await github.rest.pulls.get({ owner, repo, pull_number: prNumber });
-    prs = [data];
-  } else if (typeof github.paginate === 'function') {
-    prs = await github.paginate(github.rest.pulls.list, {
-      owner,
-      repo,
-      state: 'open',
-      per_page: 100,
-    });
-  } else {
-    const { data } = await github.rest.pulls.list({ owner, repo, state: 'open', per_page: 100 });
-    prs = data;
-  }
-
-  const cutoff = Date.now() - minAgeMs;
-  let recovered = 0;
-  for (const pr of prs) {
-    if (recovered >= maxRecover) break;
-    if (!isBotOpenedPr(pr)) continue;
-    if (!prNumber && new Date(pr.created_at).getTime() > cutoff) continue;
-    const comments = await listAllComments(github, owner, repo, pr.number);
-    if (chainKickPosted(comments)) continue;
-    await kickReviewChain(github, owner, repo, pr.number, core, comments);
-    recovered += 1;
-  }
-  core?.info?.(`Recovery complete (${recovered} PR(s) kicked)`);
-  return recovered;
-}
-
-module.exports = {
-  KICK_AUTHORS,
-  BOT_PR_AUTHORS,
-  listAllComments,
-  chainKickPosted,
-  coderabbitKickPosted,
-  qodoKickPosted,
-  isBotOpenedPr,
-  kickReviewChain,
-  findOpenPrForIssue,
-  kickReviewChainForIssue,
-  recoverStalledBotPrs,
-};

.github/scripts/ci-failure-claude-selftest.js

@@ -1,93 +0,0 @@
-#!/usr/bin/env node
-/**
- * Run: node .github/scripts/ci-failure-claude-selftest.js
- */
-const ciFix = require('./ci-failure-claude.js');
-const mergeGate = require('./merge-gate.js');
-
-let failed = 0;
-function assert(name, cond) {
-  if (!cond) {
-    console.error('FAIL:', name);
-    failed += 1;
-  } else {
-    console.log('ok:', name);
-  }
-}
-
-const LOG_2767 = `
-test-core (cli)	UNKNOWN STEP	2026-07-07T17:21:49.8096670Z FAILED (0.0100s) tests/unit/cli/test_typer_cli.py::TestConfigCommand::test_config_list - ValueError: I/O operation on closed file.
-test-core (cli)	UNKNOWN STEP	2026-07-07T17:21:49.8097323Z ============= 1 failed, 1401 passed, 1 skipped in 88.86s (0:01:28) =============
-test-core (cli)	UNKNOWN STEP	2026-07-07T17:21:49.8693341Z ##[error]Process completed with exit code 1.
-`;
-
-const parsed = ciFix.parsePytestFailures(LOG_2767);
-assert('parses pytest failure from log', parsed.length === 1);
-assert(
-  'extracts test path',
-  parsed[0]?.testId === 'tests/unit/cli/test_typer_cli.py::TestConfigCommand::test_config_list'
-);
-assert(
-  'extracts error message',
-  parsed[0]?.error.includes('ValueError: I/O operation on closed file')
-);
-
-const comment = ciFix.buildCiFixComment({
-  headSha: 'dfb81bb0ae7f36bf8d66d8f45053464c18c005a3',
-  failedChecks: [
-    {
-      name: 'test-core (cli)',
-      workflow: 'Core Tests',
-      html_url: 'https://github.com/MervinPraison/PraisonAI/actions/runs/28885180173/job/85683605433',
-    },
-  ],
-  failureSummaries: [{ jobName: 'test-core (cli)', failures: parsed }],
-});
-assert('comment includes @claude', comment.includes('@claude'));
-assert('comment includes short sha', comment.includes('dfb81bb0'));
-assert('comment includes test path', comment.includes('test_typer_cli.py::TestConfigCommand::test_config_list'));
-assert('comment includes job url', comment.includes('85683605433'));
-assert('comment requires critical review verdict', comment.includes('Critical review first'));
-assert('comment forbids weakening tests', comment.includes('do not weaken, skip, or delete tests'));
-assert('comment mentions SDK guardrails', comment.includes('SDK guardrails'));
-assert('comment asks for legitimacy verdict', comment.includes('legitimate fix'));
-
-const headSha = 'dfb81bb0ae7f36bf8d66d8f45053464c18c005a3';
-const commentsWithFix = [
-  {
-    user: { login: 'MervinPraison' },
-    body: '@claude CI failed on HEAD `dfb81bb0`. Please fix...',
-    created_at: '2026-07-07T18:00:00Z',
-  },
-];
-assert('sha dedup detects existing comment', ciFix.hasCiFixCommentForSha(commentsWithFix, headSha));
-
-const skipNoFinal = ciFix.shouldSkipCiFix({
-  comments: [],
-  headSha,
-  labels: [],
-  hasFinal: false,
-  claudeInProgress: false,
-  failedChecks: [{ name: 'test-core' }],
-});
-assert('skips when final not posted', skipNoFinal.skip && skipNoFinal.reason.includes('final'));
-
-const skipPending = ciFix.shouldSkipCiFix({
-  comments: [],
-  headSha,
-  labels: [ciFix.CI_FIX_LABEL],
-  hasFinal: true,
-  claudeInProgress: false,
-  failedChecks: [{ name: 'test-core' }],
-});
-assert('skips when ci fix pending label', skipPending.skip && skipPending.reason.includes('pending'));
-
-const failedRuns = mergeGate.listFailedChecksOnSha([
-  { status: 'completed', conclusion: 'success', name: 'smoke' },
-  { status: 'completed', conclusion: 'failure', name: 'test-core (cli)' },
-  { status: 'in_progress', conclusion: null, name: 'pending-job' },
-]);
-assert('listFailedChecksOnSha finds failures only', failedRuns.length === 1);
-assert('failed check name', failedRuns[0].name === 'test-core (cli)');
-
-process.exit(failed ? 1 : 0);

.github/scripts/ci-failure-claude.js

@@ -1,294 +0,0 @@
-/**
- * Post @claude comments with CI failure details for internal PRs.
- * @see .github/workflows/ci-failure-claude.yml
- */
-
-const mergeGate = require('./merge-gate.js');
-
-const CI_FIX_LABEL = 'claude-ci-fix-pending';
-const COOLDOWN_MS = 12 * 60 * 60 * 1000;
-const AUTO_ACTORS = mergeGate.AUTO_ACTORS;
-const MAX_FAILURES = 15;
-const MAX_JOBS_TO_FETCH = 5;
-
-function shortSha(headSha) {
-  return (headSha || '').slice(0, 8);
-}
-
-function ciFixShaMarker(headSha) {
-  return `ci failed on head \`${shortSha(headSha)}`.toLowerCase();
-}
-
-function isCiFixComment(comment) {
-  const body = (comment.body || '').toLowerCase();
-  return body.includes('@claude') && body.includes('ci failed on head');
-}
-
-function hasCiFixCommentForSha(comments, headSha) {
-  const marker = shortSha(headSha).toLowerCase();
-  return comments.some((c) => {
-    if (!AUTO_ACTORS.includes(c.user.login)) return false;
-    if (!isCiFixComment(c)) return false;
-    return (c.body || '').toLowerCase().includes(marker);
-  });
-}
-
-function hasRecentCiFixComment(comments, headSha) {
-  const cutoff = Date.now() - COOLDOWN_MS;
-  const marker = shortSha(headSha).toLowerCase();
-  return comments.some((c) => {
-    if (!AUTO_ACTORS.includes(c.user.login)) return false;
-    if (!isCiFixComment(c)) return false;
-    const body = (c.body || '').toLowerCase();
-    if (body.includes(marker)) return true;
-    return new Date(c.created_at).getTime() > cutoff;
-  });
-}
-
-function shouldSkipCiFix({ comments, headSha, labels, hasFinal, claudeInProgress, failedChecks }) {
-  if (!failedChecks.length) return { skip: true, reason: 'no failed checks' };
-  if (labels.includes(CI_FIX_LABEL)) return { skip: true, reason: 'ci fix pending' };
-  if (!hasFinal) return { skip: true, reason: 'awaiting final claude review trigger' };
-  if (claudeInProgress) return { skip: true, reason: 'claude in progress' };
-  if (hasCiFixCommentForSha(comments, headSha)) {
-    return { skip: true, reason: 'already commented for this sha' };
-  }
-  if (hasRecentCiFixComment(comments, headSha)) {
-    return { skip: true, reason: 'recent ci fix comment cooldown' };
-  }
-  return { skip: false };
-}
-
-function parsePytestFailures(logText) {
-  if (!logText) return [];
-  const lines = logText.split('\n');
-  const failures = [];
-  const seen = new Set();
-
-  for (let i = lines.length - 1; i >= 0 && failures.length < MAX_FAILURES; i -= 1) {
-    const line = lines[i].trim();
-    if (!line) continue;
-
-    const pytestMatch = line.match(
-      /FAILED\s*(?:\([^)]+\))?\s+(tests\/[^\s]+(?:::[^\s-]+)*)\s*-\s*(.+)/i
-    );
-    if (pytestMatch) {
-      const testId = pytestMatch[1];
-      if (!seen.has(testId)) {
-        seen.add(testId);
-        failures.push({ testId, error: pytestMatch[2].trim() });
-      }
-      continue;
-    }
-
-    const errorMatch = line.match(/##\[error\](.+)/);
-    if (errorMatch && /tests\//.test(errorMatch[1])) {
-      const msg = errorMatch[1].trim();
-      if (!seen.has(msg)) {
-        seen.add(msg);
-        failures.push({ testId: msg, error: msg });
-      }
-    }
-  }
-
-  return failures;
-}
-
-async function fetchJobFailureSummary(github, owner, repo, jobId, jobName) {
-  try {
-    const response = await github.rest.actions.downloadJobLogsForWorkflowRun({
-      owner,
-      repo,
-      job_id: jobId,
-    });
-    let logText = typeof response.data === 'string' ? response.data : String(response.data || '');
-    if (logText.length > 100000) {
-      logText = logText.slice(-100000);
-    }
-    return { jobName, jobId, failures: parsePytestFailures(logText) };
-  } catch (err) {
-    return { jobName, jobId, failures: [], error: err.message };
-  }
-}
-
-function mapFailedChecks(runs) {
-  return runs.map((run) => ({
-    name: run.name,
-    id: run.id,
-    html_url: run.html_url || run.details_url,
-    workflow: run.app?.slug || run.check_suite?.app?.slug || run.name,
-  }));
-}
-
-function buildCiFixComment({ headSha, failedChecks, failureSummaries }) {
-  const parts = [
-    `@claude CI failed on HEAD \`${shortSha(headSha)}\`. Please fix the failures below and push to this branch.`,
-    '',
-    '## Failed checks',
-  ];
-
-  for (const check of failedChecks) {
-    parts.push(`- **${check.workflow || check.name}** / \`${check.name}\` — ${check.html_url}`);
-  }
-
-  parts.push('', '## Failures (extracted)');
-  let idx = 0;
-  for (const summary of failureSummaries) {
-    for (const failure of summary.failures) {
-      idx += 1;
-      if (idx > MAX_FAILURES) break;
-      parts.push(`${idx}. \`${failure.testId}\` — \`${failure.error}\``);
-      parts.push(`   - Job: \`${summary.jobName}\``);
-    }
-    if (idx >= MAX_FAILURES) break;
-  }
-
-  if (idx === 0) {
-    parts.push('_(Could not extract pytest details — see job logs above.)_');
-  }
-
-  const exampleTest = failureSummaries.find((s) => s.failures.length)?.failures[0]?.testId;
-  parts.push(
-    '',
-    '## Critical review first',
-    'Before changing code or tests, decide **which side is wrong**:',
-    '1. **Legitimate feature change** — the PR intent is correct but implementation or tests need updating. Preserve SDK guarantees; update tests only when behaviour intentionally changed and document why.',
-    '2. **Regression / bug in this PR** — the failure exposes a real breakage introduced here. Fix the implementation; **do not weaken, skip, or delete tests** just to go green.',
-    '3. **Pre-existing flake or unrelated failure** — say so explicitly; prefer fixing the root cause over masking it.',
-    '',
-    '**SDK guardrails (AGENTS.md):**',
-    '- Agent-callable tools → PraisonAI-Tools; lifecycle plugins → PraisonAI-Plugins; sandbox backends → PraisonAI-Plugins (`praisonai.sandbox`) — not praisonaiagents/.',
-    '- Do not disturb core SDK contracts to accommodate a wrapper/feature change.',
-    '- Tests must continue to guard backward compatibility and hot-path behaviour — passing CI by lowering test standards is not acceptable.',
-    '- If the feature does not genuinely add SDK value, recommend reverting or narrowing scope instead of patching around failures.',
-    '',
-    '## What to do',
-    '1. State your verdict: **legitimate fix**, **regression fix**, or **needs human review** — and why (1–3 sentences).',
-    '2. Fix root cause with **minimal changes**; never bloat the Agent class with extra params.',
-    exampleTest
-      ? `3. Run failing tests locally, e.g. \`pytest ${exampleTest} -q\`, plus any related SDK tests touched by the PR.`
-      : '3. Run failing tests locally with targeted pytest, plus any related SDK tests touched by the PR.',
-    '4. Push to this branch and comment: files changed, review verdict, and why tests still protect SDK behaviour.',
-  );
-
-  return parts.join('\n');
-}
-
-async function maybeClearCiFixLabel(github, owner, repo, prNumber, labels, headSha, core) {
-  if (!labels.includes(CI_FIX_LABEL)) return false;
-  const ciGreen = await mergeGate.allChecksGreenOnSha(github, owner, repo, headSha, core);
-  if (!ciGreen) return false;
-  try {
-    await github.rest.issues.removeLabel({
-      owner,
-      repo,
-      issue_number: prNumber,
-      name: CI_FIX_LABEL,
-    });
-    core?.info?.(`Removed ${CI_FIX_LABEL} from PR #${prNumber}`);
-  } catch (err) {
-    if (err.status !== 404) throw err;
-  }
-  return true;
-}
-
-async function maybeTriggerCiFixClaude(github, owner, repo, prNumber, core, opts = {}) {
-  const baseRepo = `${owner}/${repo}`;
-  const ctx = await mergeGate.loadPrContext(github, owner, repo, prNumber);
-  const pr = ctx.pr;
-
-  if (pr.state !== 'open') return { skipped: true, reason: 'not open' };
-  if (pr.draft) return { skipped: true, reason: 'draft' };
-
-  const headRepo = pr.head.repo?.full_name;
-  if (headRepo && headRepo !== baseRepo && !pr.maintainer_can_modify) {
-    return { skipped: true, reason: 'fork without maintainer edits' };
-  }
-
-  const headSha = pr.head.sha;
-  const labels = ctx.labels;
-
-  if (await maybeClearCiFixLabel(github, owner, repo, prNumber, labels, headSha, core)) {
-    return { skipped: true, reason: 'ci green, label cleared' };
-  }
-
-  const ciGreen = await mergeGate.allChecksGreenOnSha(github, owner, repo, headSha, core);
-  if (ciGreen) return { skipped: true, reason: 'ci green' };
-
-  const runs = await mergeGate.listChecksOnSha(github, owner, repo, headSha);
-  const failedRuns = mergeGate.listFailedChecksOnSha(runs);
-  if (failedRuns.length === 0) {
-    return { skipped: true, reason: 'no failed checks yet (may be pending)' };
-  }
-
-  const hasFinal = mergeGate.hasFinalClaudeReviewTrigger(ctx.comments);
-  const claudeInProgress = await mergeGate.hasInProgressClaudeAssistant(
-    github, owner, repo, prNumber
-  );
-  const skip = shouldSkipCiFix({
-    comments: ctx.comments,
-    headSha,
-    labels,
-    hasFinal,
-    claudeInProgress,
-    failedChecks: failedRuns,
-  });
-  if (skip.skip) return { skipped: true, reason: skip.reason };
-
-  const failedChecks = mapFailedChecks(failedRuns);
-  const failureSummaries = [];
-  for (const check of failedChecks.slice(0, MAX_JOBS_TO_FETCH)) {
-    failureSummaries.push(
-      await fetchJobFailureSummary(github, owner, repo, check.id, check.name)
-    );
-  }
-
-  const body = buildCiFixComment({ headSha, failedChecks, failureSummaries });
-
-  await github.rest.issues.addLabels({
-    owner,
-    repo,
-    issue_number: prNumber,
-    labels: [CI_FIX_LABEL],
-  });
-  await github.rest.issues.createComment({
-    owner,
-    repo,
-    issue_number: prNumber,
-    body,
-  });
-
-  core?.info?.(`Posted CI fix @claude on PR #${prNumber} (${shortSha(headSha)})`);
-  return { triggered: true, headSha: shortSha(headSha) };
-}
-
-async function processWorkflowRunFailure(github, owner, repo, workflowRun, core) {
-  if (workflowRun.conclusion !== 'failure') {
-    return { skipped: true, reason: `conclusion=${workflowRun.conclusion}` };
-  }
-  const allowed = ['Core Tests', 'Optimized Test Suite'];
-  if (!allowed.includes(workflowRun.name)) {
-    return { skipped: true, reason: `workflow ${workflowRun.name}` };
-  }
-  const prNumber = await mergeGate.resolvePrNumberFromWorkflowRun(
-    github, owner, repo, workflowRun
-  );
-  if (!prNumber) return { skipped: true, reason: 'no linked PR' };
-  return maybeTriggerCiFixClaude(github, owner, repo, prNumber, core);
-}
-
-module.exports = {
-  CI_FIX_LABEL,
-  COOLDOWN_MS,
-  ciFixShaMarker,
-  isCiFixComment,
-  hasCiFixCommentForSha,
-  hasRecentCiFixComment,
-  shouldSkipCiFix,
-  parsePytestFailures,
-  fetchJobFailureSummary,
-  buildCiFixComment,
-  maybeClearCiFixLabel,
-  maybeTriggerCiFixClaude,
-  processWorkflowRunFailure,
-};

.github/scripts/merge-gate-selftest.js

@@ -1,290 +0,0 @@
-#!/usr/bin/env node
-/**
- * Local self-test for merge-gate.js heuristics (no GitHub API).
- * Run: node .github/scripts/merge-gate-selftest.js
- */
-const mg = require('./merge-gate.js');
-
-let failed = 0;
-function assert(name, cond) {
-  if (!cond) {
-    console.error('FAIL:', name);
-    failed++;
-  } else {
-    console.log('ok:', name);
-  }
-}
-
-// Stale FINAL: push after FINAL, no @claude since head
-const finals = [
-  { user: { login: 'github-actions[bot]' }, body: '@claude FINAL architecture reviewer', created_at: '2026-06-12T08:00:00Z' },
-];
-assert('stale when head after final', mg.isStaleFinalAfterPush(finals, '2026-06-12T09:00:00Z'));
-
-const withRecovery = [
-  ...finals,
-  { user: { login: 'github-actions[bot]' }, body: '@claude FINAL architecture reviewer', created_at: '2026-06-12T09:30:00Z' },
-];
-assert('not stale when @claude after head', !mg.isStaleFinalAfterPush(withRecovery, '2026-06-12T09:00:00Z'));
-
-const withClaudeReply = [
-  ...finals,
-  {
-    user: { login: 'praisonai-triage-agent[bot]' },
-    body: "**Claude finished @MervinPraison's task** —— [View job](https://github.com/)",
-    created_at: '2026-06-12T08:30:00Z',
-  },
-];
-assert('not stale when Claude replied after FINAL', !mg.isStaleFinalAfterPush(withClaudeReply, '2026-06-12T09:00:00Z'));
-assert('claude final reply detected', mg.isClaudeFinalReplyComment(withClaudeReply[1]));
-
-assert('cancelled detect-and-trigger does not block', mg.OPTIONAL_CANCELLED_CHECKS.has('detect-and-trigger'));
-
-const coreGreenRuns = [
-  { name: 'test-core', status: 'completed', conclusion: 'success' },
-  { name: 'test-core (cli)', status: 'completed', conclusion: 'success' },
-  { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-  { name: 'test-windows', status: 'completed', conclusion: 'cancelled' },
-];
-assert('core green allows cancelled smoke', mg.isAcceptableCheckConclusion(
-  { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-  coreGreenRuns
-));
-assert('core green allows cancelled test-windows', mg.isAcceptableCheckConclusion(
-  { name: 'test-windows', status: 'completed', conclusion: 'cancelled' },
-  coreGreenRuns
-));
-assert('cancelled smoke blocks when core missing', !mg.isAcceptableCheckConclusion(
-  { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-  [{ name: 'smoke', status: 'completed', conclusion: 'cancelled' }]
-));
-assert('cancelled smoke blocks when core failed', !mg.isAcceptableCheckConclusion(
-  { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-  [
-    { name: 'test-core', status: 'completed', conclusion: 'failure' },
-    { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-  ]
-));
-assert('bestRunsByName prefers success over cancelled', (() => {
-  const best = mg.bestRunsByName([
-    { name: 'smoke', conclusion: 'cancelled' },
-    { name: 'smoke', conclusion: 'success' },
-  ]);
-  return best.length === 1 && best[0].conclusion === 'success';
-})());
-assert('bestRunsByName prefers pending over completed cancelled', (() => {
-  const best = mg.bestRunsByName([
-    { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-    { name: 'smoke', status: 'in_progress', conclusion: null },
-  ]);
-  return best.length === 1 && best[0].status === 'in_progress';
-})());
-assert('bestRunsByName keeps pending regardless of order', (() => {
-  const best = mg.bestRunsByName([
-    { name: 'smoke', status: 'in_progress', conclusion: null },
-    { name: 'smoke', status: 'completed', conclusion: 'success' },
-  ]);
-  return best.length === 1 && best[0].status === 'in_progress';
-})());
-assert('allChecksGreenOnSha style: pending re-run blocks despite core green', (() => {
-  const runs = mg.bestRunsByName([
-    { name: 'test-core', status: 'completed', conclusion: 'success' },
-    { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-    { name: 'smoke', status: 'queued', conclusion: null },
-  ]);
-  const smoke = runs.find((r) => r.name === 'smoke');
-  return smoke.status !== 'completed';
-})());
-
-// Stale-FINAL recovery guards (PR #2560 push loop)
-const nowMs = Date.now();
-const iso = (ms) => new Date(ms).toISOString();
-const firstFinal = {
-  user: { login: 'MervinPraison' },
-  body: '@claude You are the FINAL architecture reviewer.',
-  created_at: iso(nowMs - 20 * 60 * 1000),
-};
-const pushSoonAfter = mg.shouldSkipStaleFinalRecovery(
-  [firstFinal],
-  iso(nowMs - 16 * 60 * 1000)
-);
-assert('debounce push soon after FINAL', pushSoonAfter.skip && pushSoonAfter.reason.includes('soon after'));
-
-const secondFinal = {
-  user: { login: 'MervinPraison' },
-  body: '@claude You are the FINAL architecture reviewer.',
-  created_at: iso(nowMs - 20 * 60 * 1000),
-};
-const capped = mg.shouldSkipStaleFinalRecovery(
-  [firstFinal, secondFinal],
-  iso(nowMs - 2 * 60 * 1000)
-);
-assert('hourly cap blocks third FINAL in window', capped.skip && capped.reason.includes('capped'));
-
-const botPush = mg.shouldSkipStaleFinalRecovery(
-  [firstFinal],
-  iso(nowMs - 16 * 60 * 1000),
-  'praisonai-triage-agent[bot]'
-);
-assert('skip when automation pushed head', botPush.skip && botPush.reason.includes('automation'));
-
-assert('claude automation login', mg.isClaudeAutomationLogin('praisonai-triage-agent[bot]'));
-
-// Bot CHANGES_REQUESTED then APPROVE
-const reviews = [
-  { user: { login: 'coderabbit[bot]', type: 'Bot' }, state: 'CHANGES_REQUESTED', submitted_at: '2026-06-12T08:00:00Z' },
-  { user: { login: 'coderabbit[bot]', type: 'Bot' }, state: 'APPROVED', submitted_at: '2026-06-12T09:00:00Z' },
-];
-assert('bot approve clears CR', !mg.hasAnyChangesRequested(reviews));
-assert('human CR blocks', mg.hasAnyChangesRequested([
-  { user: { login: 'MervinPraison', type: 'User' }, state: 'CHANGES_REQUESTED', submitted_at: '2026-06-12T09:00:00Z' },
-]));
-
-// Verdict after HEAD
-const verdictComments = [
-  { body: 'MERGE_GATE_VERDICT: APPROVE', created_at: '2026-06-12T08:00:00Z' },
-];
-assert('verdict before head rejected', mg.findMergeGateVerdict(verdictComments, null, '2026-06-12T09:00:00Z') === null);
-assert('verdict after head accepted', mg.findMergeGateVerdict(
-  [{ body: 'MERGE_GATE_VERDICT: APPROVE', created_at: '2026-06-12T10:00:00Z' }],
-  null,
-  '2026-06-12T09:00:00Z'
-) === 'APPROVE');
-
-const fallbackApprove = [
-  {
-    body: 'MERGE_GATE_VERDICT: APPROVE\n\nAutomated fallback — Claude assess did not post a verdict comment.',
-    created_at: '2026-06-12T10:00:00Z',
-  },
-];
-assert(
-  'automated fallback APPROVE ignored when Opus required',
-  mg.findMergeGateVerdict(fallbackApprove, null, '2026-06-12T09:00:00Z', { excludeAutomatedFallback: true }) === null
-);
-assert(
-  'automated fallback APPROVE still visible without Opus-only filter',
-  mg.findMergeGateVerdict(fallbackApprove, null, '2026-06-12T09:00:00Z') === 'APPROVE'
-);
-
-const fallbackBlockNewFormat = [
-  {
-    body: 'MERGE_GATE_VERDICT: BLOCK\n\nAutomated fallback — Opus merge gate assessment did not complete.',
-    created_at: '2026-06-12T10:00:00Z',
-  },
-];
-assert(
-  'new-format fallback BLOCK ignored when Opus required',
-  mg.findMergeGateVerdict(fallbackBlockNewFormat, null, '2026-06-12T09:00:00Z', { excludeAutomatedFallback: true }) === null
-);
-assert(
-  'new-format fallback BLOCK detected by marker helper',
-  mg.isAutomatedFallbackVerdict(fallbackBlockNewFormat[0].body)
-);
-assert(
-  'findMergeGateVerdict null-safe with explicit null options',
-  mg.findMergeGateVerdict(fallbackApprove, null, '2026-06-12T09:00:00Z', null) === 'APPROVE'
-);
-
-const noise = [{ user: { login: 'MervinPraison' }, body: '**Merge gate scan** — wait for `@claude`', created_at: new Date().toISOString() }];
-assert('diagnostic comment not a trigger', !mg.hasRecentClaudeTrigger(noise, 35));
-
-// Cooldown skip requires an actual verdict on HEAD, not just a FINAL trigger comment
-const recentFinalOnHead = [
-  {
-    user: { login: 'MervinPraison' },
-    body: '@claude You are the FINAL architecture reviewer.',
-    created_at: '2026-06-27T10:00:00Z',
-  },
-];
-assert(
-  'final trigger alone does not count as verdict on head',
-  mg.findMergeGateVerdict(recentFinalOnHead, null, '2026-06-27T09:55:00Z') === null
-);
-const recentVerdictOnHead = [
-  ...recentFinalOnHead,
-  {
-    user: { login: 'github-actions[bot]' },
-    body: 'MERGE_GATE_VERDICT: APPROVE',
-    created_at: '2026-06-27T10:05:00Z',
-  },
-];
-assert(
-  'verdict on head skips cooldown gate',
-  mg.findMergeGateVerdict(recentVerdictOnHead, null, '2026-06-27T09:55:00Z') === 'APPROVE'
-);
-
-// Sensitive + secrets
-assert('workflow path sensitive', mg.sensitivePathReasons([{ filename: '.github/workflows/foo.yml' }]).length === 1);
-assert('ci-only label exempts workflows', mg.sensitivePathReasons(
-  [{ filename: '.github/workflows/foo.yml' }],
-  [mg.WORKFLOW_ONLY_LABEL]
-).length === 0);
-assert('ci-only label not exempt mixed changes', mg.sensitivePathReasons(
-  [{ filename: '.github/workflows/foo.yml' }, { filename: 'src/foo.py' }],
-  [mg.WORKFLOW_ONLY_LABEL]
-).length === 1);
-assert('secret in patch', mg.secretScanReasons([{ filename: 'x.py', patch: '+key = "ghp_abcdefghijklmnopqrstuvwxyz1234567890"' }]).length === 1);
-
-// Claude run scoping — other PR branches must not block
-assert('other branch claude does not block', !mg.hasBlockingClaudeRunForPr(
-  [{ event: 'issue_comment', head_branch: 'other-branch' }],
-  'my-branch'
-));
-assert('same branch claude blocks', mg.hasBlockingClaudeRunForPr(
-  [{ event: 'issue_comment', head_branch: 'my-branch' }],
-  'my-branch'
-));
-assert('issues event never blocks', !mg.hasBlockingClaudeRunForPr(
-  [{ event: 'issues', head_branch: 'my-branch' }],
-  'my-branch'
-));
-
-// Conflict rebase clears after bot completion + FINAL on HEAD (within 12h cooldown)
-const conflictNowMs = Date.now();
-const conflictIso = (offsetMs) => new Date(conflictNowMs + offsetMs).toISOString();
-const conflictTrigger = {
-  user: { login: 'MervinPraison' },
-  body: '@claude this PR has merge conflicts with main. Please rebase',
-  created_at: conflictIso(-30 * 60 * 1000),
-};
-const rebaseDone = {
-  user: { login: 'praisonai-triage-agent[bot]' },
-  body: 'Rebase complete — PR #2308 onto latest main',
-  created_at: conflictIso(-29 * 60 * 1000),
-};
-const finalAfterRebase = {
-  user: { login: 'MervinPraison' },
-  body: '@claude You are the FINAL architecture reviewer.',
-  created_at: conflictIso(-20 * 60 * 1000),
-};
-const headAfterRebase = conflictIso(-21 * 60 * 1000);
-const rebaseComments = [conflictTrigger, rebaseDone, finalAfterRebase];
-assert('conflict blocks before rebase done', mg.hasRecentConflictComment([conflictTrigger], headAfterRebase));
-assert('conflict clears after rebase + FINAL on HEAD', !mg.hasRecentConflictComment(rebaseComments, headAfterRebase));
-assert('conflict still blocks without FINAL on HEAD', mg.hasRecentConflictComment(
-  [conflictTrigger, rebaseDone],
-  headAfterRebase
-));
-
-// Tests heuristic
-assert('sdk without tests', mg.missingTestsReason([{ filename: 'src/praisonai-agents/a/b.py', additions: 3 }]) !== null);
-assert('sdk with tests ok', mg.missingTestsReason([
-  { filename: 'src/praisonai-agents/a/b.py', additions: 3 },
-  { filename: 'src/praisonai-agents/tests/test_x.py', additions: 10 },
-]) === null);
-
-// PR size
-assert('large PR blocked', mg.prSizeReasons([{ additions: 900 }]).length > 0);
-
-assert('internal PR link accepted', mg.isInternalPullRequestLink(
-  { base: { repo: { full_name: 'MervinPraison/PraisonAI' } } },
-  'MervinPraison',
-  'PraisonAI'
-));
-assert('fork sync PR link rejected', !mg.isInternalPullRequestLink(
-  { number: 21, base: { repo: { full_name: 'Milkmange/PraisonAI' } } },
-  'MervinPraison',
-  'PraisonAI'
-));
-
-process.exit(failed ? 1 : 0);

.github/scripts/pipeline-status-selftest.js

@@ -1,76 +0,0 @@
-#!/usr/bin/env node
-/**
- * Run: node .github/scripts/pipeline-status-selftest.js
- */
-const ps = require('./pipeline-status.js');
-const mg = require('./merge-gate.js');
-
-let failed = 0;
-function assert(name, cond) {
-  if (!cond) {
-    console.error('FAIL:', name);
-    failed++;
-  } else {
-    console.log('ok:', name);
-  }
-}
-
-const kickComments = [
-  { user: { login: 'MervinPraison' }, body: '@coderabbitai review' },
-  { user: { login: 'MervinPraison' }, body: '/review' },
-];
-
-const finalComment = {
-  user: { login: 'MervinPraison' },
-  body: '@claude You are the FINAL architecture reviewer.',
-  created_at: '2026-06-26T10:00:00Z',
-};
-
-assert(
-  'reviews pending when not kicked',
-  ps.deriveStage([], { ready: false, reasons: ['no FINAL Claude review trigger'] })
-    === 'pipeline/reviews-pending'
-);
-assert(
-  'final pending after kick',
-  ps.deriveStage(kickComments, { ready: false, reasons: ['no FINAL Claude review trigger'] })
-    === 'pipeline/final-claude-pending'
-);
-assert(
-  'awaiting merge gate after final',
-  ps.deriveStage(
-    [...kickComments, finalComment],
-    { ready: false, reasons: ['recent @claude within 35min'] }
-  ) === 'pipeline/awaiting-merge-gate'
-);
-assert(
-  'merge ready',
-  ps.deriveStage([...kickComments, finalComment], { ready: true, reasons: [] })
-    === 'pipeline/merge-ready'
-);
-
-const blockers = ps.deriveBlockerLabels({
-  ready: false,
-  reasons: ['CI not green on HEAD', 'SDK code added without test file changes — requires manual review'],
-});
-assert('maps ci blocker', blockers.includes('pipeline/blocked:ci'));
-assert('maps manual blocker', blockers.includes('pipeline/blocked:manual-review'));
-
-assert(
-  'internal link matches upstream base',
-  mg.isInternalPullRequestLink(
-    { base: { repo: { full_name: 'MervinPraison/PraisonAI' } } },
-    'MervinPraison',
-    'PraisonAI'
-  )
-);
-assert(
-  'fork sync link rejected',
-  !mg.isInternalPullRequestLink(
-    { number: 21, base: { repo: { full_name: 'Milkmange/PraisonAI' } } },
-    'MervinPraison',
-    'PraisonAI'
-  )
-);
-
-process.exit(failed ? 1 : 0);

.github/scripts/pipeline-status.js

@@ -1,258 +0,0 @@
-/**
- * Sync pipeline stage/blocker labels on open PRs.
- * @see .github/workflows/pipeline-status-sync.yml
- */
-
-const mergeGate = require('./merge-gate.js');
-const chain = require('./bot-pr-review-chain.js');
-const ciFix = require('./ci-failure-claude.js');
-
-const PIPELINE_PREFIX = 'pipeline/';
-const STAGE_LABELS = [
-  'pipeline/reviews-pending',
-  'pipeline/final-claude-pending',
-  'pipeline/awaiting-merge-gate',
-  'pipeline/merge-ready',
-  'pipeline/merged',
-];
-const BLOCKER_LABELS = [
-  'pipeline/blocked:ci',
-  'pipeline/blocked:conflict',
-  'pipeline/blocked:manual-review',
-  'pipeline/blocked:cooldown',
-  'pipeline/blocked:stale-final',
-  'pipeline/blocked:no-final',
-];
-const ALL_PIPELINE_LABELS = [...STAGE_LABELS, ...BLOCKER_LABELS];
-
-const LABEL_SPECS = [
-  { name: 'pipeline/reviews-pending', color: 'fbca04', description: 'Waiting for CodeRabbit/Qodo/Copilot reviews' },
-  { name: 'pipeline/final-claude-pending', color: 'd4c5f9', description: 'Reviews done; waiting for FINAL @claude' },
-  { name: 'pipeline/awaiting-merge-gate', color: 'c5def5', description: 'FINAL done; waiting for merge gate / CI' },
-  { name: 'pipeline/merge-ready', color: '0e8a16', description: 'Eligible for merge gate auto-merge' },
-  { name: 'pipeline/merged', color: '6f42c1', description: 'Merged via pipeline' },
-  { name: 'pipeline/blocked:ci', color: 'd93f0b', description: 'Blocked: CI not green on HEAD' },
-  { name: 'pipeline/blocked:conflict', color: 'b60205', description: 'Blocked: merge conflict or rebase pending' },
-  { name: 'pipeline/blocked:manual-review', color: 'e99695', description: 'Blocked: requires manual review' },
-  { name: 'pipeline/blocked:cooldown', color: 'fef2c0', description: 'Blocked: post-push or @claude cooldown' },
-  { name: 'pipeline/blocked:stale-final', color: 'f9d0c4', description: 'Blocked: FINAL stale after new commits' },
-  { name: 'pipeline/blocked:no-final', color: 'ededed', description: 'Blocked: no FINAL @claude trigger yet' },
-];
-
-function deriveStage(comments, evalResult) {
-  if (evalResult.ready) return 'pipeline/merge-ready';
-  if (!chain.chainKickPosted(comments)) return 'pipeline/reviews-pending';
-  if (!mergeGate.hasFinalClaudeReviewTrigger(comments)) return 'pipeline/final-claude-pending';
-  return 'pipeline/awaiting-merge-gate';
-}
-
-function reasonToBlockerLabel(reason) {
-  const r = (reason || '').toLowerCase();
-  if (r.includes('ci not green') || r.includes('sdk code changed but no ci')) return 'pipeline/blocked:ci';
-  if (
-    r.includes('conflict') ||
-    r.includes('mergestate=dirty') ||
-    r.includes('not mergeable')
-  ) return 'pipeline/blocked:conflict';
-  if (
-    r.includes('manual') ||
-    r.includes('requires manual') ||
-    r.includes('sensitive path') ||
-    r.includes('no-auto-merge') ||
-    r.includes('manual-only label') ||
-    r.includes('without test') ||
-    r.includes('files changed') ||
-    r.includes('possible secret') ||
-    r.includes('agent.py')
-  ) return 'pipeline/blocked:manual-review';
-  if (r.includes('recent @claude') || r.includes('post-push buffer')) return 'pipeline/blocked:cooldown';
-  if (r.includes('stale final')) return 'pipeline/blocked:stale-final';
-  if (r.includes('no final claude')) return 'pipeline/blocked:no-final';
-  if (r.includes('final claude not complete')) return 'pipeline/blocked:stale-final';
-  if (r.includes('claude.yml in progress') || r.includes('claude-merge-gate-active')) {
-    return null;
-  }
-  return null;
-}
-
-function deriveBlockerLabels(evalResult) {
-  if (evalResult.ready) return [];
-  const labels = new Set();
-  for (const reason of evalResult.reasons || []) {
-    const mapped = reasonToBlockerLabel(reason);
-    if (mapped && mapped.startsWith('pipeline/blocked:')) labels.add(mapped);
-  }
-  return [...labels];
-}
-
-function computePipelineLabels(comments, evalResult) {
-  const stage = deriveStage(comments, evalResult);
-  const blockers = stage === 'pipeline/merge-ready' ? [] : deriveBlockerLabels(evalResult);
-  return { stage, blockers, all: [stage, ...blockers] };
-}
-
-async function ensurePipelineLabels(github, owner, repo, core) {
-  let existing;
-  if (typeof github.paginate === 'function') {
-    existing = await github.paginate(github.rest.issues.listLabelsForRepo, {
-      owner,
-      repo,
-      per_page: 100,
-    });
-  } else {
-    ({ data: existing } = await github.rest.issues.listLabelsForRepo({
-      owner,
-      repo,
-      per_page: 100,
-    }));
-  }
-  const names = new Set(existing.map((l) => l.name));
-  for (const spec of LABEL_SPECS) {
-    if (names.has(spec.name)) continue;
-    try {
-      await github.rest.issues.createLabel({
-        owner,
-        repo,
-        name: spec.name,
-        color: spec.color,
-        description: spec.description,
-      });
-      core?.info?.(`Created label ${spec.name}`);
-    } catch (err) {
-      if (err.status !== 422) throw err;
-      core?.info?.(`Label ${spec.name} already exists`);
-    }
-  }
-}
-
-async function syncPipelineLabels(github, owner, repo, prNumber, core) {
-  const ctx = await mergeGate.loadPrContext(github, owner, repo, prNumber);
-  if (ctx.pr.state !== 'open') return { synced: false, reason: 'not_open' };
-
-  const evalResult = await mergeGate.evaluatePipelineQuiescent(
-    github, owner, repo, prNumber, core
-  );
-  const { stage, blockers, all } = computePipelineLabels(ctx.comments, evalResult);
-
-  const current = ctx.labels.filter((l) => l.startsWith(PIPELINE_PREFIX));
-  const desired = new Set(all);
-  const toRemove = current.filter((l) => !desired.has(l) && l !== 'pipeline/merged');
-  const toAdd = all.filter((l) => !current.includes(l));
-
-  for (const name of toRemove) {
-    try {
-      await github.rest.issues.removeLabel({ owner, repo, issue_number: prNumber, name });
-    } catch (err) {
-      if (err.status !== 404) throw err;
-    }
-  }
-  if (toAdd.length) {
-    await github.rest.issues.addLabels({
-      owner,
-      repo,
-      issue_number: prNumber,
-      labels: toAdd,
-    });
-  }
-
-  core?.info?.(`PR #${prNumber}: stage=${stage} blockers=[${blockers.join(', ')}]`);
-
-  const ciNotGreen = (evalResult.reasons || []).some((r) =>
-    r.toLowerCase().includes('ci not green')
-  );
-  if (ciNotGreen || blockers.includes('pipeline/blocked:ci')) {
-    await ciFix.maybeTriggerCiFixClaude(github, owner, repo, prNumber, core);
-  } else {
-    await ciFix.maybeClearCiFixLabel(
-      github, owner, repo, prNumber, ctx.labels, ctx.headSha, core
-    );
-  }
-
-  return {
-    synced: true,
-    stage,
-    blockers,
-    ready: evalResult.ready,
-    reasons: evalResult.reasons,
-    labels: ctx.labels,
-    createdAt: new Date(ctx.pr.created_at).getTime(),
-  };
-}
-
-async function dispatchMergeGateForOldestReady(github, owner, repo, readyCandidates, core) {
-  if (!readyCandidates.length) return 0;
-  readyCandidates.sort((a, b) => a.createdAt - b.createdAt);
-  for (const cand of readyCandidates) {
-    if ((cand.labels || []).includes('claude-merge-gate-active')) {
-      core?.info?.(`Skip dispatch PR #${cand.prNumber}: merge gate already active`);
-      continue;
-    }
-    await github.rest.repos.createDispatchEvent({
-      owner,
-      repo,
-      event_type: 'claude-merge-gate',
-      client_payload: { pr_number: cand.prNumber },
-    });
-    core?.info?.(`Dispatched merge gate for ready PR #${cand.prNumber}`);
-    return cand.prNumber;
-  }
-  return 0;
-}
-
-async function syncOpenPullRequests(github, owner, repo, options, core) {
-  const { maxPrs = 20, dispatchMergeGate = true } = options || {};
-  await ensurePipelineLabels(github, owner, repo, core);
-  let prs;
-  if (maxPrs <= 100) {
-    ({ data: prs } = await github.rest.pulls.list({
-      owner,
-      repo,
-      state: 'open',
-      per_page: 100,
-    }));
-  } else {
-    prs = await github.paginate(github.rest.pulls.list, {
-      owner,
-      repo,
-      state: 'open',
-      per_page: 100,
-    });
-  }
-  let synced = 0;
-  const readyCandidates = [];
-  for (const pr of prs) {
-    if (synced >= maxPrs) break;
-    if (pr.draft) continue;
-    if (pr.head?.repo?.full_name && pr.head.repo.full_name !== `${owner}/${repo}`) continue;
-    const result = await syncPipelineLabels(github, owner, repo, pr.number, core);
-    if (result.ready) {
-      readyCandidates.push({
-        prNumber: pr.number,
-        createdAt: result.createdAt || new Date(pr.created_at).getTime(),
-        labels: result.labels || [],
-      });
-    }
-    synced += 1;
-  }
-  let dispatched = 0;
-  if (dispatchMergeGate && readyCandidates.length) {
-    dispatched = await dispatchMergeGateForOldestReady(
-      github, owner, repo, readyCandidates, core
-    );
-  }
-  core?.info?.(`Pipeline label sync complete (${synced} PR(s), dispatched=${dispatched || 'none'})`);
-  return synced;
-}
-
-module.exports = {
-  STAGE_LABELS,
-  BLOCKER_LABELS,
-  ALL_PIPELINE_LABELS,
-  deriveStage,
-  deriveBlockerLabels,
-  computePipelineLabels,
-  ensurePipelineLabels,
-  syncPipelineLabels,
-  syncOpenPullRequests,
-  dispatchMergeGateForOldestReady,
-};

.github/scripts/pr-review-chain-selftest.js

@@ -1,111 +0,0 @@
-#!/usr/bin/env node
-const chain = require('./pr-review-chain.js');
-
-let failed = 0;
-function assert(name, cond) {
-  if (!cond) {
-    console.error('FAIL:', name);
-    failed++;
-  } else {
-    console.log('ok:', name);
-  }
-}
-
-const coderabbit = {
-  user: { login: 'coderabbitai[bot]' },
-  body: '<!-- summarize by coderabbit.ai --> summary',
-  created_at: '2026-07-02T07:16:00Z',
-};
-const greptile = {
-  user: { login: 'greptile-apps[bot]' },
-  body: '<h3>Greptile Summary</h3><p>Looks good</p>',
-  created_at: '2026-07-02T07:19:00Z',
-};
-const copilotKick = {
-  user: { login: 'MervinPraison' },
-  body: '@copilot Do a thorough review',
-  created_at: '2026-07-02T07:20:00Z',
-};
-const copilotReply = {
-  user: { login: 'copilot-swe-agent' },
-  body: 'Copilot review here',
-  created_at: '2026-07-02T07:22:00Z',
-};
-
-assert('prior not ready without greptile', !chain.priorReviewersReady([coderabbit]).ready);
-assert('prior ready with coderabbit + greptile', chain.priorReviewersReady([coderabbit, greptile]).ready);
-assert('copilot not ready before trigger', !chain.copilotReviewReady([coderabbit, greptile]).ready);
-assert(
-  'copilot ready after reply',
-  chain.copilotReviewReady([coderabbit, greptile, copilotKick, copilotReply]).ready
-);
-assert(
-  'claude not ready before copilot',
-  !chain.claudeFinalReady([coderabbit, greptile]).ready
-);
-assert(
-  'claude ready after full chain',
-  chain.claudeFinalReady([coderabbit, greptile, copilotKick, copilotReply]).ready
-);
-assert(
-  'claude timeout fallback when copilot triggered but silent',
-  chain.claudeFinalReady([coderabbit, greptile, copilotKick], [], { allowCopilotTimeout: true }).ready
-);
-assert(
-  'no timeout fallback without copilot trigger',
-  !chain.claudeFinalReady([coderabbit, greptile], [], { allowCopilotTimeout: true }).ready
-);
-assert(
-  'skipCopilot proceeds after prior reviewers',
-  chain.claudeFinalReady([coderabbit, greptile], [], { skipCopilot: true }).ready
-);
-const prev = process.env.REVIEW_CHAIN_SKIP_COPILOT;
-process.env.REVIEW_CHAIN_SKIP_COPILOT = '1';
-assert(
-  'REVIEW_CHAIN_SKIP_COPILOT env skips copilot',
-  chain.claudeFinalReady([coderabbit, greptile], [], {}).ready
-);
-process.env.REVIEW_CHAIN_SKIP_COPILOT = prev;
-
-const geminiReview = {
-  user: { login: 'gemini-code-assist[bot]' },
-  body: '## Code Review\n\nThis pull request decomposes the large main.py file',
-  submitted_at: '2026-07-03T08:08:00Z',
-};
-assert(
-  'gemini pull review counts as prior reviewer',
-  chain.hasGeminiReview([], [geminiReview])
-);
-assert(
-  'prior ready with gemini review only (no gemini comment)',
-  chain.priorReviewersReady([coderabbit, greptile], [geminiReview], { optionalWaitMs: 0 }).ready
-);
-
-const oldPr = new Date(Date.now() - 31 * 60 * 1000).toISOString();
-assert(
-  'prior not ready without coderabbit before timeout',
-  !chain.priorReviewersReady([greptile], [], { prCreatedAt: new Date().toISOString(), requiredWaitMs: 30 * 60 * 1000 }).ready
-);
-assert(
-  'prior timeout when coderabbit silent after 30m',
-  chain.priorReviewersReady([greptile], [], { prCreatedAt: oldPr, requiredWaitMs: 30 * 60 * 1000 }).ready
-);
-assert(
-  'claude FINAL timeout when required reviewer silent and no prior FINAL',
-  chain.claudeFinalReady([greptile], [], { prCreatedAt: oldPr, requiredWaitMs: 30 * 60 * 1000 }).ready
-);
-assert(
-  'claude FINAL timeout auto-skips copilot without explicit skipCopilot',
-  chain.claudeFinalReady([greptile], [], { prCreatedAt: oldPr, requiredWaitMs: 30 * 60 * 1000 }).copilotSkipped
-);
-const finalClaude = {
-  user: { login: 'github-actions[bot]' },
-  body: '@claude You are the FINAL architecture reviewer for this PR.',
-  created_at: '2026-07-02T07:25:00Z',
-};
-assert(
-  'claude FINAL not re-posted when already triggered',
-  !chain.claudeFinalReady([greptile, finalClaude], [], { prCreatedAt: oldPr, requiredWaitMs: 0 }).ready
-);
-
-process.exit(failed ? 1 : 0);

.github/scripts/pr-review-chain.js

@@ -1,322 +0,0 @@
-/**
- * PR review pipeline: CodeRabbit / Greptile (+ optional Qodo/Gemini) → Claude (FINAL).
- * Copilot step optional — set REVIEW_CHAIN_SKIP_COPILOT=1 or skipCopilot: true to bypass.
- * @see .github/workflows/auto-pr-comment.yml
- */
-
-function isSkipCopilot(options = {}) {
-  if (options.skipCopilot === true) return true;
-  if (options.skipCopilot === false) return false;
-  return process.env.REVIEW_CHAIN_SKIP_COPILOT === '1';
-}
-
-const COPILOT_TRIGGER_LOGINS = new Set(['MervinPraison', 'github-actions[bot]']);
-const CLAUDE_TRIGGER_LOGINS = new Set(['MervinPraison', 'github-actions[bot]']);
-
-const REQUIRED_PRIOR = ['coderabbit', 'greptile'];
-const OPTIONAL_PRIOR = ['qodo', 'gemini'];
-const OPTIONAL_PRIOR_WAIT_MS = 20 * 60 * 1000;
-const REQUIRED_PRIOR_WAIT_MS = 30 * 60 * 1000;
-
-function loginOf(item) {
-  return (item?.user?.login || '').toLowerCase();
-}
-
-function bodyOf(item) {
-  return item?.body || '';
-}
-
-function hasCoderabbitSummary(comments) {
-  return comments.some(
-    (c) =>
-      loginOf(c).includes('coderabbit') &&
-      bodyOf(c).toLowerCase().includes('summarize by coderabbit')
-  );
-}
-
-function hasGreptileReview(comments) {
-  return comments.some((c) => {
-    if (!loginOf(c).includes('greptile')) return false;
-    const body = bodyOf(c);
-    return body.includes('Greptile Summary') || body.includes('<h3>Greptile Summary</h3>') || body.length > 150;
-  });
-}
-
-function hasQodoReview(comments, reviews = []) {
-  if (comments.some((c) => loginOf(c).includes('qodo'))) return true;
-  return reviews.some((r) => loginOf(r).includes('qodo'));
-}
-
-function hasGeminiReview(comments, reviews = []) {
-  if (reviews.some((r) => loginOf(r).includes('gemini'))) return true;
-  return comments.some((c) => {
-    if (loginOf(c).includes('gemini')) return true;
-    const body = bodyOf(c);
-    return (
-      body.includes('Review completed by Gemini CLI') ||
-      body.includes('The fix is ready for review. Please test')
-    );
-  });
-}
-
-const PRIOR_CHECKS = {
-  coderabbit: (comments) => hasCoderabbitSummary(comments),
-  greptile: (comments) => hasGreptileReview(comments),
-  qodo: (comments, reviews) => hasQodoReview(comments, reviews),
-  gemini: (comments, reviews) => hasGeminiReview(comments, reviews),
-};
-
-function priorReviewerStatus(comments, reviews = []) {
-  const status = {};
-  for (const [id, check] of Object.entries(PRIOR_CHECKS)) {
-    status[id] = check(comments, reviews);
-  }
-  return status;
-}
-
-function priorReviewersReady(comments, reviews = [], options = {}) {
-  const waitMs = options.optionalWaitMs ?? OPTIONAL_PRIOR_WAIT_MS;
-  const requiredWaitMs = options.requiredWaitMs ?? REQUIRED_PRIOR_WAIT_MS;
-  const prCreatedAt = options.prCreatedAt || null;
-  const status = priorReviewerStatus(comments, reviews);
-
-  const missingRequired = REQUIRED_PRIOR.filter((id) => !status[id]);
-  if (missingRequired.length) {
-    if (prCreatedAt) {
-      const age = Date.now() - new Date(prCreatedAt).getTime();
-      if (age >= requiredWaitMs) {
-        return {
-          ready: true,
-          reason: `required reviewer timeout (${missingRequired.join(', ')} silent after ${Math.round(requiredWaitMs / 60000)}m)`,
-          status,
-          requiredTimeout: true,
-        };
-      }
-    }
-    return { ready: false, reason: `waiting for ${missingRequired.join(', ')}`, status };
-  }
-
-  const missingOptional = OPTIONAL_PRIOR.filter((id) => !status[id]);
-  if (missingOptional.length && prCreatedAt) {
-    const age = Date.now() - new Date(prCreatedAt).getTime();
-    if (age < waitMs) {
-      return {
-        ready: false,
-        reason: `waiting for optional ${missingOptional.join(', ')} (${Math.round((waitMs - age) / 60000)}m left)`,
-        status,
-      };
-    }
-  }
-
-  return { ready: true, reason: '', status };
-}
-
-function copilotTriggerComment(comments) {
-  return comments.find(
-    (c) =>
-      bodyOf(c).includes('@copilot') &&
-      COPILOT_TRIGGER_LOGINS.has(c.user?.login) &&
-      !bodyOf(c).toLowerCase().includes('@claude')
-  );
-}
-
-function copilotTriggered(comments) {
-  return Boolean(copilotTriggerComment(comments));
-}
-
-function copilotReviewReady(comments, reviews = []) {
-  const trigger = copilotTriggerComment(comments);
-  if (!trigger) {
-    return { ready: false, reason: 'copilot not triggered yet' };
-  }
-  const triggerTime = new Date(trigger.created_at).getTime();
-  const copilotComment = comments.some((c) => {
-    if (c === trigger) return false;
-    if (new Date(c.created_at).getTime() < triggerTime) return false;
-    const login = loginOf(c);
-    return (
-      login.includes('copilot') ||
-      c.user?.login === 'Copilot' ||
-      c.user?.login === 'copilot-swe-agent'
-    );
-  });
-  const copilotReview = reviews.some((r) => {
-    if (new Date(r.submitted_at).getTime() < triggerTime) return false;
-    return loginOf(r).includes('copilot');
-  });
-  if (copilotComment || copilotReview) {
-    return { ready: true, reason: '' };
-  }
-  return { ready: false, reason: 'awaiting copilot review' };
-}
-
-function isFinalClaudeTriggerComment(c) {
-  const body = bodyOf(c).toLowerCase();
-  if (!CLAUDE_TRIGGER_LOGINS.has(c.user?.login)) return false;
-  if (!body.includes('@claude')) return false;
-  if (body.includes('merge conflict')) return false;
-  return body.includes('final architecture reviewer') || body.includes('lead engineer');
-}
-
-function claudeFinalAlreadyTriggered(comments) {
-  return comments.some(isFinalClaudeTriggerComment);
-}
-
-function claudeFinalReady(comments, reviews = [], options = {}) {
-  if (claudeFinalAlreadyTriggered(comments)) {
-    return { ready: false, reason: 'claude FINAL already triggered', already: true };
-  }
-  const prior = priorReviewersReady(comments, reviews, options);
-  if (!prior.ready) {
-    return { ready: false, reason: prior.reason };
-  }
-  if (isSkipCopilot(options) || prior.requiredTimeout) {
-    return {
-      ready: true,
-      reason: prior.requiredTimeout ? prior.reason : 'copilot skipped',
-      copilotSkipped: true,
-      requiredTimeout: prior.requiredTimeout,
-    };
-  }
-  const copilot = copilotReviewReady(comments, reviews);
-  if (copilot.ready) {
-    return { ready: true, reason: '' };
-  }
-  if (options.allowCopilotTimeout && copilotTriggered(comments)) {
-    return { ready: true, reason: 'copilot timeout fallback', copilotSkipped: true };
-  }
-  return { ready: false, reason: copilot.reason };
-}
-
-/** Post @copilot when prior reviewers are ready, then @claude FINAL when Copilot done (or timeout). */
-async function advanceReviewChain(github, owner, repo, prNumber, finalBody, core, options = {}) {
-  const { data: pr } = await github.rest.pulls.get({ owner, repo, pull_number: prNumber });
-  const chainOpts = {
-    prCreatedAt: pr.created_at,
-    optionalWaitMs: options.optionalWaitMs ?? 0,
-  };
-  const copilot = options.skipCopilot
-    ? { triggered: false, reason: 'skipped' }
-    : await maybeTriggerCopilot(github, owner, repo, prNumber, core, chainOpts);
-  const claude = await maybeTriggerClaudeFinal(
-    github, owner, repo, prNumber, finalBody, core,
-    { ...options, ...chainOpts }
-  );
-  return { copilot, claude };
-}
-
-async function maybeTriggerClaudeFinal(github, owner, repo, prNumber, finalBody, core, options = {}) {
-  const { data: pr } = await github.rest.pulls.get({ owner, repo, pull_number: prNumber });
-  const { comments, reviews } = await listCommentsAndReviews(github, owner, repo, prNumber);
-  const gate = claudeFinalReady(comments, reviews, {
-    ...options,
-    prCreatedAt: pr.created_at,
-    optionalWaitMs: options.optionalWaitMs,
-    allowCopilotTimeout: options.allowCopilotTimeout !== false,
-  });
-  if (!gate.ready) {
-    core?.info?.(`PR #${prNumber}: skip Claude FINAL — ${gate.reason}`);
-    return { posted: false, reason: gate.reason };
-  }
-  await github.rest.issues.createComment({
-    owner,
-    repo,
-    issue_number: prNumber,
-    body: finalBody,
-  });
-  const note = gate.requiredTimeout
-    ? ' (required reviewer timeout fallback)'
-    : gate.copilotSkipped
-      ? ' (Copilot timeout fallback)'
-      : '';
-  core?.info?.(`Posted Claude FINAL on PR #${prNumber}${note}`);
-  return { posted: true, reason: '' };
-}
-
-const COPILOT_REVIEW_BODY =
-  '@copilot Do a thorough review of this PR. Read ALL existing reviewer comments above from Qodo, CodeRabbit, Gemini, and Greptile first — incorporate their findings.\n\nReview areas:\n1. **Bloat check**: Are changes minimal and focused? Any unnecessary code or scope creep?\n2. **Security**: Any hardcoded secrets, unsafe eval/exec, missing input validation?\n3. **Performance**: Any module-level heavy imports? Hot-path regressions?\n4. **Tests**: Are tests included? Do they cover the changes adequately?\n5. **Backward compat**: Any public API changes without deprecation?\n6. **Code quality**: DRY violations, naming conventions, error handling?\n7. **Address reviewer feedback**: If Qodo, CodeRabbit, Gemini, or Greptile flagged valid issues, include them in your review\n8. Suggest specific improvements with code examples where possible';
-
-async function listCommentsAndReviews(github, owner, repo, prNumber) {
-  let comments;
-  if (typeof github.paginate === 'function') {
-    comments = await github.paginate(github.rest.issues.listComments, {
-      owner,
-      repo,
-      issue_number: prNumber,
-      per_page: 100,
-    });
-  } else {
-    const { data } = await github.rest.issues.listComments({
-      owner,
-      repo,
-      issue_number: prNumber,
-      per_page: 100,
-    });
-    comments = data;
-  }
-  const { data: reviews } = await github.rest.pulls.listReviews({
-    owner,
-    repo,
-    pull_number: prNumber,
-    per_page: 100,
-  });
-  return { comments, reviews };
-}
-
-async function maybeTriggerCopilot(github, owner, repo, prNumber, core, options = {}) {
-  const { comments, reviews } = await listCommentsAndReviews(github, owner, repo, prNumber);
-  if (copilotTriggered(comments)) {
-    core?.info?.(`Copilot already triggered on PR #${prNumber}`);
-    return { triggered: false, reason: 'already_triggered' };
-  }
-  const prior = priorReviewersReady(comments, reviews, options);
-  if (!prior.ready) {
-    core?.info?.(`PR #${prNumber}: not ready for Copilot — ${prior.reason}`);
-    return { triggered: false, reason: prior.reason };
-  }
-  await github.rest.issues.createComment({
-    owner,
-    repo,
-    issue_number: prNumber,
-    body: COPILOT_REVIEW_BODY,
-  });
-  core?.info?.(`Posted @copilot on PR #${prNumber} after prior reviewers`);
-  return { triggered: true };
-}
-
-async function pollCopilotResponse(github, owner, repo, prNumber, options = {}) {
-  const maxAttempts = options.maxAttempts ?? 20;
-  const delayMs = options.delayMs ?? 30000;
-  for (let i = 0; i < maxAttempts; i += 1) {
-    const { comments, reviews } = await listCommentsAndReviews(github, owner, repo, prNumber);
-    const copilot = copilotReviewReady(comments, reviews);
-    if (copilot.ready) {
-      return { ready: true, reason: '' };
-    }
-    if (i < maxAttempts - 1) {
-      await new Promise((resolve) => setTimeout(resolve, delayMs));
-    }
-  }
-  return { ready: false, reason: 'copilot timeout' };
-}
-
-module.exports = {
-  isSkipCopilot,
-  REQUIRED_PRIOR,
-  OPTIONAL_PRIOR,
-  REQUIRED_PRIOR_WAIT_MS,
-  COPILOT_REVIEW_BODY,
-  priorReviewerStatus,
-  priorReviewersReady,
-  copilotTriggered,
-  copilotReviewReady,
-  claudeFinalReady,
-  claudeFinalAlreadyTriggered,
-  isFinalClaudeTriggerComment,
-  maybeTriggerCopilot,
-  maybeTriggerClaudeFinal,
-  advanceReviewChain,
-  pollCopilotResponse,
-  hasGeminiReview,
-  listCommentsAndReviews,
-};

.github/scripts/release-gate-selftest.js

@@ -1,122 +0,0 @@
-const assert = require('assert');
-const rg = require('./release-gate.js');
-
-assert.strictEqual(rg.bumpPatch('1.6.80'), '1.6.81');
-assert.strictEqual(rg.bumpPatch('4.6.80'), '4.6.81');
-assert.strictEqual(rg.bumpPatch('0.0.2'), '0.0.3');
-
-const versions = rg.readVersionsFromTree();
-assert.ok(versions.currentAgents);
-assert.ok(versions.currentCode);
-assert.ok(versions.currentWrapper);
-assert.ok(versions.targetCode);
-assert.ok(rg.PACKAGE_PATHS.includes('src/praisonai-code'));
-// Every released package must make the gate's path-change check eligible.
-for (const p of [
-  'src/praisonai', 'src/praisonai-agents', 'src/praisonai-code',
-  'src/praisonai-bot', 'src/praisonai-train', 'src/praisonai-browser',
-  'src/praisonai-mcp', 'src/praisonai-sandbox', 'src/praisonai-deploy',
-]) {
-  assert.ok(rg.PACKAGE_PATHS.includes(p), `PACKAGE_PATHS missing ${p}`);
-}
-
-const noonUtc = new Date('2026-07-08T12:00:00Z');
-const dayStart = rg.utcDayStart(noonUtc);
-assert.strictEqual(dayStart.toISOString(), '2026-07-08T00:00:00.000Z');
-
-function mockGithub({ runs = [], releases = [] } = {}) {
-  return {
-    rest: {
-      actions: {
-        listWorkflowRuns: async () => ({ data: { workflow_runs: runs } }),
-      },
-      repos: {
-        listReleases: async () => ({ data: releases }),
-      },
-    },
-  };
-}
-
-(async () => {
-  assert.strictEqual(await rg.pypiVersionExists('praisonaiagents', '0.0.0'), false);
-
-  assert.strictEqual(rg.PATCH_RELEASE_INTERVAL_DAYS, 3);
-
-  // Dedupe is release-based: a v* release inside the window blocks…
-  const recentRelease = mockGithub({
-    releases: [{ tag_name: 'v4.6.159', published_at: '2026-07-08T09:00:00Z' }],
-  });
-  assert.strictEqual(
-    await rg.hasSuccessfulReleaseWithinDays(recentRelease, 'o', 'r', noonUtc),
-    true
-  );
-
-  const result = await rg.evaluateReleasePreflight(
-    recentRelease, 'o', 'r',
-    { headSha: 'abc', isCiTrigger: false, bump: 'patch', now: noonUtc },
-    null
-  );
-  assert.ok(result.reasons.some((r) => r.includes('every 3 days')));
-
-  // …an old release does not…
-  const oldRelease = mockGithub({
-    releases: [{ tag_name: 'v4.6.150', published_at: '2026-07-04T09:00:00Z' }],
-  });
-  assert.strictEqual(
-    await rg.hasSuccessfulReleaseWithinDays(oldRelease, 'o', 'r', noonUtc),
-    false
-  );
-
-  // …and a dry-run "success" (workflow run, no release) does not consume the
-  // window: only real releases count.
-  const dryRunOnly = mockGithub({
-    runs: [{ conclusion: 'success', created_at: '2026-07-08T09:00:00Z', status: 'completed' }],
-    releases: [],
-  });
-  assert.strictEqual(
-    await rg.hasSuccessfulReleaseWithinDays(dryRunOnly, 'o', 'r', noonUtc),
-    false
-  );
-
-  // Active-run blocking: fresh waiting run blocks…
-  const freshWaiting = mockGithub({
-    runs: [{ status: 'waiting', conclusion: null, created_at: '2026-07-08T11:00:00Z', html_url: 'x' }],
-  });
-  assert.strictEqual(
-    await rg.hasActiveReleaseRun(freshWaiting, 'o', 'r', noonUtc, null),
-    true
-  );
-
-  // …a waiting run stuck longer than STALE_WAITING_HOURS no longer blocks…
-  const staleWaiting = mockGithub({
-    runs: [{ status: 'waiting', conclusion: null, created_at: '2026-07-08T01:00:00Z', html_url: 'x' }],
-  });
-  const warnings = [];
-  const fakeCore = { warning: (m) => warnings.push(m), info: () => {} };
-  assert.strictEqual(rg.STALE_WAITING_HOURS, 6);
-  assert.strictEqual(
-    await rg.hasActiveReleaseRun(staleWaiting, 'o', 'r', noonUtc, fakeCore),
-    false
-  );
-  assert.ok(warnings.length === 1 && warnings[0].includes('approve or cancel'));
-
-  // …but an in_progress run always blocks regardless of age.
-  const oldInProgress = mockGithub({
-    runs: [{ status: 'in_progress', conclusion: null, created_at: '2026-07-07T01:00:00Z', html_url: 'x' }],
-  });
-  assert.strictEqual(
-    await rg.hasActiveReleaseRun(oldInProgress, 'o', 'r', noonUtc, null),
-    true
-  );
-
-  console.log('ok: bumpPatch');
-  console.log('ok: readVersionsFromTree');
-  console.log('ok: PACKAGE_PATHS covers all 9 released packages');
-  console.log('ok: pypiVersionExists missing version');
-  console.log('ok: utcDayStart');
-  console.log('ok: release-based dedupe (recent blocks, old does not)');
-  console.log('ok: dry-run success does not consume the release window');
-  console.log('ok: 3-day dedupe blocks second release');
-  console.log('ok: fresh waiting run blocks; stale waiting run ignored with warning');
-  console.log('ok: in_progress always blocks');
-})();

.github/scripts/release-gate.js

@@ -1,315 +0,0 @@
-/**
- * Release gate preflight — path changes, CI SHA, dedupe, PyPI version checks.
- */
-
-const https = require('https');
-
-/** Every directory whose changes should make a release eligible — all nine
- * published packages (mirrors the skip_* inputs in pypi-release.yml). */
-const PACKAGE_PATHS = [
-  'src/praisonai',
-  'src/praisonai-agents',
-  'src/praisonai-code',
-  'src/praisonai-bot',
-  'src/praisonai-train',
-  'src/praisonai-browser',
-  'src/praisonai-mcp',
-  'src/praisonai-sandbox',
-  'src/praisonai-deploy',
-];
-/** Minimum days between successful patch auto-releases. */
-const PATCH_RELEASE_INTERVAL_DAYS = 3;
-const ACTIVE_RELEASE_STATUSES = new Set([
-  'queued', 'in_progress', 'waiting', 'pending', 'requested',
-]);
-/** A run stuck in `waiting` (environment approval) longer than this no longer
- * blocks the gate. GitHub only auto-fails unapproved deployments after 30
- * days, so without a cutoff one forgotten manual dispatch stalls all
- * auto-releases for up to a month. The run is warned about, never cancelled —
- * if later approved, the pypi-release concurrency group serializes it and its
- * pypi_exists checks no-op anything already published. */
-const STALE_WAITING_HOURS = 6;
-
-function bumpPatch(version) {
-  const parts = version.split('.');
-  if (parts.length !== 3) throw new Error(`Invalid version: ${version}`);
-  return `${parts[0]}.${parts[1]}.${Number(parts[2]) + 1}`;
-}
-
-function readVersionsFromTree(root = '.') {
-  const fs = require('fs');
-  const path = require('path');
-  const agentsToml = fs.readFileSync(
-    path.join(root, 'src/praisonai-agents/pyproject.toml'), 'utf8'
-  );
-  const agentsMatch = agentsToml.match(/^version\s*=\s*"([^"]+)"/m);
-  if (!agentsMatch) throw new Error('Could not read agents version');
-
-  const codeToml = fs.readFileSync(
-    path.join(root, 'src/praisonai-code/pyproject.toml'), 'utf8'
-  );
-  const codeMatch = codeToml.match(/^version\s*=\s*"([^"]+)"/m);
-  if (!codeMatch) throw new Error('Could not read praisonai-code version');
-
-  const wrapperPy = fs.readFileSync(
-    path.join(root, 'src/praisonai/praisonai/version.py'), 'utf8'
-  );
-  const wrapperMatch = wrapperPy.match(/__version__ = "([^"]+)"/);
-  if (!wrapperMatch) throw new Error('Could not read wrapper version');
-  return {
-    currentAgents: agentsMatch[1],
-    currentCode: codeMatch[1],
-    currentWrapper: wrapperMatch[1],
-    targetAgents: bumpPatch(agentsMatch[1]),
-    targetCode: bumpPatch(codeMatch[1]),
-    targetWrapper: bumpPatch(wrapperMatch[1]),
-  };
-}
-
-function pypiVersionExists(packageName, version) {
-  return new Promise((resolve) => {
-    const req = https.get(
-      `https://pypi.org/pypi/${packageName}/${version}/json`,
-      { timeout: 15000 },
-      (res) => {
-        res.resume();
-        resolve(res.statusCode === 200);
-      }
-    );
-    req.on('error', () => resolve(false));
-    req.on('timeout', () => {
-      req.destroy();
-      resolve(false);
-    });
-  });
-}
-
-async function hasActiveReleaseRun(github, owner, repo, now = new Date(), core = null) {
-  const runs = await github.rest.actions.listWorkflowRuns({
-    owner,
-    repo,
-    workflow_id: 'pypi-release.yml',
-    per_page: 20,
-  });
-  const staleCutoff = now.getTime() - STALE_WAITING_HOURS * 60 * 60 * 1000;
-  return runs.data.workflow_runs.some((r) => {
-    if (!ACTIVE_RELEASE_STATUSES.has(r.status) || r.conclusion) return false;
-    if (r.status === 'waiting' && new Date(r.created_at).getTime() < staleCutoff) {
-      if (core) {
-        core.warning(
-          `Ignoring release run waiting >${STALE_WAITING_HOURS}h for environment approval: `
-          + `${r.html_url} — approve or cancel it. It no longer blocks auto-releases.`
-        );
-      }
-      return false;
-    }
-    return true;
-  });
-}
-
-function utcDayStart(now = new Date()) {
-  return new Date(Date.UTC(now.getUTCFullYear(), now.getUTCMonth(), now.getUTCDate()));
-}
-
-function releaseIntervalStart(now = new Date(), intervalDays = PATCH_RELEASE_INTERVAL_DAYS) {
-  return new Date(now.getTime() - intervalDays * 24 * 60 * 60 * 1000);
-}
-
-async function hasSuccessfulReleaseWithinDays(
-  github,
-  owner,
-  repo,
-  now = new Date(),
-  intervalDays = PATCH_RELEASE_INTERVAL_DAYS,
-) {
-  const windowStart = releaseIntervalStart(now, intervalDays);
-  // Dedupe on GitHub releases (v* tags) rather than run conclusions: a
-  // dry_run=true dispatch concludes 'success' without publishing anything and
-  // must not consume the release window. Only a real full release creates a
-  // v* GitHub release (bump_and_release.py's `gh release create`).
-  const releases = await github.rest.repos.listReleases({
-    owner,
-    repo,
-    per_page: 10,
-  });
-  return releases.data.some(
-    (r) => r.tag_name && r.tag_name.startsWith('v')
-      && new Date(r.published_at || r.created_at) >= windowStart
-  );
-}
-
-/** @deprecated Use hasSuccessfulReleaseWithinDays — kept for selftests. */
-async function hasSuccessfulReleaseToday(github, owner, repo, now = new Date()) {
-  return hasSuccessfulReleaseWithinDays(github, owner, repo, now, 1);
-}
-
-async function lastGreenCoreTestsSha(github, owner, repo) {
-  const runs = await github.rest.actions.listWorkflowRuns({
-    owner,
-    repo,
-    workflow_id: 'test-core.yml',
-    branch: 'main',
-    status: 'completed',
-    per_page: 30,
-  });
-  const hit = runs.data.workflow_runs.find((r) => r.conclusion === 'success');
-  return hit ? hit.head_sha : '';
-}
-
-async function evaluateReleasePreflight(github, owner, repo, options, core) {
-  const {
-    headSha,
-    isCiTrigger = false,
-    bump = 'patch',
-  } = options;
-
-  const reasons = [];
-  const out = {
-    ready: false,
-    reasons,
-    headSha: headSha || '',
-    lastTag: '',
-    targetAgents: '',
-    targetCode: '',
-    targetWrapper: '',
-  };
-
-  if (bump !== 'patch') {
-    reasons.push('only patch auto-release supported');
-    return out;
-  }
-
-  const referenceTime = options.now instanceof Date ? options.now : new Date();
-
-  if (await hasActiveReleaseRun(github, owner, repo, referenceTime, core)) {
-    reasons.push('PyPI Release already in progress or awaiting approval');
-    return out;
-  }
-
-  if (await hasSuccessfulReleaseWithinDays(github, owner, repo, referenceTime)) {
-    reasons.push(
-      `already released within last ${PATCH_RELEASE_INTERVAL_DAYS} days; `
-      + `max one patch release every ${PATCH_RELEASE_INTERVAL_DAYS} days`
-    );
-    return out;
-  }
-
-  let versions;
-  try {
-    versions = readVersionsFromTree();
-  } catch (err) {
-    reasons.push(err.message);
-    return out;
-  }
-  out.targetAgents = versions.targetAgents;
-  out.targetCode = versions.targetCode;
-  out.targetWrapper = versions.targetWrapper;
-
-  const agentsOnPypi = await pypiVersionExists('praisonaiagents', versions.targetAgents);
-  const codeOnPypi = await pypiVersionExists('praisonai-code', versions.targetCode);
-  const wrapperOnPypi = await pypiVersionExists('praisonai', versions.targetWrapper);
-  if (agentsOnPypi && codeOnPypi && wrapperOnPypi) {
-    reasons.push(
-      `already published: praisonaiagents==${versions.targetAgents}, `
-      + `praisonai-code==${versions.targetCode}, praisonai==${versions.targetWrapper}`
-    );
-    return out;
-  }
-
-  const { execSync } = require('child_process');
-  let lastTag = '';
-  try {
-    lastTag = execSync('git describe --tags --match "v*" --abbrev=0', { encoding: 'utf8' }).trim();
-  } catch {
-    reasons.push('no v* tag found');
-    return out;
-  }
-  out.lastTag = lastTag;
-
-  let changed = '';
-  try {
-    changed = execSync(
-      `git diff --name-only ${lastTag} HEAD -- ${PACKAGE_PATHS.join(' ')}`,
-      { encoding: 'utf8' }
-    ).trim();
-  } catch {
-    reasons.push('git diff failed');
-    return out;
-  }
-
-  if (!changed) {
-    reasons.push(`no changes in ${PACKAGE_PATHS.join(' or ')} since ${lastTag}`);
-    return out;
-  }
-
-  if (isCiTrigger) {
-    let mainSha = '';
-    try {
-      mainSha = execSync('git rev-parse origin/main', { encoding: 'utf8' }).trim();
-    } catch {
-      reasons.push('could not resolve origin/main');
-      return out;
-    }
-    if (headSha !== mainSha) {
-      reasons.push(`superseded: green SHA ${headSha.slice(0, 7)} != main ${mainSha.slice(0, 7)}`);
-      return out;
-    }
-    out.headSha = headSha;
-  } else {
-    const evalSha = execSync('git rev-parse HEAD', { encoding: 'utf8' }).trim();
-    out.headSha = evalSha;
-    const greenSha = await lastGreenCoreTestsSha(github, owner, repo);
-    if (greenSha !== evalSha) {
-      // Core Tests has path filters and honors [skip ci] (the release
-      // safety-net commit uses it), so the tip of main may legitimately have
-      // no Core Tests run of its own — e.g. a docs-only commit, or the
-      // "chore(release): … [skip ci]" commit right after a release. Accept a
-      // green ancestor when nothing under the released package paths changed
-      // after it; otherwise the cron path stalls until the next src/** push.
-      let greenAncestorOk = false;
-      if (greenSha && /^[0-9a-f]{40}$/.test(greenSha)) {
-        try {
-          execSync(`git merge-base --is-ancestor ${greenSha} ${evalSha}`);
-          const delta = execSync(
-            `git diff --name-only ${greenSha} ${evalSha} -- ${PACKAGE_PATHS.join(' ')}`,
-            { encoding: 'utf8' }
-          ).trim();
-          greenAncestorOk = delta === '';
-        } catch {
-          greenAncestorOk = false;
-        }
-      }
-      if (!greenAncestorOk) {
-        reasons.push(`CI not green on HEAD (last green: ${greenSha ? greenSha.slice(0, 7) : 'none'})`);
-        return out;
-      }
-      if (core) {
-        core.info(
-          `HEAD ${evalSha.slice(0, 7)} has no Core Tests run; accepting green ancestor `
-          + `${greenSha.slice(0, 7)} (no package-path changes since).`
-        );
-      }
-    }
-  }
-
-  out.ready = true;
-  out.reasons = ['ready'];
-  if (core) core.info(`Release preflight passed for ${out.headSha || headSha}`);
-  return out;
-}
-
-module.exports = {
-  bumpPatch,
-  readVersionsFromTree,
-  pypiVersionExists,
-  PATCH_RELEASE_INTERVAL_DAYS,
-  STALE_WAITING_HOURS,
-  releaseIntervalStart,
-  hasActiveReleaseRun,
-  hasSuccessfulReleaseWithinDays,
-  hasSuccessfulReleaseToday,
-  utcDayStart,
-  evaluateReleasePreflight,
-  ACTIVE_RELEASE_STATUSES,
-  PACKAGE_PATHS,
-};

.github/triage-context.md

@@ -1,3 +0,0 @@
-# GitHub Issue #1350: Add debug log on successful branch checkout
-
-The github_create_branch function in src/praisonai-agents/praisonaiagents/tools/github_tools.py should call logger.debug after a successful checkout.

.github/workflows/auto-issue-comment.yml

@@ -1,46 +1,26 @@
-name: Auto Issue Comment
+name: Auto Issue Comment with PR Creation
 
 on:
-  workflow_dispatch:
-#   issues:
-#     types: [opened]
+  issues:
+    types: [opened]
 
 jobs:
-  # Trigger Claude by adding the 'claude' label (only if not already labeled)
-  # Note: @claude in comments only works from human users (not bots)
-  # The claude.yml workflow listens for issues:labeled event with 'claude' label
-  trigger-claude:
-    # Skip if issue was already created with 'claude' label to avoid double-trigger
-    if: |
-      !contains(toJSON(github.event.issue.labels), 'claude')
+  add-comment:
     runs-on: ubuntu-latest
     permissions:
       issues: write
+      contents: write
+      pull-requests: write
+      actions: read
     steps:
-      - name: Add claude label to trigger analysis
+      - name: Add automated comment
         uses: actions/github-script@v7
         with:
           github-token: ${{ secrets.GH_TOKEN }}
           script: |
-            // Check if 'claude' label already exists on this issue
-            const labels = context.payload.issue.labels.map(l => l.name);
-            if (labels.includes('claude')) {
-              console.log('Issue already has claude label, skipping');
-              return;
-            }
-
-            // Add label to trigger claude.yml via issues:labeled event
-            await github.rest.issues.addLabels({
+            github.rest.issues.createComment({
               issue_number: context.issue.number,
               owner: context.repo.owner,
               repo: context.repo.repo,
-              labels: ['claude']
-            });
-
-            // Also post instructions as a comment for context
-            await github.rest.issues.createComment({
-              issue_number: context.issue.number,
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              body: '🤖 Auto-triaging with Claude. Analyzing issue and implementing a fix...\n\nClaude will:\n1. Route correctly: agent tools → PraisonAI-Tools; lifecycle plugins → PraisonAI-Plugins\n2. Search codebase for root cause\n3. Implement a minimal fix following AGENTS.md\n4. Create a PR with the changes'
-            });
+              body: '@claude review this issue and do a detailed analysis and fix this if the existing code doesn\'t have the solution implemented. Making sure it has backward compatibility, no existing features removed. After making those changes, again review the applied changes. Use @web to search if you dont know any information or to find the latest documentation or to find the latest version. Run the code if you think you need to run it to test it. Minimal code change to start with if required any changes. MAINLY IT SHOULD NOT IMPACT ON THE CURRENT SPEED OF EXECUTION of existing features, not increasing the overhead. **Please create a PR using gh tool with your changes**.'
+            })

.github/workflows/auto-pr-comment.yml

@@ -1,294 +1,23 @@
 name: Auto PR Comment
 
-# Review chain: CodeRabbit + Greptile (+ optional Qodo/Gemini) → Claude (FINAL)
-# Copilot disabled (REVIEW_CHAIN_SKIP_COPILOT=1) — re-enable copilot-* jobs to restore.
-# Fork PR jobs use pull_request_target so GH_TOKEN is available for comments.
-#
-# Claude trigger runs IN-BAND (same workflow) to avoid GitHub Actions
-# blocking bot-triggered workflows with action_required approval gates.
 on:
-  issue_comment:
-    types: [created]
-  pull_request_review:
-    types: [submitted]
   pull_request:
-    types: [opened, synchronize]
-  pull_request_target:
-    types: [opened, synchronize]
-  schedule:
-    - cron: '30 3,9,15,21 * * *'
-  workflow_dispatch:
-
-env:
-  REVIEW_CHAIN_SKIP_COPILOT: '1'
-  MAX_POLL_ATTEMPTS: 20
-  POLL_DELAY_MS: 30000
-  CLAUDE_TRIGGER_LOGINS: '["MervinPraison","github-actions[bot]"]'
+    types: [opened]
 
 jobs:
-  # ================================================================
-  # Claude FINAL after CodeRabbit / Greptile / optional Qodo / Gemini
-  # ================================================================
-  claude-after-prior-reviewers:
-    if: |
-      (github.event_name == 'issue_comment' &&
-       github.event.issue.pull_request &&
-       (
-         github.event.comment.user.login == 'coderabbitai[bot]' ||
-         github.event.comment.user.login == 'greptile-apps[bot]' ||
-         contains(github.event.comment.user.login, 'gemini-code-assist') ||
-         contains(github.event.comment.user.login, 'qodo-code-review')
-       )) ||
-      (github.event_name == 'pull_request_review' &&
-       contains(github.event.review.user.login, 'qodo-code-review'))
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write
-      pull-requests: read
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          persist-credentials: false
-
-      - name: Post Claude FINAL after prior reviewers
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pr-review-chain.js'));
-            const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
-            const ps = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pipeline-status.js'));
-            const prNumber =
-              context.payload.issue?.number ||
-              context.payload.pull_request?.number;
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const { data: pr } = await github.rest.pulls.get({
-              owner, repo, pull_number: prNumber,
-            });
-            const result = await chain.maybeTriggerClaudeFinal(
-              github, owner, repo, prNumber,
-              mergeGate.FINAL_CLAUDE_REVIEW_BODY, core,
-              { skipCopilot: true, optionalWaitMs: 0, prCreatedAt: pr.created_at }
-            );
-            if (result.posted) core.info(`Posted Claude FINAL on PR #${prNumber}`);
-            await ps.ensurePipelineLabels(github, owner, repo, core);
-            await ps.syncPipelineLabels(github, owner, repo, prNumber, core);
-
-  # ================================================================
-  # FALLBACK: Claude FINAL after PR open if reviewers are slow
-  # ================================================================
-  claude-fallback-timeout:
-    if: |
-      github.event_name == 'pull_request_target' &&
-      github.event.action == 'opened'
-    runs-on: ubuntu-latest
-    timeout-minutes: 45
-    permissions:
-      issues: write
-      pull-requests: read
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: Wait for prior reviewers (30 min)
-        run: sleep 1800
-
-      - name: Post Claude FINAL (skip Copilot)
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pr-review-chain.js'));
-            const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
-            const pr = context.payload.pull_request.number;
-            await chain.maybeTriggerClaudeFinal(
-              github, context.repo.owner, context.repo.repo, pr,
-              mergeGate.FINAL_CLAUDE_REVIEW_BODY, core,
-              { skipCopilot: true, optionalWaitMs: 0 }
-            );
-
-  # ================================================================
-  # Recovery: post FINAL @claude after push or when chain missed
-  # ================================================================
-  claude-review-recovery:
-    if: |
-      github.event_name == 'pull_request_target' &&
-      github.event.action == 'synchronize'
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write
-      pull-requests: read
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: Re-post FINAL Claude review when stale or missing
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
-            const chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pr-review-chain.js'));
-            const pr = context.payload.pull_request.number;
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-
-            const comments = await mergeGate.listAllComments(github, owner, repo, pr);
-            const headPushedAt = (await mergeGate.getHeadCommitDate(github, owner, repo, pr))
-              || context.payload.pull_request.updated_at;
-            const headPusher = context.payload.sender?.login || null;
-
-            const hasFinal = mergeGate.hasFinalClaudeReviewTrigger(comments);
-            const isStale = mergeGate.isStaleFinalAfterPush(comments, headPushedAt);
-
-            if (mergeGate.shouldSkipFinalRecovery(comments, headPushedAt)) {
-              core.info('Recent @claude within 35min and FINAL not stale — skip recovery');
-              return;
-            }
-
-            if (await mergeGate.hasInProgressClaudeAssistant(github, owner, repo, pr)) {
-              core.info('Claude workflow in progress — skip recovery');
-              return;
-            }
-
-            const finalBody = mergeGate.FINAL_CLAUDE_REVIEW_BODY;
-            const opts = { skipCopilot: true, optionalWaitMs: 0 };
-
-            if (hasFinal && isStale) {
-              const gate = mergeGate.shouldSkipStaleFinalRecovery(comments, headPushedAt, headPusher);
-              if (gate.skip) {
-                core.info(`Skip stale-FINAL recovery: ${gate.reason}`);
-                return;
-              }
-              const result = await chain.maybeTriggerClaudeFinal(
-                github, owner, repo, pr, finalBody, core, opts
-              );
-              if (result.posted) core.info(`Posted stale-FINAL recovery @claude on PR #${pr}`);
-              return;
-            }
-
-            if (hasFinal) {
-              core.info('FINAL Claude review current on HEAD — skip recovery');
-              return;
-            }
-
-            const result = await chain.maybeTriggerClaudeFinal(
-              github, owner, repo, pr, finalBody, core, opts
-            );
-            if (result.posted) core.info(`Posted missing FINAL Claude review on PR #${pr}`);
-
-      - name: Sync pipeline status labels
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const ps = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pipeline-status.js'));
-            const pr = context.payload.pull_request.number;
-            await ps.ensurePipelineLabels(github, context.repo.owner, context.repo.repo, core);
-            await ps.syncPipelineLabels(github, context.repo.owner, context.repo.repo, pr, core);
-
-  # Scheduled + manual: post missing or stale FINAL @claude on all open PRs (incl. forks)
-  post-missing-claude-final:
-    if: github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write
-      pull-requests: read
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: Post missing/stale FINAL @claude on open PRs
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
-            const chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pr-review-chain.js'));
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const prs = await github.paginate(github.rest.pulls.list, {
-              owner, repo, state: 'open', per_page: 100,
-            });
-            let posted = 0;
-            for (const pr of prs) {
-              if (pr.draft) continue;
-              const comments = await mergeGate.listAllComments(github, owner, repo, pr.number);
-              const headPushedAt = (await mergeGate.getHeadCommitDate(github, owner, repo, pr.number)) || pr.updated_at;
-              const hasFinal = mergeGate.hasFinalClaudeReviewTrigger(comments);
-              const isStale = mergeGate.isStaleFinalAfterPush(comments, headPushedAt);
-
-              if (hasFinal && !isStale) continue;
-              if (mergeGate.hasRecentClaudeTrigger(comments, 10)) {
-                core.info(`PR #${pr.number}: @claude within 10min — skip`);
-                continue;
-              }
-              if (await mergeGate.hasInProgressClaudeAssistant(github, owner, repo, pr.number)) {
-                core.info(`PR #${pr.number}: Claude in progress — skip`);
-                continue;
-              }
-              if (hasFinal && isStale) {
-                const gate = mergeGate.shouldSkipStaleFinalRecovery(comments, headPushedAt);
-                if (gate.skip) {
-                  core.info(`PR #${pr.number}: skip stale — ${gate.reason}`);
-                  continue;
-                }
-              }
-
-              const result = await chain.maybeTriggerClaudeFinal(
-                github, owner, repo, pr.number,
-                mergeGate.FINAL_CLAUDE_REVIEW_BODY, core,
-                { skipCopilot: true, optionalWaitMs: 0 }
-              );
-              if (result.posted) {
-                posted++;
-                core.info(`Posted Claude FINAL on PR #${pr.number}`);
-              }
-              if (posted >= 10) break;
-            }
-            core.info(`Missing/stale Claude FINAL sweep complete (${posted} posted)`);
-
-  # ================================================================
-  # BOT PRs: kick CodeRabbit + Qodo (Greptile may follow on its own)
-  # ================================================================
-  bot-pr-trigger-reviews:
-    if: |
-      github.event_name == 'pull_request' &&
-      github.event.action == 'opened' &&
-      (
-        github.event.pull_request.user.login == 'github-actions[bot]' ||
-        github.event.pull_request.user.login == 'praisonai-triage-agent[bot]' ||
-        github.event.pull_request.user.type == 'Bot'
-      )
+  add-comment:
     runs-on: ubuntu-latest
     permissions:
       pull-requests: write
-      issues: write
     steps:
-      - uses: actions/checkout@v4
-        with:
-          persist-credentials: false
-
-      - name: Trigger CodeRabbit and Qodo reviews
+      - name: Add automated comment
         uses: actions/github-script@v7
         with:
           github-token: ${{ secrets.GH_TOKEN }}
           script: |
-            const path = require('path');
-            const chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/bot-pr-review-chain.js'));
-            const pr = context.payload.pull_request.number;
-            await chain.kickReviewChain(github, context.repo.owner, context.repo.repo, pr, core);
-
-      - name: Sync pipeline status labels
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const ps = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pipeline-status.js'));
-            const pr = context.payload.pull_request.number;
-            await ps.ensurePipelineLabels(github, context.repo.owner, context.repo.repo, core);
-            await ps.syncPipelineLabels(github, context.repo.owner, context.repo.repo, pr, core);
+            github.rest.issues.createComment({
+              issue_number: context.issue.number,
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              body: '@claude review this pull request and do a detailed analysis and fix this if the existing code doesn\'t have the solution implemented. Making sure it has backward compatibility, no existing features removed. After making those changes, again review the applied changes. Use @web to search if you dont know any information or to find the latest documentation or to find the latest version. Run the code if you think you need to run it to test it. Minimal code change to start with if required any changes. MAINLY IT SHOULD NOT IMPACT ON THE CURRENT SPEED OF EXECUTION of existing features, not increasing the overhead.'
+            }) 

.github/workflows/benchmark.yml

@@ -20,8 +20,6 @@ jobs:
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4
-        with:
-          persist-credentials: false
 
       - name: Set up Python 3.12
         uses: actions/setup-python@v5
@@ -37,8 +35,6 @@ jobs:
 
       - name: Run Import Time Benchmark
         id: import_time
-        env:
-          FAIL_ON_REGRESSION: ${{ inputs.fail_on_regression }}
         run: |
           cd src/praisonai-agents
           python benchmarks/import_time.py 2>&1 | tee import_time_output.txt
@@ -50,7 +46,7 @@ jobs:
           # Check threshold (200ms)
           if (( $(echo "$IMPORT_TIME > 200" | bc -l) )); then
             echo "::warning::Import time ${IMPORT_TIME}ms exceeds 200ms threshold"
-            if [ "$FAIL_ON_REGRESSION" == "true" ]; then
+            if [ "${{ inputs.fail_on_regression }}" == "true" ]; then
               echo "import_passed=false" >> $GITHUB_OUTPUT
             fi
           else
@@ -59,8 +55,6 @@ jobs:
 
       - name: Run Memory Usage Benchmark
         id: memory
-        env:
-          FAIL_ON_REGRESSION: ${{ inputs.fail_on_regression }}
         run: |
           cd src/praisonai-agents
           python benchmarks/memory_usage.py 2>&1 | tee memory_output.txt
@@ -72,7 +66,7 @@ jobs:
           # Check threshold (30MB)
           if (( $(echo "$PEAK_MEMORY > 30" | bc -l) )); then
             echo "::warning::Memory usage ${PEAK_MEMORY}MB exceeds 30MB threshold"
-            if [ "$FAIL_ON_REGRESSION" == "true" ]; then
+            if [ "${{ inputs.fail_on_regression }}" == "true" ]; then
               echo "memory_passed=false" >> $GITHUB_OUTPUT
             fi
           else
@@ -101,11 +95,9 @@ jobs:
 
       - name: Run Parameter Impact Benchmark
         id: param_impact
-        env:
-          INPUT_ITERATIONS: ${{ inputs.iterations }}
         run: |
           cd src/praisonai-agents
-          python benchmarks/param_impact_benchmark.py --no-save --iterations "$INPUT_ITERATIONS" 2>&1 | tee param_impact_output.txt
+          python benchmarks/param_impact_benchmark.py --no-save --iterations ${{ inputs.iterations }} 2>&1 | tee param_impact_output.txt
 
       - name: Check Lazy Imports
         id: lazy_imports

.github/workflows/bot-pr-recovery.yml

@@ -1,43 +0,0 @@
-name: Bot PR Recovery
-
-# Belt-and-braces: kick CodeRabbit/Qodo when pull_request:opened never fired for bot PRs.
-
-on:
-  schedule:
-    - cron: '*/15 * * * *'
-  workflow_dispatch:
-    inputs:
-      pr_number:
-        description: 'Specific PR number to kick (optional)'
-        required: false
-        type: string
-
-permissions:
-  pull-requests: write
-  issues: write
-
-jobs:
-  recover:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          persist-credentials: false
-
-      - name: Find and kick stalled bot PRs
-        uses: actions/github-script@v7
-        env:
-          PR_NUMBER_INPUT: ${{ github.event.inputs.pr_number }}
-        with:
-          github-token: ${{ secrets.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/bot-pr-review-chain.js'));
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const manual = (process.env.PR_NUMBER_INPUT || '').trim();
-            const prNumber = manual ? parseInt(manual, 10) : null;
-            if (manual && Number.isNaN(prNumber)) {
-              throw new Error(`Invalid pr_number: ${manual}`);
-            }
-            await chain.recoverStalledBotPrs(github, owner, repo, { prNumber }, core);

.github/workflows/build-image.yml

@@ -18,8 +18,6 @@ jobs:
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4
-        with:
-          persist-credentials: false
 
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3

.github/workflows/ci-failure-claude.yml

@@ -1,102 +0,0 @@
-name: Auto CI Failure → Claude
-
-# Detects internal PRs with failing CI and posts @claude with extracted failure details.
-
-on:
-  workflow_run:
-    workflows: [Core Tests, Optimized Test Suite]
-    types: [completed]
-  pull_request:
-    types: [opened, synchronize, reopened]
-  workflow_dispatch:
-    inputs:
-      pr_number:
-        description: 'Optional PR number to process (default: scan blocked PRs)'
-        required: false
-        type: string
-  schedule:
-    - cron: '15 */6 * * *'
-
-concurrency:
-  group: ci-failure-scan-${{ github.repository }}-${{ github.event.pull_request.number || github.event.workflow_run.id || github.run_id }}
-  cancel-in-progress: true
-
-env:
-  # PAT posts as MervinPraison so issue_comment triggers claude.yml (GITHUB_TOKEN cannot chain workflows)
-  GH_TOKEN: ${{ secrets.GH_TOKEN || github.token }}
-
-permissions:
-  pull-requests: read
-  issues: write
-  actions: read
-
-jobs:
-  detect-and-trigger:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          persist-credentials: false
-
-      - name: Detect CI failures and trigger Claude
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ env.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const ciFix = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/ci-failure-claude.js'));
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const baseRepo = `${owner}/${repo}`;
-
-            async function processPR(prNumber) {
-              return ciFix.maybeTriggerCiFixClaude(github, owner, repo, prNumber, core);
-            }
-
-            let results = [];
-
-            if (context.eventName === 'workflow_run') {
-              const wr = context.payload.workflow_run;
-              const result = await ciFix.processWorkflowRunFailure(
-                github, owner, repo, wr, core
-              );
-              results.push({ event: 'workflow_run', workflow: wr.name, ...result });
-            } else if (context.eventName === 'pull_request') {
-              results.push({
-                pr: context.payload.pull_request.number,
-                ...(await processPR(context.payload.pull_request.number)),
-              });
-            } else {
-              let prNumbers = [];
-              if (context.eventName === 'workflow_dispatch' && context.payload.inputs?.pr_number) {
-                prNumbers = [Number(context.payload.inputs.pr_number)];
-              } else {
-                const prs = await github.paginate(github.rest.pulls.list, {
-                  owner,
-                  repo,
-                  state: 'open',
-                  per_page: 100,
-                });
-                for (const pr of prs) {
-                  if (pr.draft) continue;
-                  const headRepo = pr.head?.repo?.full_name;
-                  if (headRepo && headRepo !== baseRepo) continue;
-                  const { data: issue } = await github.rest.issues.get({
-                    owner,
-                    repo,
-                    issue_number: pr.number,
-                  });
-                  const labels = issue.labels.map((l) => l.name);
-                  if (labels.includes('pipeline/blocked:ci') || labels.includes(ciFix.CI_FIX_LABEL)) {
-                    prNumbers.push(pr.number);
-                  }
-                }
-              }
-
-              for (const num of prNumbers) {
-                results.push({ pr: num, ...(await processPR(num)) });
-              }
-            }
-
-            core.summary.addRaw('```json\n' + JSON.stringify(results, null, 2) + '\n```');
-            await core.summary.write();

.github/workflows/claude-issue-triage.yml

@@ -2,9 +2,8 @@ name: Claude Issue Triage
 description: "Automatically triage GitHub issues using Claude Code"
 
 on:
-  workflow_dispatch:
-#   issues:
-#     types: [opened]
+  issues:
+    types: [opened]
 
 jobs:
   triage-issue:
@@ -13,23 +12,12 @@ jobs:
     permissions:
       contents: read
       issues: write
-      id-token: write
     steps:
-      - name: Generate GitHub App Token
-        id: app-token
-        uses: actions/create-github-app-token@v1
-        with:
-          app-id: ${{ secrets.CLAUDE_APP_ID }}
-          private-key: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          owner: ${{ github.repository_owner }}
-
       - name: Checkout repository
         uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683  # v4
-        with:
-          token: ${{ steps.app-token.outputs.token }}
 
       - name: Run Claude Issue Triage
         uses: ./.github/actions/claude-issue-triage-action
         with:
-          claude_code_oauth_token: ${{ secrets.CLAUDE_CODE_OAUTH_TOKEN }}
-          github_token: ${{ steps.app-token.outputs.token }} 
+          anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
+          github_token: ${{ secrets.GITHUB_TOKEN }} 

.github/workflows/claude-merge-gate.yml

@@ -1,532 +0,0 @@
-name: Claude PR Merge Gate
-
-# Read-only Claude assesses merge readiness; GH_TOKEN merges (no @claude, no gh pr review).
-# Does not overlap with merge-conflict-claude.yml or auto-pr-comment @claude chains.
-
-on:
-  schedule:
-    # Scan for merge-ready PRs every 10 minutes (assess runs only when candidates exist).
-    - cron: '*/10 * * * *'
-  workflow_dispatch:
-    inputs:
-      pr_number:
-        description: 'Optional PR number (scan all open internal PRs if empty)'
-        required: false
-        type: string
-      merge_method:
-        description: 'Merge method'
-        required: false
-        type: choice
-        default: merge
-        options:
-          - merge
-          - squash
-          - rebase
-  workflow_run:
-    workflows:
-      - Claude Assistant
-      - Core Tests
-    types:
-      - completed
-  repository_dispatch:
-    types:
-      - claude-merge-gate
-
-concurrency:
-  group: claude-merge-gate-${{ github.repository }}-${{ github.event.inputs.pr_number || github.event.client_payload.pr_number || github.event.workflow_run.id || 'scan' }}
-  cancel-in-progress: false
-
-env:
-  GH_TOKEN: ${{ secrets.GH_TOKEN || github.token }}
-  MAX_CANDIDATES: 3
-  DISPATCH_PR_NUMBER: ${{ github.event.inputs.pr_number || github.event.client_payload.pr_number || '' }}
-
-permissions:
-  contents: read
-  pull-requests: read
-  issues: read
-  actions: read
-
-jobs:
-  auto-dispatch:
-    if: github.event_name == 'workflow_run'
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-      pull-requests: read
-      issues: read
-      actions: write
-      id-token: write
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: Generate GitHub App token
-        id: app-token
-        uses: actions/create-github-app-token@v1
-        with:
-          app-id: ${{ secrets.CLAUDE_APP_ID }}
-          private-key: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          owner: ${{ github.repository_owner }}
-
-      - name: Dispatch merge gate when PR pipeline is ready
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ steps.app-token.outputs.token }}
-          script: |
-            const path = require('path');
-            const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
-            const wr = context.payload.workflow_run;
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-
-            if (wr.conclusion !== 'success') {
-              core.info(`Skip dispatch: ${wr.name} conclusion=${wr.conclusion}`);
-              return;
-            }
-            const allowed = ['Claude Assistant', 'Core Tests'];
-            if (!allowed.includes(wr.name)) {
-              core.info(`Skip dispatch: workflow ${wr.name}`);
-              return;
-            }
-
-            const prNumber = await mergeGate.resolvePrNumberFromWorkflowRun(github, owner, repo, wr);
-            if (!prNumber) {
-              core.info('Skip dispatch: could not resolve PR from workflow run');
-              return;
-            }
-
-            const fromClaude = wr.name === 'Claude Assistant';
-            const check = await mergeGate.evaluatePipelineQuiescent(
-              github, owner, repo, prNumber, core, {
-                skipGlobalClaudeRunCheck: fromClaude,
-                skipRecentClaudeCooldown: fromClaude,
-              }
-            );
-            if (!check.ready) {
-              core.info(`PR #${prNumber} not ready: ${check.reasons.join(', ')}`);
-              return;
-            }
-
-            await github.rest.repos.createDispatchEvent({
-              owner,
-              repo,
-              event_type: 'claude-merge-gate',
-              client_payload: { pr_number: prNumber },
-            });
-            core.info(`Dispatched merge gate for PR #${prNumber} after ${wr.name}`);
-
-  scan-candidates:
-    if: github.event_name != 'workflow_run'
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-      pull-requests: read
-      issues: write
-      actions: read
-      id-token: write
-    outputs:
-      matrix: ${{ steps.scan.outputs.matrix }}
-      has_candidates: ${{ steps.scan.outputs.has_candidates }}
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: Generate GitHub App token
-        id: app-token
-        uses: actions/create-github-app-token@v1
-        with:
-          app-id: ${{ secrets.CLAUDE_APP_ID }}
-          private-key: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          owner: ${{ github.repository_owner }}
-
-      - name: Scan open PRs for merge gate eligibility
-        id: scan
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ steps.app-token.outputs.token }}
-          script: |
-            const path = require('path');
-            const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
-            const ps = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pipeline-status.js'));
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const maxCandidates = parseInt(process.env.MAX_CANDIDATES || '5', 10);
-            const inputPr = String(process.env.DISPATCH_PR_NUMBER || '').trim();
-
-            const candidates = [];
-            const skipped = [];
-
-            if (inputPr) {
-              const n = parseInt(inputPr, 10);
-              if (Number.isNaN(n)) {
-                throw new Error(`Invalid pr_number input: ${inputPr}`);
-              }
-              const result = await mergeGate.evaluatePipelineQuiescent(github, owner, repo, n, core);
-              if (result.ready) {
-                candidates.push({ pr_number: n, head_sha: result.headSha });
-              } else {
-                skipped.push({ pr: n, reasons: result.reasons });
-              }
-            } else {
-              const prNumbers = await mergeGate.listPrNumbersForMergeGateScan(
-                github, owner, repo, core
-              );
-              const selected = await mergeGate.selectMergeGateCandidates(
-                github, owner, repo, prNumbers, maxCandidates, core
-              );
-              candidates.push(...selected.candidates);
-              skipped.push(...selected.skipped);
-            }
-
-            core.info('Skipped: ' + JSON.stringify(skipped));
-            core.setOutput('matrix', JSON.stringify({ include: candidates }));
-            core.setOutput('has_candidates', candidates.length > 0 ? 'true' : 'false');
-
-            core.summary.addRaw('## Merge gate scan\n');
-            core.summary.addRaw(`Candidates: ${candidates.length}\n`);
-            core.summary.addRaw('```json\n' + JSON.stringify({ candidates, skipped }, null, 2) + '\n```');
-            await core.summary.write();
-
-            if (inputPr && skipped.length === 1 && skipped[0].pr === parseInt(inputPr, 10)) {
-              const reasons = skipped[0].reasons;
-              const body = [
-                '**Merge gate scan** — not eligible for auto-merge.',
-                '',
-                ...reasons.map((r) => `- \`${r}\``),
-                '',
-                '**Actions:** wait for CI and the Claude review chain, or add label `needs-manual-review` and merge manually.',
-                '**Opt out:** label `no-auto-merge`.',
-              ].join('\n');
-              await github.rest.issues.createComment({
-                owner, repo, issue_number: skipped[0].pr, body,
-              });
-            } else if (inputPr && candidates.length === 1) {
-              await github.rest.issues.createComment({
-                owner, repo, issue_number: candidates[0].pr_number,
-                body: '**Merge gate scan** — eligible for assessment. Claude merge gate will assess and may auto-merge if `MERGE_GATE_VERDICT: APPROVE`.',
-              });
-            }
-
-            await ps.syncOpenPullRequests(github, owner, repo, { maxPrs: 10 }, core);
-
-  claude-assess:
-    needs: scan-candidates
-    if: needs.scan-candidates.outputs.has_candidates == 'true'
-    runs-on: ubuntu-latest
-    timeout-minutes: 20
-    strategy:
-      fail-fast: false
-      matrix: ${{ fromJson(needs.scan-candidates.outputs.matrix) }}
-    permissions:
-      contents: read
-      pull-requests: read
-      issues: write
-      actions: read
-      id-token: write
-    steps:
-      - name: Generate GitHub App Token
-        id: app-token
-        uses: actions/create-github-app-token@v1
-        with:
-          app-id: ${{ secrets.CLAUDE_APP_ID }}
-          private-key: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          owner: ${{ github.repository_owner }}
-
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          token: ${{ steps.app-token.outputs.token }}
-
-      - name: Mark merge gate active
-        id: mark_active
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ steps.app-token.outputs.token }}
-          script: |
-            core.setOutput('started_at', new Date().toISOString());
-            await github.rest.issues.addLabels({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              issue_number: ${{ matrix.pr_number }},
-              labels: ['claude-merge-gate-active'],
-            });
-
-      - name: Stash merge gate helpers
-        run: cp .github/scripts/merge-gate.js /tmp/merge-gate.js
-
-      - name: Fetch PR branch
-        env:
-          PR_NUMBER: ${{ matrix.pr_number }}
-        run: |
-          git fetch origin "pull/${PR_NUMBER}/head:pr-${PR_NUMBER}"
-          git checkout "pr-${PR_NUMBER}"
-
-      - name: Claude merge gate assessment (read-only)
-        id: assess
-        uses: ./.github/actions/claude-code-action
-        env:
-          GH_TOKEN: ${{ steps.app-token.outputs.token }}
-          CLAUDE_CODE_SUBAGENT_MODEL: inherit
-          ANTHROPIC_DEFAULT_SONNET_MODEL: claude-sonnet-4-6
-        with:
-          claude_code_oauth_token: ${{ secrets.CLAUDE_CODE_OAUTH_TOKEN }}
-          github_token: ${{ steps.app-token.outputs.token }}
-          model: claude-opus-4-8
-          trigger_phrase: '@claude-merge-gate-internal'
-          direct_prompt: |
-            You are the MERGE GATE reviewer for PraisonAI PR #${{ matrix.pr_number }}.
-            READ-ONLY: do not modify code, commit, push, rebase, or create branches.
-
-            CRITICAL OUTPUT RULE:
-            Post exactly one PR comment via GitHub MCP containing either:
-            MERGE_GATE_VERDICT: APPROVE
-            or
-            MERGE_GATE_VERDICT: BLOCK
-            followed by a short rationale on the next lines.
-
-            NEVER include @claude in any comment. NEVER mention merge conflict resolution.
-
-            Review checklist:
-            1. Read AGENTS.md and the PR diff on the current branch.
-            2. Read all PR comments and reviews (FINAL architecture reviewer / Lead Engineer must have run).
-            3. Confirm SDK value gate: change strengthens praisonaiagents (no scope creep). The aim is a LIGHTWEIGHT AND POWERFUL package — BLOCK changes that add params/modules/exports duplicating existing Agent capabilities (instructions/backstory/tools/hooks/memory), or add knobs/fields with no live consumer, i.e. scope creep for the sake of it.
-            4. Repo routing: BLOCK if agent-callable tools (→ PraisonAI-Tools), lifecycle plugins (→ PraisonAI-Plugins), or optional sandbox backends (→ PraisonAI-Plugins via `praisonai.sandbox`) were added to praisonaiagents/ instead of the external repo.
-            5. Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.
-            6. If agent.py adds >100 lines or new Agent __init__ params, respond MERGE_GATE_VERDICT: BLOCK (manual review required).
-            7. BLOCK if labels security/breaking-change/needs-manual-review/release, sensitive paths (.github/workflows, auth, pyproject.toml), secrets in diff, PR >800 lines or >30 files, or SDK changes without tests. Label `merge-gate-ci-only` exempts CI-only changes under `.github/workflows/`, `.github/actions/`, or merge-gate scripts.
-            8. Confirm no CHANGES_REQUESTED reviews and CI green on HEAD ${{ matrix.head_sha }}.
-            9. If ready to merge: MERGE_GATE_VERDICT: APPROVE. Otherwise: MERGE_GATE_VERDICT: BLOCK with reasons.
-
-            Do not approve or merge via GitHub UI/API — only post the verdict comment.
-          disallowed_tools: |
-            Bash
-            Edit
-            Write
-            Replace
-          allowed_tools: |
-            View
-            GlobTool
-            GrepTool
-            Read
-          timeout_minutes: 15
-
-      - name: Post fallback BLOCK if Opus did not comment
-        id: fallback_verdict
-        if: steps.assess.outcome != 'success'
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ steps.app-token.outputs.token }}
-          script: |
-            const mergeGate = require('/tmp/merge-gate.js');
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const prNumber = ${{ matrix.pr_number }};
-
-            const ctx = await mergeGate.loadPrContext(github, owner, repo, prNumber);
-            const minCreatedAt = new Date(Date.now() - 25 * 60 * 1000).toISOString();
-            const existing = mergeGate.findMergeGateVerdict(
-              ctx.comments, minCreatedAt, ctx.headPushedAt, { excludeAutomatedFallback: true }
-            );
-            if (existing) {
-              core.info(`Opus verdict already posted: ${existing}`);
-              return;
-            }
-
-            const check = await mergeGate.evaluatePipelineQuiescent(
-              github, owner, repo, prNumber, core, { forMergeStep: true }
-            );
-            const lines = [
-              'MERGE_GATE_VERDICT: BLOCK',
-              '',
-              'Automated fallback — Opus merge gate assessment did not complete.',
-            ];
-            if (check.ready) {
-              lines.push('Deterministic gates passed, but Opus MERGE_GATE_VERDICT is required before merge.');
-            } else {
-              lines.push('Blockers:', ...check.reasons.map((r) => `- ${r}`));
-            }
-            await github.rest.issues.createComment({
-              owner, repo, issue_number: prNumber,
-              body: lines.join('\n'),
-            });
-            core.info('Posted fallback BLOCK — Opus verdict required');
-
-      - name: Require Opus MERGE_GATE_VERDICT
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ steps.app-token.outputs.token }}
-          script: |
-            const mergeGate = require('/tmp/merge-gate.js');
-            const comments = await mergeGate.listAllComments(
-              github, context.repo.owner, context.repo.repo, ${{ matrix.pr_number }}
-            );
-            const ctx = await mergeGate.loadPrContext(
-              github, context.repo.owner, context.repo.repo, ${{ matrix.pr_number }}
-            );
-            const minCreatedAt = new Date(Date.now() - 25 * 60 * 1000).toISOString();
-            const verdict = mergeGate.findMergeGateVerdict(
-              comments, minCreatedAt, ctx.headPushedAt, { excludeAutomatedFallback: true }
-            );
-            if (!verdict) {
-              core.setFailed(
-                'Opus merge gate assessment must post MERGE_GATE_VERDICT on this PR (automated fallback APPROVE is not accepted).'
-              );
-              return;
-            }
-            core.info(`Opus merge gate verdict: ${verdict}`);
-            core.setOutput('verdict', verdict);
-
-      - name: Remove merge gate active label
-        if: always()
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ steps.app-token.outputs.token }}
-          script: |
-            const prNumber = ${{ matrix.pr_number }};
-            try {
-              await github.rest.issues.removeLabel({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                issue_number: prNumber,
-                name: 'claude-merge-gate-active',
-              });
-              core.info(`Removed claude-merge-gate-active from PR #${prNumber}`);
-            } catch (e) {
-              core.info(`Label claude-merge-gate-active already removed or missing on PR #${prNumber}`);
-            }
-
-      - name: Fail job if assessment failed
-        if: steps.assess.outcome == 'failure'
-        run: exit 1
-
-  merge-only:
-    needs: [scan-candidates, claude-assess]
-    if: |
-      always() &&
-      needs.scan-candidates.outputs.has_candidates == 'true' &&
-      needs.claude-assess.result == 'success'
-    runs-on: ubuntu-latest
-    strategy:
-      fail-fast: false
-      matrix: ${{ fromJson(needs.scan-candidates.outputs.matrix) }}
-    permissions:
-      contents: write
-      pull-requests: write
-      issues: write
-      actions: read
-      id-token: write
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: Generate GitHub App token
-        id: app-token
-        uses: actions/create-github-app-token@v1
-        with:
-          app-id: ${{ secrets.CLAUDE_APP_ID }}
-          private-key: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          owner: ${{ github.repository_owner }}
-
-      - name: Re-check gates and merge
-        uses: actions/github-script@v7
-        env:
-          MERGE_METHOD: ${{ github.event.inputs.merge_method || 'merge' }}
-          SCAN_HEAD_SHA: ${{ matrix.head_sha }}
-        with:
-          github-token: ${{ steps.app-token.outputs.token }}
-          script: |
-            const path = require('path');
-            const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const prNumber = ${{ matrix.pr_number }};
-            const scanHeadSha = process.env.SCAN_HEAD_SHA;
-
-            const removeLabels = async () => {
-              try {
-                await github.rest.issues.removeLabel({
-                  owner, repo, issue_number: prNumber, name: 'claude-merge-gate-active',
-                });
-              } catch (e) {
-                core.info('Label claude-merge-gate-active already removed or missing');
-              }
-            };
-
-            try {
-              const ctx = await mergeGate.loadPrContext(github, owner, repo, prNumber);
-              const comments = ctx.comments;
-              const verdictMin = new Date(Date.now() - 25 * 60 * 1000).toISOString();
-              const verdict = mergeGate.findMergeGateVerdict(
-                comments, verdictMin, ctx.headPushedAt, { excludeAutomatedFallback: true }
-              );
-              if (verdict !== 'APPROVE') {
-                core.info(`Skip merge: verdict=${verdict || 'NONE'}`);
-                await removeLabels();
-                return;
-              }
-
-              const check = await mergeGate.evaluatePipelineQuiescent(
-                github, owner, repo, prNumber, core, { forMergeStep: true }
-              );
-              if (!check.ready) {
-                core.info(`Skip merge: ${check.reasons.join(', ')}`);
-                await removeLabels();
-                return;
-              }
-
-              if (check.headSha !== scanHeadSha) {
-                core.info(`Skip merge: HEAD moved ${scanHeadSha.slice(0, 7)} → ${check.headSha.slice(0, 7)}`);
-                await removeLabels();
-                return;
-              }
-
-              const method = process.env.MERGE_METHOD || 'merge';
-              const sleep = (ms) => new Promise((r) => setTimeout(r, ms));
-              let merged = false;
-              for (let attempt = 1; attempt <= 3; attempt++) {
-                try {
-                  await github.rest.pulls.merge({
-                    owner, repo, pull_number: prNumber, merge_method: method,
-                  });
-                  merged = true;
-                  break;
-                } catch (e) {
-                  const msg = (e.message || '').toLowerCase();
-                  if (attempt < 3 && msg.includes('base branch was modified')) {
-                    core.info(`Merge attempt ${attempt} failed (base moved), retrying in 8s...`);
-                    await sleep(8000);
-                    const recheck = await mergeGate.evaluatePipelineQuiescent(
-                      github, owner, repo, prNumber, core, { forMergeStep: true }
-                    );
-                    if (!recheck.ready) {
-                      core.info(`Skip merge retry: ${recheck.reasons.join(', ')}`);
-                      await removeLabels();
-                      return;
-                    }
-                    continue;
-                  }
-                  throw e;
-                }
-              }
-              if (!merged) {
-                core.info('Skip merge: exhausted retries');
-                await removeLabels();
-                return;
-              }
-
-              await github.rest.issues.addLabels({
-                owner, repo, issue_number: prNumber, labels: ['auto-merged-by-gate'],
-              });
-
-              await github.rest.issues.createComment({
-                owner, repo, issue_number: prNumber,
-                body: [
-                  'Merged by **Claude PR merge gate** (`claude-merge-gate.yml`).',
-                  `Verdict: MERGE_GATE_VERDICT: APPROVE`,
-                  `SHA: \`${check.headSha.slice(0, 7)}\``,
-                  `Method: ${method}`,
-                ].join('\n'),
-              });
-
-              core.info(`Merged PR #${prNumber}`);
-            } finally {
-              await removeLabels();
-            }

.github/workflows/claude.yml

@@ -6,344 +6,35 @@ on:
   pull_request_review_comment:
     types: [created]
   issues:
-    types: [assigned, labeled, opened]
+    types: [opened, assigned, labeled]
   pull_request_review:
     types: [submitted]
 
 jobs:
-  # ================================================================
-  # Job 1: Lightweight triage for ALL new issues (including external users)
-  # Posts welcome comment + adds triage labels. No Claude code execution.
-  # ================================================================
-  issue-triage:
-    if: |
-      github.event_name == 'issues' &&
-      github.event.action == 'opened' &&
-      !contains(toJSON(github.event.issue.labels), 'claude')
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write
-      contents: read
-    steps:
-      - name: Generate GitHub App Token
-        id: app-token
-        uses: actions/create-github-app-token@v1
-        with:
-          app-id: ${{ secrets.CLAUDE_APP_ID }}
-          private-key: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          owner: ${{ github.repository_owner }}
-
-      - name: Triage and acknowledge issue
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ steps.app-token.outputs.token }}
-          script: |
-            const issue = context.payload.issue;
-            const title = (issue.title || '').toLowerCase();
-            const body = (issue.body || '').toLowerCase();
-            const content = title + ' ' + body;
-            const isOwner = ['OWNER', 'MEMBER', 'COLLABORATOR'].includes(
-              issue.author_association
-            );
-
-            // --- Label triage ---
-            const labels = [];
-
-            // Kind labels (bug before "how to" — bug reports often include "## How to fix")
-            if (content.includes('feature request') || content.includes('[feature')) {
-              labels.push('enhancement');
-            } else if (!title.includes('[question]') && (content.includes('bug') || content.includes('error') || content.includes('crash') || content.includes('traceback'))) {
-              labels.push('bug');
-            } else if (title.includes('[question]') || content.includes('how do i') || (content.includes('how to') && !content.includes('how to fix'))) {
-              labels.push('question');
-            } else if (content.includes('question')) {
-              labels.push('question');
-            }
-
-            // Area labels
-            if (content.includes('security') || content.includes('cve') || content.includes('vulnerability')) {
-              labels.push('security');
-            }
-            if (content.includes('performance') || content.includes('slow') || content.includes('memory leak')) {
-              labels.push('performance');
-            }
-            if (content.includes('documentation') || content.includes('docs')) {
-              labels.push('documentation');
-            }
-            if (content.includes('typescript') || content.includes('javascript') || content.includes('npm')) {
-              labels.push('javascript');
-            }
-
-            // Apply labels
-            if (labels.length > 0) {
-              await github.rest.issues.addLabels({
-                issue_number: issue.number,
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                labels
-              });
-            }
-
-            // --- Acknowledgment comment (external users only) ---
-            if (!isOwner) {
-              await github.rest.issues.createComment({
-                issue_number: issue.number,
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                body: [
-                  `👋 Thanks for opening this issue, @${issue.user.login}!`,
-                  '',
-                  'A maintainer will review this shortly. In the meantime:',
-                  '- Make sure you\'ve included steps to reproduce (for bugs)',
-                  '- Check [existing issues](https://github.com/MervinPraison/PraisonAI/issues) for duplicates',
-                  '- Review the [documentation](https://docs.praison.ai) for related guides',
-                  '',
-                  '_Bug and enhancement reports are auto-triaged with Claude. Questions and other issues: a maintainer can comment `@claude` to trigger analysis._',
-                  '',
-                  '**Routing:** Agent-callable tools → [PraisonAI-Tools](https://github.com/MervinPraison/PraisonAI-Tools); lifecycle plugins (tracing/hooks/guardrails) → [PraisonAI-Plugins](https://github.com/MervinPraison/PraisonAI-Plugins).'
-                ].join('\n')
-              });
-            }
-
-            // --- Auto-trigger Claude for owner issues and actionable external bug/enhancement reports ---
-            const titleLower = (issue.title || '').toLowerCase();
-            const hasActionableTitle = /^(\[[^\]]+\]|bug:|fix[:(]|feat:|ux:|enhancement:)/i.test(titleLower);
-            const autoClaude = isOwner || (hasActionableTitle && (
-              labels.includes('bug') ||
-              (labels.includes('enhancement') && !labels.includes('question'))
-            ));
-            if (autoClaude) {
-              await github.rest.issues.addLabels({
-                issue_number: issue.number,
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                labels: ['claude']
-              });
-            }
-
-  # ================================================================
-  # Job 2: Full Claude code-fix
-  # Triggers on: labeled 'claude', @claude comments, assignments
-  # ================================================================
   claude-response:
-    # Allow: human users, github-actions[bot] (FINAL @claude / CI-fix comments)
-    # Allow: praisonai-triage-agent[bot] only for issues labeled 'claude' (auto-triage)
-    # Block: praisonai-triage-agent on issue_comment (merge-gate scan mentions @claude)
-    # Skip 'opened' events — triage job handles those above
+    # Prevent certain bots from triggering this action (but allow github-actions[bot] for auto-comments)
     if: |
-      github.event.action != 'opened' &&
-      (github.event.action != 'labeled' || github.event.label.name == 'claude') &&
-      (github.event_name != 'issue_comment' || (
-        contains(github.event.comment.body, '@claude') &&
-        !contains(github.event.comment.body, 'Merge gate scan') &&
-        !contains(github.event.comment.body, 'MERGE_GATE_VERDICT') &&
-        !contains(github.event.comment.body, 'Merged by **Claude PR merge gate**') &&
-        (
-          !contains(github.actor, '[bot]') ||
-          contains(github.event.comment.body, 'FINAL architecture reviewer') ||
-          contains(github.event.comment.body, 'lead engineer') ||
-          contains(github.event.comment.body, 'merge conflict') ||
-          contains(github.event.comment.body, 'CI failed on HEAD')
-        )
-      )) &&
-      (github.event_name != 'pull_request_review' || contains(github.event.review.body, '@claude')) &&
-      (github.event_name != 'pull_request_review_comment' || contains(github.event.comment.body, '@claude')) &&
-      (
-        !contains(github.actor, '[bot]') ||
-        github.actor == 'github-actions[bot]' ||
-        (github.event_name == 'issues' && github.event.action == 'labeled' && github.event.label.name == 'claude' && github.actor == 'praisonai-triage-agent[bot]')
-      ) &&
       github.actor != 'dependabot[bot]' &&
       github.actor != 'cursor[bot]' &&
-      github.actor != 'renovate[bot]'
-    concurrency:
-      group: claude-response-${{ github.repository }}-${{ github.event.pull_request.number || github.event.issue.number || github.run_id }}
-      cancel-in-progress: false
+      github.actor != 'renovate[bot]' &&
+      !(contains(github.actor, '[bot]') && github.actor != 'github-actions[bot]')
     runs-on: ubuntu-latest
     permissions:
       contents: write
       pull-requests: write
       issues: write
       actions: read
-      id-token: write
     steps:
-      - name: Generate GitHub App Token
-        id: app-token
-        uses: actions/create-github-app-token@v1
-        with:
-          app-id: ${{ secrets.CLAUDE_APP_ID }}
-          private-key: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          owner: ${{ github.repository_owner }}
-
-      - name: Check for Fork PR
-        id: check_fork
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ steps.app-token.outputs.token }}
-          script: |
-            const isPR = context.eventName === 'pull_request'
-              || context.eventName === 'pull_request_review'
-              || context.eventName === 'pull_request_review_comment'
-              || (context.payload.issue && context.payload.issue.pull_request);
-
-            if (!isPR) {
-              core.setOutput('is_pr', 'false');
-              core.setOutput('is_fork', 'false');
-              core.setOutput('can_push_fork', 'false');
-              return;
-            }
-
-            const prNumber = context.payload.pull_request
-              ? context.payload.pull_request.number
-              : context.payload.issue.number;
-            const pr = await github.rest.pulls.get({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              pull_number: prNumber
-            });
-
-            let mergeState = '';
-            try {
-              const gql = await github.graphql(
-                `query($owner: String!, $repo: String!, $number: Int!) {
-                  repository(owner: $owner, name: $repo) {
-                    pullRequest(number: $number) { mergeStateStatus }
-                  }
-                }`,
-                { owner: context.repo.owner, repo: context.repo.repo, number: prNumber }
-              );
-              mergeState = (gql.repository.pullRequest.mergeStateStatus || '').toUpperCase();
-            } catch (e) {
-              core.warning(`GraphQL mergeStateStatus failed: ${e.message}`);
-            }
-            if (!mergeState) {
-              mergeState = (pr.data.mergeable_state || pr.data.merge_state_status || '').toUpperCase();
-            }
-
-            core.setOutput('is_pr', 'true');
-            core.setOutput('pr_number', String(prNumber));
-            core.setOutput('pr_branch', pr.data.head.ref);
-            core.setOutput('head_repo', pr.data.head.repo.full_name);
-            core.setOutput('merge_state', mergeState);
-
-            const baseRepo = `${context.repo.owner}/${context.repo.repo}`;
-            const maintainerCanModify = pr.data.maintainer_can_modify === true;
-            core.setOutput('maintainer_can_modify', String(maintainerCanModify));
-
-            if (pr.data.head.repo && pr.data.head.repo.full_name !== baseRepo) {
-              core.setOutput('is_fork', 'true');
-              core.setOutput('can_push_fork', String(maintainerCanModify));
-              core.setOutput('fork_repo', pr.data.head.repo.full_name);
-              core.setOutput('clone_url', pr.data.head.repo.clone_url);
-              core.setOutput('branch', pr.data.head.ref);
-              return;
-            }
-            core.setOutput('is_fork', 'false');
-            core.setOutput('can_push_fork', 'false');
-
       - name: Checkout repository
         uses: actions/checkout@v4
         with:
-          persist-credentials: false
           fetch-depth: 0
-          token: ${{ steps.app-token.outputs.token }}
-
-      - name: Fetch PR branch and Setup Remote
-        if: steps.check_fork.outputs.is_pr == 'true'
-        env:
-          PR_BRANCH: ${{ steps.check_fork.outputs.pr_branch }}
-          PR_NUMBER: ${{ steps.check_fork.outputs.pr_number }}
-          IS_FORK: ${{ steps.check_fork.outputs.is_fork }}
-          CAN_PUSH_FORK: ${{ steps.check_fork.outputs.can_push_fork }}
-          FORK_REPO: ${{ steps.check_fork.outputs.fork_repo }}
-          GH_TOKEN: ${{ secrets.GH_TOKEN }}
-        run: |
-          git fetch origin "pull/${PR_NUMBER}/head:${PR_BRANCH}"
-          git checkout "${PR_BRANCH}"
-          git fetch origin main
-
-          if [ "${IS_FORK}" = "true" ] && [ "${CAN_PUSH_FORK}" = "true" ]; then
-            git remote set-url origin "https://x-access-token:${GH_TOKEN}@github.com/${FORK_REPO}.git"
-          elif [ "${IS_FORK}" = "true" ]; then
-            # Block push: trick claude-code-action's `git fetch origin <branch>`
-            git remote set-url origin "file://$(pwd)"
-          fi
-
+          
       - uses: anthropics/claude-code-action@beta
-        env:
-          GH_TOKEN: ${{ steps.check_fork.outputs.can_push_fork == 'true' && secrets.GH_TOKEN || steps.app-token.outputs.token }}
         with:
-          allowed_bots: 'praisonai-triage-agent[bot]'
-          claude_code_oauth_token: ${{ secrets.CLAUDE_CODE_OAUTH_TOKEN }}
-          github_token: ${{ steps.app-token.outputs.token }}
-          model: claude-opus-4-8
+          claude_code_oauth_token: ${{ secrets.CLAUDE_ACCESS_TOKEN }}
+          github_token: ${{ secrets.GITHUB_TOKEN }}
           trigger_phrase: "@claude"
-          label_trigger: "claude"
-
-          direct_prompt: |
-            ${{ steps.check_fork.outputs.is_fork == 'true' && steps.check_fork.outputs.can_push_fork != 'true' && 'CRITICAL: THIS IS A PULL REQUEST FROM A FORK WITHOUT MAINTAINER EDITS. YOU DO NOT HAVE PUSH PERMISSIONS. ONLY READ FILES, VALIDATE CODE, AND PROVIDE COMMENTS/FEEDBACK ON THIS PR. DO NOT ATTEMPT TO PUSH OR CREATE PULL REQUESTS.\n\n' || (steps.check_fork.outputs.can_push_fork == 'true' && format('NOTE: Fork PR with maintainer edits allowed. Push directly to fork {0} branch {1}.\n\n', steps.check_fork.outputs.fork_repo, steps.check_fork.outputs.pr_branch) || (steps.check_fork.outputs.is_pr == 'true' && steps.check_fork.outputs.is_fork != 'true' && 'NOTE: The branch is under MervinPraison/PraisonAI (not a fork). You are able to make modifications and push directly to this branch.\n\n' || (steps.check_fork.outputs.is_pr != 'true' && 'NOTE: This is an issue (not a PR). Create a new fix branch per STEP 3 below.\n\n' || ''))) }}
-            ${{ steps.check_fork.outputs.is_pr == 'true' && format('CONTEXT: PR #{0} on branch {1}. head.repo={2}, is_fork={3}, can_push_fork={4}, merge_state={5}. NEVER treat cursor/*, claude/* branch names or bot authors as forks — only is_fork=true means fork.\n\n', steps.check_fork.outputs.pr_number, steps.check_fork.outputs.pr_branch, steps.check_fork.outputs.head_repo, steps.check_fork.outputs.is_fork, steps.check_fork.outputs.can_push_fork, steps.check_fork.outputs.merge_state) || '' }}
-            You are working on the PraisonAI SDK. Follow AGENTS.md strictly.
-
-            STEP 0 — SETUP GIT IDENTITY & AUTH (GLOBAL — required for all repos):
-            git config --global user.name "MervinPraison"
-            git config --global user.email "[email protected]"
-            gh auth setup-git
-
-
-            STEP 1 — READ GUIDELINES:
-            Read AGENTS.md to understand the architecture rules.
-            SCOPE: Focus ONLY on Python packages (praisonaiagents, praisonai). Do NOT modify or touch praisonai-rust or praisonai-ts packages.
-            AIM: This package must stay LIGHTWEIGHT AND POWERFUL. Do a CRITICAL REVIEW at each stage (issue triage, fix planning, PR review/implementation) and reject scope creep for the sake of adding features. Prefer existing Agent capabilities (instructions/backstory/tools/hooks/memory) over new params/modules/exports. Even when fixing a raised issue, keep the fix minimal and lightweight — do NOT expand the surface area or add knobs with no live consumer.
-
-            STEP 2 — ARCHITECTURE VALIDATION & ROUTING (MANDATORY before writing code):
-            Before implementing anything, answer these questions:
-            - CORE vs WRAPPER vs TOOLS vs DOCS vs PLUGINS ROUTING:
-              1. Core SDK (praisonaiagents/): Only core protocols, base classes, decorators. No heavy implementations.
-              2. Wrapper (praisonai/): CLI, heavy implementations, optional dependencies.
-              3. Tools → MervinPraison/PraisonAI-Tools: agent-callable integrations at runtime (Composio, Slack, API/DB connectors). Do NOT implement in praisonaiagents/ — use STEP 3-ALT.
-              4. Documentation (PraisonAIDocs): Documentation pages, guides, API references.
-              5. Plugins → MervinPraison/PraisonAI-Plugins: framework lifecycle extensions (tracing, logging, metrics, hooks, guardrails). Not agent tools — use STEP 3-ALT.
-              6. Sandbox backends (optional/niche, e.g. Capsule) → PraisonAI-Plugins via `praisonai.sandbox` entry point; core keeps protocol/config/manager only.
-              For items routed to an EXTERNAL repository (Tools, Docs, Plugins), follow STEP 3-ALT below.
-            - Does it duplicate existing functionality? Check if Agent already supports this via existing params (reflection, planning, tools, hooks, memory). If it does, reject the change as scope creep and prefer the existing capability — the aim is lightweight and powerful, not more knobs.
-            - Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.
-            - Does it inherit from Agent properly? New agent types MUST inherit Agent, not wrap it with composition.
-            - Does it add new dependencies? Only optional deps allowed, must be lazy-imported.
-            - Will agent.py grow larger? If the change adds >50 lines to agent.py, find a way to extract instead. PRs with >100 lines added to agent.py require manual review (merge gate will not auto-merge).
-            - Is there a name collision with existing exports in __init__.py?
-            If ANY of these conceptual checks fail (excluding routing), add a comment to the issue explaining why and close it. Do NOT create a PR.
-
-            ${{ steps.check_fork.outputs.is_pr == 'true' && (steps.check_fork.outputs.is_fork != 'true' || steps.check_fork.outputs.can_push_fork == 'true') && steps.check_fork.outputs.merge_state == 'DIRTY' && format('STEP 3 — RESOLVE MERGE CONFLICTS ON PR (branch: {0}, PR #{1}{2}):\n- DO NOT create a new branch or PR\n- git fetch origin main && git rebase origin/main\n- Resolve conflicts: keep this PR intent, merge in main newer logic\n- git add -A && git rebase --continue (repeat until done)\n- git push --force-with-lease origin {0}\n- Run targeted pytest on changed paths\n- Comment files resolved and what you skipped\n', steps.check_fork.outputs.pr_branch, steps.check_fork.outputs.pr_number, steps.check_fork.outputs.can_push_fork == 'true' && format(', fork: {0}', steps.check_fork.outputs.fork_repo) || '') || '' }}
-            ${{ steps.check_fork.outputs.is_pr == 'true' && (steps.check_fork.outputs.is_fork != 'true' || steps.check_fork.outputs.can_push_fork == 'true') && steps.check_fork.outputs.merge_state != 'DIRTY' && format('STEP 3 — IMPLEMENT ON EXISTING PR (branch: {0}, PR #{1}{2}):\n- DO NOT create a new branch or PR\n- git checkout {0}\n- Implement minimal, focused fixes from reviewer feedback\n- Follow protocol-driven design: protocols in core SDK, heavy implementations in wrapper\n- Keep changes small and backward-compatible\n- Commit: git add -A && git commit -m "fix: <description>"\n- Push: git push origin {0}\n- Comment a summary of exact files modified and what you skipped\n', steps.check_fork.outputs.pr_branch, steps.check_fork.outputs.pr_number, steps.check_fork.outputs.can_push_fork == 'true' && format(', fork: {0}', steps.check_fork.outputs.fork_repo) || '') || '' }}
-            ${{ steps.check_fork.outputs.is_pr != 'true' && 'STEP 3 — IMPLEMENT (for changes in THIS repo — PraisonAI):\n- Create a fix branch: git checkout -b claude/issue-$ISSUE_NUMBER-$(date +%Y%m%d)\n- Implement a minimal, focused fix\n- Follow protocol-driven design: protocols in core SDK, heavy implementations in wrapper\n- Keep changes small and backward-compatible\n- Commit: git add -A && git commit -m "fix: <description> (fixes #$ISSUE_NUMBER)"\n- Push: git push origin claude/issue-$ISSUE_NUMBER-$(date +%Y%m%d)\nCRITICAL: After pushing, you MUST immediately run: gh pr create --title "fix: <title>" --body "Fixes #$ISSUE_NUMBER" --head claude/issue-$ISSUE_NUMBER-$(date +%Y%m%d)\nDo NOT stop after pushing. Do NOT say "manually create a PR". Always create the PR automatically.\n' || '' }}
-
-            STEP 3-ALT — IMPLEMENT IN EXTERNAL REPO (for PraisonAI-Tools, PraisonAIDocs, PraisonAI-Plugins):
-            When work must happen in a different repository, follow these steps EXACTLY. Do NOT attempt to use `cd`, as directory state is not preserved. Use `git -C` for all commands.
-            a) Clone the repository:
-               gh repo clone MervinPraison/<REPO_NAME> /tmp/<REPO_NAME>
-            b) Copy GitHub authentication from the main repository so push works seamlessly:
-               git -C /tmp/<REPO_NAME> config http."https://github.com/".extraheader "$(git config --get http."https://github.com/".extraheader)"
-            c) Create a feature branch (NEVER commit to main):
-               git -C /tmp/<REPO_NAME> checkout -b claude/issue-$ISSUE_NUMBER-$(date +%Y%m%d)
-            d) Make your changes using absolute paths (e.g. edit /tmp/<REPO_NAME>/docs.json)
-            e) Commit:
-               git -C /tmp/<REPO_NAME> add -A
-               git -C /tmp/<REPO_NAME> commit -m "feat: <description> (fixes #$ISSUE_NUMBER)"
-            f) Push the branch:
-               git -C /tmp/<REPO_NAME> push origin claude/issue-$ISSUE_NUMBER-$(date +%Y%m%d)
-            g) Create PR in the EXTERNAL repo:
-               gh pr create -R MervinPraison/<REPO_NAME> --head claude/issue-$ISSUE_NUMBER-$(date +%Y%m%d) --title "feat: <title>" --body "Fixes MervinPraison/PraisonAI#$ISSUE_NUMBER
-
-               <body>"
-
-            STEP 4 — TEST:
-            - For SDK changes: cd src/praisonai-agents && PYTHONPATH=. python -m pytest tests/ -x -q --timeout=30
-            - For docs changes: verify files exist and are valid markdown/MDX
-            - Ensure no regressions
-
-            ${{ steps.check_fork.outputs.is_pr == 'true' && 'STEP 5 — SKIP: Already on an open PR. Do NOT run gh pr create.\n' || 'STEP 5 — CREATE PR:\n- Commit with descriptive message, push, and create PR using `gh pr create`\n- For external repos, use `gh pr create -R MervinPraison/<REPO_NAME>`\nCRITICAL: You MUST create the PR automatically using `gh pr create`. Do NOT just provide a link or say "manual push required".\n' }}
-            NOTE: If you worked on an external repo, the wrapper action will report "No commits" for the main repo at the end. This is expected, do not worry about it.
           allowed_tools: |
             Bash(git:*)
             Bash(python:*)
@@ -365,59 +56,105 @@ jobs:
             mcp__github__update_issue
           timeout_minutes: 30
 
-      - name: Kick review chain for bot-created PR
-        if: |
-          steps.check_fork.outputs.is_pr != 'true' &&
-          (github.event_name == 'issues' || github.event_name == 'issue_comment') &&
-          github.event.issue != null
+  post-review-comment:
+    needs: claude-response
+    if: success() && needs.claude-response.result == 'success'
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      pull-requests: write
+      issues: write
+    steps:
+      - name: Check for existing review comment
+        id: check-comment
         uses: actions/github-script@v7
         with:
           github-token: ${{ secrets.GH_TOKEN }}
           script: |
-            const path = require('path');
-            const chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/bot-pr-review-chain.js'));
-            const issueNumber = context.payload.issue.number;
-            await chain.kickReviewChainForIssue(
-              github, context.repo.owner, context.repo.repo, issueNumber, core
-            );
-
-      - name: Sync pipeline status labels for PR
-        if: steps.check_fork.outputs.is_pr == 'true'
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const ps = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pipeline-status.js'));
-            const prNumber = parseInt('${{ steps.check_fork.outputs.pr_number }}', 10);
-            await ps.ensurePipelineLabels(github, context.repo.owner, context.repo.repo, core);
-            await ps.syncPipelineLabels(github, context.repo.owner, context.repo.repo, prNumber, core);
-
-      - name: Dispatch merge gate when PR pipeline ready
-        if: steps.check_fork.outputs.is_pr == 'true'
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const prNumber = parseInt('${{ steps.check_fork.outputs.pr_number }}', 10);
-            const check = await mergeGate.evaluatePipelineQuiescent(
-              github, owner, repo, prNumber, core, {
-                skipGlobalClaudeRunCheck: true,
-                skipRecentClaudeCooldown: true,
+            const reviewText = '@claude review if the changes made in the above branch are as per the requirements and make changes to the above branch if issues still exist.';
+            let comments = [];
+            let issueNumber;
+            
+            try {
+              // Determine issue/PR number based on event type
+              if (context.eventName === 'pull_request_review_comment' || context.eventName === 'pull_request_review') {
+                issueNumber = context.payload.pull_request?.number || context.issue.number;
+              } else if (context.eventName === 'issue_comment' && context.payload.issue.pull_request) {
+                // This is a comment on a PR (not an issue)
+                issueNumber = context.payload.issue.number;
+              } else {
+                // This is a regular issue
+                issueNumber = context.issue.number;
               }
-            );
-            if (!check.ready) {
-              core.info(`PR #${prNumber} not ready for merge gate: ${check.reasons.join(', ')}`);
-              return;
+              
+              comments = await github.rest.issues.listComments({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                issue_number: issueNumber
+              });
+              
+              // Look for Claude's completed review comments
+              const claudeReviewComments = comments.data.filter(comment => 
+                (comment.user.login === 'claude[bot]' || comment.body.includes('✅') || comment.body.includes('## Summary')) &&
+                !comment.body.includes('⏳') && 
+                !comment.body.includes('🔄') &&
+                !comment.body.includes('Loading...')
+              );
+              
+              // Check if our review request comment already exists
+              const existingReviewRequest = comments.data.find(comment => 
+                comment.body.includes(reviewText)
+              );
+              
+              // Post if Claude has completed a review AND we haven't posted the review request yet
+              const shouldPost = claudeReviewComments.length > 0 && !existingReviewRequest;
+              core.setOutput('should-post', shouldPost);
+              console.log(`Claude review completed: ${claudeReviewComments.length > 0}`);
+              console.log(`Review request exists: ${!!existingReviewRequest}`);
+              console.log(`Should post comment: ${shouldPost}`);
+              
+            } catch (error) {
+              console.log('Error checking comments:', error);
+              core.setOutput('should-post', false); // If we can't check, don't post
             }
-            await github.rest.repos.createDispatchEvent({
-              owner,
-              repo,
-              event_type: 'claude-merge-gate',
-              client_payload: { pr_number: prNumber },
-            });
-            core.info(`Dispatched merge gate for PR #${prNumber}`);
+
+      - name: Wait 30 seconds before posting comment
+        if: steps.check-comment.outputs.should-post == 'true'
+        run: sleep 30
+
+      - name: Post review comment
+        if: steps.check-comment.outputs.should-post == 'true'
+        uses: actions/github-script@v7
+        with:
+          github-token: ${{ secrets.GH_TOKEN }}
+          script: |
+            let issueNumber;
+            let isPR = false;
+            
+            // Determine issue/PR number and type based on event type
+            if (context.eventName === 'pull_request_review_comment' || context.eventName === 'pull_request_review') {
+              issueNumber = context.payload.pull_request?.number || context.issue.number;
+              isPR = true;
+            } else if (context.eventName === 'issue_comment' && context.payload.issue.pull_request) {
+              // This is a comment on a PR (not an issue)
+              issueNumber = context.payload.issue.number;
+              isPR = true;
+            } else {
+              // This is a regular issue - don't post review comment
+              issueNumber = context.issue.number;
+              isPR = false;
+            }
+            
+            // Only post review comment on PRs, not regular issues
+            if (isPR) {
+              console.log(`Posting review comment on PR #${issueNumber}`);
+              
+              await github.rest.issues.createComment({
+                issue_number: issueNumber,
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                body: '@claude review if the changes made in the above branch are as per the requirements and make changes to the above branch if issues still exist. MAINLY IT SHOULD NOT IMPACT ON THE CURRENT SPEED OF EXECUTION of existing features, not increasing the overhead.'
+              });
+            } else {
+              console.log(`Skipping review comment for regular issue #${issueNumber}`);
+            }

.github/workflows/coverage.yml

@@ -0,0 +1,62 @@
+name: Run tests and upload coverage
+
+on: 
+  push:
+    branches: [ main, develop ]
+  pull_request:
+    branches: [ main, develop ]
+
+jobs:
+  test:
+    name: Run tests and collect coverage
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 2
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: 3.11
+
+      - name: Install UV
+        run: |
+          curl -LsSf https://astral.sh/uv/install.sh | sh
+          echo "$HOME/.local/bin" >> $GITHUB_PATH
+
+      - name: Install dependencies
+        run: |
+          cd src/praisonai
+          uv pip install --system ."[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
+          uv pip install --system duckduckgo_search
+          uv pip install --system pytest pytest-cov pytest-asyncio
+          # Install knowledge dependencies from praisonai-agents
+          uv pip install --system "praisonaiagents[knowledge]"
+
+      - name: Set environment variables
+        run: |
+          echo "OPENAI_API_KEY=${{ secrets.OPENAI_API_KEY || 'sk-test-key-for-github-actions-testing-only-not-real' }}" >> $GITHUB_ENV
+          echo "OPENAI_API_BASE=${{ secrets.OPENAI_API_BASE || 'https://api.openai.com/v1' }}" >> $GITHUB_ENV
+          echo "OPENAI_MODEL_NAME=${{ secrets.OPENAI_MODEL_NAME || 'gpt-5-nano' }}" >> $GITHUB_ENV
+          echo "LOGLEVEL=DEBUG" >> $GITHUB_ENV
+          echo "PYTHONPATH=${{ github.workspace }}/src/praisonai-agents:$PYTHONPATH" >> $GITHUB_ENV
+
+      - name: Run tests
+        run: |
+          cd src/praisonai
+          # Run tests - allow some failures for now while we fix remaining issues
+          pytest --cov=praisonai --cov-branch --cov-report=xml tests/unit/ --tb=no -q || echo "Some tests failed, but coverage was collected"
+
+      - name: Upload results to Codecov
+        uses: codecov/codecov-action@v5
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
+          file: src/praisonai/coverage.xml
+          flags: unit-tests
+          name: unit-tests-coverage
+          fail_ci_if_error: false
+          verbose: true 

.github/workflows/deploy-install-scripts.yml

@@ -1,77 +0,0 @@
-name: Deploy install scripts to praison.ai
-
-# Production praison.ai runs on Hestia (migration-target), not Azure AKS.
-# Uses scoped deploy user (praison-deploy) — not root.
-
-on:
-  push:
-    branches: [main]
-    paths:
-      - 'src/praisonai/scripts/install.sh'
-      - 'src/praisonai/scripts/install.ps1'
-  workflow_dispatch:
-
-concurrency:
-  group: deploy-install-scripts
-  cancel-in-progress: false
-
-permissions:
-  contents: read
-
-jobs:
-  deploy-to-hestia:
-    runs-on: ubuntu-latest
-    environment: production-hestia
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          ref: main
-          persist-credentials: false
-
-      - name: Sync install scripts to Hestia
-        env:
-          SSH_PRIVATE_KEY: ${{ secrets.MIGRATION_TARGET_SSH_KEY }}
-          HESTIA_HOST: ${{ secrets.MIGRATION_TARGET_HOST }}
-          HESTIA_USER: ${{ secrets.MIGRATION_TARGET_USER }}
-          HESTIA_KNOWN_HOSTS: ${{ secrets.MIGRATION_TARGET_KNOWN_HOSTS }}
-          SOURCE_SHA: ${{ github.sha }}
-        run: |
-          set -euo pipefail
-          for var in SSH_PRIVATE_KEY HESTIA_HOST HESTIA_USER; do
-            if [ -z "${!var:-}" ]; then
-              echo "Missing secret for deploy (need MIGRATION_TARGET_SSH_KEY, MIGRATION_TARGET_HOST, MIGRATION_TARGET_USER)"
-              exit 1
-            fi
-          done
-
-          REMOTE_WEB="/home/hestiaadmin/web/praison.ai/pa/web"
-          SSH_OPTS="-o BatchMode=yes -o ConnectTimeout=15 -o StrictHostKeyChecking=yes"
-
-          mkdir -p ~/.ssh
-          echo "$SSH_PRIVATE_KEY" > ~/.ssh/id_ed25519
-          chmod 600 ~/.ssh/id_ed25519
-          trap 'rm -f ~/.ssh/id_ed25519' EXIT
-
-          # Pin host identity via an out-of-band secret (no TOFU/ssh-keyscan).
-          if [ -z "${HESTIA_KNOWN_HOSTS:-}" ]; then
-            echo "Missing secret MIGRATION_TARGET_KNOWN_HOSTS (pinned host key). Refusing to deploy without a verified host identity."
-            exit 1
-          fi
-          echo "$HESTIA_KNOWN_HOSTS" > ~/.ssh/known_hosts
-          chmod 644 ~/.ssh/known_hosts
-
-          # Upload to temp files, then atomically move both into place in a
-          # single remote step to avoid serving truncated or mixed-commit files.
-          for f in install.sh install.ps1; do
-            echo "Syncing $f..."
-            scp $SSH_OPTS "src/praisonai/scripts/$f" "${HESTIA_USER}@${HESTIA_HOST}:${REMOTE_WEB}/.${f}.tmp"
-          done
-
-          ssh $SSH_OPTS "${HESTIA_USER}@${HESTIA_HOST}" \
-            "mv -f ${REMOTE_WEB}/.install.sh.tmp ${REMOTE_WEB}/install.sh && \
-             mv -f ${REMOTE_WEB}/.install.ps1.tmp ${REMOTE_WEB}/install.ps1 && \
-             sudo chown hestiaadmin:hestiaadmin ${REMOTE_WEB}/install.sh ${REMOTE_WEB}/install.ps1 && \
-             sudo chmod 644 ${REMOTE_WEB}/install.sh ${REMOTE_WEB}/install.ps1"
-
-          echo "Deployed install scripts for commit ${SOURCE_SHA}"
-          echo "Verify: curl -fsSL https://praison.ai/install.ps1 | head -5"

.github/workflows/docker-publish.yml

@@ -20,8 +20,6 @@ jobs:
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4
-        with:
-          persist-credentials: false
 
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3

.github/workflows/gemini-issue-automated-triage.yml

@@ -1,10 +1,8 @@
 name: Gemini Automated Issue Triage
 
-# on:
-#   issue_comment:
-#     types: [created]
 on:
-  workflow_dispatch:
+  issue_comment:
+    types: [created]
 
 jobs:
   triage-issue:
@@ -35,7 +33,6 @@ jobs:
       - name: Checkout repository
         uses: actions/checkout@v4
         with:
-          persist-credentials: false
           token: ${{ steps.generate_token.outputs.token }}
 
       - name: Run Gemini Issue Triage

.github/workflows/gemini-issue-review.yml

@@ -2,8 +2,8 @@ name: Gemini Issue Review
 
 on:
   workflow_dispatch:
-#   issue_comment:
-#     types: [created]
+  issue_comment:
+    types: [created]
 
 permissions:
   contents: write
@@ -20,8 +20,7 @@ jobs:
        !contains(github.event.comment.body, '@gemini triage') &&
        (github.event.comment.author_association == 'OWNER' ||
         github.event.comment.author_association == 'MEMBER' ||
-        github.event.comment.author_association == 'COLLABORATOR' ||
-        github.event.comment.author_association == 'CONTRIBUTOR'))
+        github.event.comment.author_association == 'COLLABORATOR'))
     runs-on: ubuntu-latest
     env:
       GEMINI_API_KEY: ${{ secrets.GEMINI_API_KEY }}
@@ -36,13 +35,12 @@ jobs:
       - name: Checkout repository
         uses: actions/checkout@v4
         with:
-          persist-credentials: false
           token: ${{ steps.generate_token.outputs.token }}
 
       - name: Set up Git
         run: |
-          git config --local user.email "[email protected].github.com"
-          git config --local user.name "MervinPraison"
+          git config --local user.email "gemini-bot@github.com"
+          git config --local user.name "Gemini Bot"
 
       - name: Get issue data
         id: issue_data
@@ -77,16 +75,16 @@ jobs:
           echo "ADDITIONAL_INSTRUCTIONS=$ADDITIONAL_INSTRUCTIONS" >> $GITHUB_OUTPUT
 
       - name: Run Gemini CLI
-        uses: google-github-actions/run-gemini-cli@v0
+        uses: ./.github/actions/gemini
         env:
-          GH_TOKEN: ${{ steps.generate_token.outputs.token }}
           GITHUB_TOKEN: ${{ steps.generate_token.outputs.token }}
           ISSUE_NUMBER: ${{ steps.issue_data.outputs.ISSUE_NUMBER }}
           ADDITIONAL_INSTRUCTIONS: ${{ steps.issue_data.outputs.ADDITIONAL_INSTRUCTIONS }}
           REPOSITORY: ${{ github.repository }}
         with:
-          gemini_api_key: ${{ secrets.GEMINI_API_KEY }}
-          gemini_model: 'gemini-2.5-flash'
+          GEMINI_API_KEY: ${{ secrets.GEMINI_API_KEY }}
+          OTLP_GCP_WIF_PROVIDER: ${{ secrets.OTLP_GCP_WIF_PROVIDER }}
+          OTLP_GOOGLE_CLOUD_PROJECT: ${{ secrets.OTLP_GOOGLE_CLOUD_PROJECT }}
           prompt: |
             You are a helpful GitHub issue assistant. Your task is to analyze and help with GitHub issues.
             
@@ -105,8 +103,6 @@ jobs:
             - Search codebase for related files using `glob`, `search_file_content`, `list_directory`
             
             **STEP 2: If Code Changes Are Needed**
-            MANDATORY FIRST STEP: Before writing any code, you MUST use `read_file` to carefully read "src/praisonai-agents/AGENTS.md". You must honor this repository's extremely specific Architecture, Protocol-First design rules, and Agent-Centric Philosophy!
-            
             Create a new branch with 'gemini/' prefix:
             - Use: `git checkout -b gemini/issue-${ISSUE_NUMBER}-description`
             - Example: `git checkout -b gemini/issue-123-fix-sequential-tools`
@@ -165,7 +161,7 @@ jobs:
             
             Please proceed with helping resolve this issue following this exact workflow.
 
-          settings: |
+          settings_json: |
             {
               "coreTools": [
                 "run_shell_command(echo)",
@@ -197,5 +193,10 @@ jobs:
                 "web_fetch",
                 "google_web_search",
                 "save_memory"
-              ]
+              ],
+              "telemetry": {
+                "enabled": false,
+                "otlpGcpWifProvider": "${{ secrets.OTLP_GCP_WIF_PROVIDER }}",
+                "googleCloudProject": "${{ secrets.OTLP_GOOGLE_CLOUD_PROJECT }}"
+              }
             }

.github/workflows/gemini-pr-review.yml

@@ -1,8 +1,8 @@
 name: Gemini PR Review
 
 on:
-#   issue_comment:
-#     types: [created]
+  issue_comment:
+    types: [created]
   workflow_dispatch:
     inputs:
       pr_number:
@@ -47,7 +47,6 @@ jobs:
       - name: Checkout PR code
         uses: actions/checkout@v4
         with:
-          persist-credentials: false
           token: ${{ steps.generate_token.outputs.token }}
           ref: ${{ steps.checkout_ref.outputs.ref }}
           fetch-depth: 0
@@ -160,8 +159,6 @@ jobs:
             - Analyze the code changes thoroughly
 
             **STEP 2: If Code Improvements Are Needed**
-            MANDATORY FIRST STEP: Before writing any code, you MUST use `read_file` to carefully read "src/praisonai-agents/AGENTS.md". You must honor this repository's extremely specific Architecture, Protocol-First design rules, and Agent-Centric Philosophy!
-            
             **IMPORTANT:** DO NOT create a new branch! Work on the EXISTING PR branch.
             - Use: `git fetch origin` to get latest changes
             - Get PR branch name: `gh pr view ${PR_NUMBER} --json headRefName`

.github/workflows/integration-cross-repo.yml

@@ -1,165 +0,0 @@
-name: Cross-Repo Integration Tests
-
-on:
-  push:
-    branches: [ main ]
-    paths:
-      - 'src/praisonai/praisonai/integration/**'
-      - 'src/praisonai/tests/integration/test_aiui_*'
-      - 'src/praisonai/pyproject.toml'
-      - 'src/praisonai-code/**'
-      - '.github/workflows/integration-cross-repo.yml'
-      - '.github/actions/install-monorepo-packages/**'
-  pull_request:
-    branches: [ main ]
-    paths:
-      - 'src/praisonai/praisonai/integration/**'
-      - 'src/praisonai/tests/integration/test_aiui_*'
-      - 'src/praisonai/pyproject.toml'
-      - 'src/praisonai-code/**'
-      - '.github/workflows/integration-cross-repo.yml'
-      - '.github/actions/install-monorepo-packages/**'
-  workflow_dispatch:
-
-jobs:
-  cross-repo-integration:
-    runs-on: ubuntu-latest
-    timeout-minutes: 30
-    
-    steps:
-    - name: Checkout PraisonAI
-      uses: actions/checkout@v4
-      with:
-        path: PraisonAI
-        ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
-        
-    - name: Checkout PraisonAIUI
-      uses: actions/checkout@v4
-      with:
-        repository: MervinPraison/PraisonAIUI
-        path: PraisonAIUI
-        ref: main
-        
-    - name: Set up Python
-      uses: actions/setup-python@v4
-      with:
-        python-version: '3.11'
-        
-    - name: Install dependencies
-      run: python -m pip install --upgrade pip
-    - uses: PraisonAI/.github/actions/install-monorepo-packages
-      with:
-        repo-root: PraisonAI/
-        wrapper-extras: ".[ui,dev]"
-    - name: Install PraisonAIUI
-      run: |
-        cd PraisonAIUI
-        pip install -e .
-        pip install pytest pytest-cov
-        
-    - name: Verify versions
-      run: |
-        python -c "import praisonaiagents; print(f'praisonaiagents: {praisonaiagents.__version__}')"
-        python -c "import praisonai; print(f'praisonai: {praisonai.__version__}')"
-        python -c "import praisonaiui; print(f'praisonaiui: {praisonaiui.__version__}')"
-        
-    - name: Run PraisonAI integration tests
-      run: |
-        cd PraisonAI/src/praisonai
-        python -m pytest tests/integration/test_aiui_* -v
-        
-    - name: Run PraisonAIUI integration tests
-      run: |
-        cd PraisonAIUI
-        if [ -f tests/integration/test_agentic_roundtrip.py ]; then
-          python -m pytest tests/integration/test_agentic_roundtrip.py -v
-        fi
-        if [ -f tests/test_feature_sdk_backends.py ]; then
-          python -m pytest tests/test_feature_sdk_backends.py -v
-        fi
-        
-    - name: Test Pattern C CLI
-      run: |
-        cd PraisonAI/src/praisonai
-        # Test that ui-gateway command exists
-        python -m praisonai serve --help | grep ui-gateway
-        
-    - name: Test public API exports
-      run: |
-        cd PraisonAI/src/praisonai
-        python -c "from praisonai import run_integrated_gateway; print('✓ run_integrated_gateway imported')"
-        python -c "from praisonai import configure_host; print('✓ configure_host imported')"
-        
-    - name: Integration smoke test
-      env:
-        PRAISONAI_TEST_MODE: "1"
-        PYTHONPATH: ${{ github.workspace }}/PraisonAI/src/praisonai:${{ github.workspace }}/PraisonAI/src/praisonai-agents:${{ github.workspace }}/PraisonAIUI
-      run: |
-        cd PraisonAI/src/praisonai
-        python -c "
-        import sys
-        sys.path.insert(0, '.')
-        from praisonai.integration.host_app import configure_host
-        from praisonai import run_integrated_gateway
-        print('✓ Integration imports successful')
-        
-        # Test configure_host with new parameters
-        try:
-            configure_host(
-                style='dashboard', 
-                context_paths=['AGENTS.md'],
-                title='Test App'
-            )
-            print('✓ configure_host with new parameters works')
-        except Exception as e:
-            print(f'× configure_host failed: {e}')
-            sys.exit(1)
-        "
-        
-  # Optional job with API key for agentic tests (if secret is available)
-  agentic-integration:
-    runs-on: ubuntu-latest
-    timeout-minutes: 30
-    if: ${{ vars.RUN_AGENTIC_TESTS == 'true' }}
-    needs: cross-repo-integration
-    
-    steps:
-    - name: Checkout PraisonAI
-      uses: actions/checkout@v4
-      with:
-        path: PraisonAI
-        ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
-        
-    - name: Checkout PraisonAIUI
-      uses: actions/checkout@v4
-      with:
-        repository: MervinPraison/PraisonAIUI
-        path: PraisonAIUI
-        ref: main
-        
-    - name: Set up Python
-      uses: actions/setup-python@v4
-      with:
-        python-version: '3.11'
-        
-    - name: Install dependencies
-      run: python -m pip install --upgrade pip
-    - uses: PraisonAI/.github/actions/install-monorepo-packages
-      with:
-        repo-root: PraisonAI/
-        wrapper-extras: ".[ui,dev]"
-    - name: Install PraisonAIUI
-      run: |
-        cd PraisonAIUI
-        pip install -e .
-        
-    - name: Run agentic integration test
-      env:
-        OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
-      run: |
-        cd PraisonAI/src/praisonai
-        if [ -n "$OPENAI_API_KEY" ]; then
-          python -m pytest tests/integration/test_aiui_host_agentic.py -v
-        else
-          echo "OPENAI_API_KEY not available, skipping agentic tests"
-        fi

.github/workflows/merge-conflict-claude.yml

@@ -1,185 +0,0 @@
-name: Auto Merge Conflict → Claude
-
-# Detects internal PRs with mergeStateStatus=DIRTY and posts @claude to trigger claude.yml.
-
-on:
-  push:
-    branches: [main]
-  pull_request:
-    types: [opened, synchronize, reopened]
-  workflow_dispatch:
-  schedule:
-    - cron: '0 */6 * * *'
-
-concurrency:
-  group: merge-conflict-scan-${{ github.repository }}-${{ github.event.pull_request.number || github.run_id }}
-  cancel-in-progress: true
-
-env:
-  # PAT posts as MervinPraison so issue_comment triggers claude.yml (GITHUB_TOKEN cannot chain workflows)
-  GH_TOKEN: ${{ secrets.GH_TOKEN || github.token }}
-
-permissions:
-  pull-requests: write
-  issues: write
-
-jobs:
-  detect-and-trigger:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Detect conflicting PRs and trigger Claude
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ env.GH_TOKEN }}
-          script: |
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const baseRepo = `${owner}/${repo}`;
-            const COOLDOWN_MS = 12 * 60 * 60 * 1000;
-            const AUTO_ACTORS = ['github-actions[bot]', 'MervinPraison'];
-            const LABEL = 'claude-conflict-pending';
-            const COMMENT_BODY = [
-              '@claude this PR has merge conflicts with `main`.',
-              'Please rebase onto latest `main`, resolve conflicts (keep this PR\'s intent, merge in newer main logic),',
-              'run targeted tests, and force-push with `--force-with-lease`.',
-              'Comment which files you resolved.',
-              'Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.',
-              'Keep the resolution minimal — the aim is a lightweight and powerful package; do not introduce scope creep while resolving conflicts.',
-            ].join(' ');
-
-            const sleep = (ms) => new Promise((r) => setTimeout(r, ms));
-
-            async function getMergeState(prNumber) {
-              const query = `
-                query($owner: String!, $repo: String!, $number: Int!) {
-                  repository(owner: $owner, name: $repo) {
-                    pullRequest(number: $number) {
-                      mergeStateStatus
-                      maintainerCanModify
-                      isDraft
-                      headRef { repository { nameWithOwner } }
-                    }
-                  }
-                }
-              `;
-              for (let attempt = 0; attempt < 3; attempt++) {
-                const result = await github.graphql(query, { owner, repo, number: prNumber });
-                const prGql = result.repository.pullRequest;
-                const status = (prGql?.mergeStateStatus || '').toUpperCase();
-                if (status && status !== 'UNKNOWN') {
-                  return {
-                    status,
-                    isDraft: prGql.isDraft,
-                    headRepo: prGql.headRef?.repository?.nameWithOwner,
-                    maintainerCanModify: prGql.maintainerCanModify === true,
-                  };
-                }
-                if (attempt < 2) await sleep(10000);
-              }
-              const pr = await github.rest.pulls.get({ owner, repo, pull_number: prNumber });
-              return {
-                status: (pr.data.mergeable_state || '').toUpperCase(),
-                isDraft: pr.data.draft,
-                headRepo: pr.data.head.repo?.full_name,
-                maintainerCanModify: pr.data.maintainer_can_modify === true,
-              };
-            }
-
-            function hasFinalClaudeReviewTrigger(comments) {
-              return comments.some((c) => {
-                const body = (c.body || '').toLowerCase();
-                if (!AUTO_ACTORS.includes(c.user.login)) return false;
-                if (!body.includes('@claude')) return false;
-                if (body.includes('merge conflict')) return false;
-                return body.includes('final architecture reviewer') || body.includes('lead engineer');
-              });
-            }
-
-            function hasRecentAutoComment(comments) {
-              const cutoff = Date.now() - COOLDOWN_MS;
-              return comments.some((c) => {
-                if (!AUTO_ACTORS.includes(c.user.login)) return false;
-                const body = (c.body || '').toLowerCase();
-                if (!body.includes('@claude') || !body.includes('merge conflict')) return false;
-                return new Date(c.created_at).getTime() > cutoff;
-              });
-            }
-
-            async function processPR(prNumber) {
-              const { status, isDraft, headRepo, maintainerCanModify } = await getMergeState(prNumber);
-              core.info(`PR #${prNumber}: mergeState=${status}, head=${headRepo}, draft=${isDraft}, maintainerCanModify=${maintainerCanModify}`);
-
-              const { data: issue } = await github.rest.issues.get({
-                owner,
-                repo,
-                issue_number: prNumber,
-              });
-              const labels = issue.labels.map((l) => l.name);
-
-              if (status !== 'DIRTY' && labels.includes(LABEL)) {
-                await github.rest.issues.removeLabel({
-                  owner,
-                  repo,
-                  issue_number: prNumber,
-                  name: LABEL,
-                });
-                core.info(`Removed ${LABEL} from PR #${prNumber}`);
-              }
-
-              if (status !== 'DIRTY') return { skipped: true, reason: 'not dirty' };
-              if (isDraft) return { skipped: true, reason: 'draft' };
-              if (headRepo && headRepo !== baseRepo && !maintainerCanModify) {
-                return { skipped: true, reason: 'fork without maintainer edits' };
-              }
-              if (labels.includes(LABEL)) {
-                return { skipped: true, reason: 'conflict resolution pending' };
-              }
-
-              const { data: comments } = await github.rest.issues.listComments({
-                owner,
-                repo,
-                issue_number: prNumber,
-                per_page: 100,
-              });
-              if (hasRecentAutoComment(comments)) {
-                return { skipped: true, reason: 'recent auto comment' };
-              }
-
-              if (!hasFinalClaudeReviewTrigger(comments)) {
-                return { skipped: true, reason: 'awaiting final claude review trigger' };
-              }
-
-              await github.rest.issues.addLabels({
-                owner,
-                repo,
-                issue_number: prNumber,
-                labels: [LABEL],
-              });
-              await github.rest.issues.createComment({
-                owner,
-                repo,
-                issue_number: prNumber,
-                body: COMMENT_BODY,
-              });
-              return { triggered: true };
-            }
-
-            let prNumbers = [];
-            if (context.eventName === 'pull_request') {
-              prNumbers = [context.payload.pull_request.number];
-            } else {
-              const prs = await github.paginate(github.rest.pulls.list, {
-                owner,
-                repo,
-                state: 'open',
-                per_page: 100,
-              });
-              prNumbers = prs.map((p) => p.number);
-            }
-
-            const results = [];
-            for (const num of prNumbers) {
-              results.push({ pr: num, ...(await processPR(num)) });
-            }
-            core.summary.addRaw('```json\n' + JSON.stringify(results, null, 2) + '\n```');
-            await core.summary.write();

.github/workflows/nightly-release-gate.yml

@@ -1,144 +0,0 @@
-name: Nightly Release Gate
-
-# Preflight before PyPI Release (patch bump).
-# Triggers: Core Tests success on main (workflow_run) or cron every 3 days at 00:00 UTC.
-# Dedupe: max one successful patch release every 3 days (see release-gate.js).
-
-on:
-  schedule:
-    - cron: '0 0 */3 * *'
-  workflow_dispatch:
-    inputs:
-      dry_run:
-        description: 'Run preflight only; do not dispatch pypi-release.yml'
-        required: false
-        default: false
-        type: boolean
-  workflow_run:
-    workflows:
-      - Core Tests
-    types:
-      - completed
-    branches:
-      - main
-
-permissions:
-  contents: read
-  actions: write
-
-concurrency:
-  group: nightly-release-gate
-  cancel-in-progress: false
-
-jobs:
-  preflight:
-    if: |
-      github.event_name == 'workflow_dispatch' ||
-      github.event_name == 'schedule' ||
-      (
-        github.event_name == 'workflow_run' &&
-        github.event.workflow_run.conclusion == 'success' &&
-        github.event.workflow_run.head_branch == 'main' &&
-        github.event.workflow_run.event == 'push' &&
-        !startsWith(github.event.workflow_run.head_commit.message, 'Release v') &&
-        !startsWith(github.event.workflow_run.head_commit.message, 'chore(release):')
-      )
-    runs-on: ubuntu-latest
-    env:
-      GH_TOKEN: ${{ secrets.GH_TOKEN }}
-    steps:
-      - name: Resolve trigger context
-        id: ctx
-        run: |
-          if [ "${{ github.event_name }}" = "workflow_run" ]; then
-            echo "checkout_sha=${{ github.event.workflow_run.head_sha }}" >> "$GITHUB_OUTPUT"
-            echo "source=ci" >> "$GITHUB_OUTPUT"
-            echo "is_ci=true" >> "$GITHUB_OUTPUT"
-          else
-            echo "checkout_sha=main" >> "$GITHUB_OUTPUT"
-            echo "source=nightly" >> "$GITHUB_OUTPUT"
-            echo "is_ci=false" >> "$GITHUB_OUTPUT"
-          fi
-
-      - name: Checkout
-        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5  # v4
-        with:
-          ref: ${{ steps.ctx.outputs.checkout_sha }}
-          fetch-depth: 0
-
-      - name: Fetch main and tags
-        run: git fetch --tags origin main
-
-      # Guards the gate logic itself — no workflow ran these selftests before.
-      - name: Selftest release-gate script
-        run: node .github/scripts/release-gate-selftest.js
-
-      - name: Preflight — path changes, CI SHA, dedupe
-        id: preflight
-        uses: actions/github-script@v7
-        env:
-          HEAD_SHA: ${{ steps.ctx.outputs.checkout_sha }}
-          IS_CI: ${{ steps.ctx.outputs.is_ci }}
-        with:
-          github-token: ${{ secrets.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const rg = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/release-gate.js'));
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const headSha = process.env.HEAD_SHA;
-            const isCi = process.env.IS_CI === 'true';
-
-            const result = await rg.evaluateReleasePreflight(
-              github, owner, repo,
-              { headSha, isCiTrigger: isCi, bump: 'patch' },
-              core
-            );
-
-            core.setOutput('should_release', result.ready ? 'true' : 'false');
-            core.setOutput('reason', result.reasons.join('; '));
-            core.setOutput('head_sha', result.headSha || headSha);
-            core.setOutput('last_tag', result.lastTag || '');
-            core.setOutput('target_agents', result.targetAgents || '');
-            core.setOutput('target_code', result.targetCode || '');
-            core.setOutput('target_wrapper', result.targetWrapper || '');
-
-            core.summary.addRaw('## Release gate preflight\n');
-            core.summary.addRaw(`Ready: ${result.ready}\n`);
-            core.summary.addRaw(`Reason: ${result.reasons.join('; ')}\n`);
-            if (result.targetAgents) {
-              core.summary.addRaw(
-                `Targets: praisonaiagents==${result.targetAgents}, `
-                + `praisonai-code==${result.targetCode}, praisonai==${result.targetWrapper}\n`
-              );
-            }
-            await core.summary.write();
-
-            if (!result.ready) {
-              core.info(`Skip release: ${result.reasons.join('; ')}`);
-            }
-
-      - name: Dry run summary
-        if: inputs.dry_run == true
-        run: |
-          echo "Dry run — preflight only, no pypi-release dispatch."
-          echo "should_release=${{ steps.preflight.outputs.should_release }}"
-          echo "reason=${{ steps.preflight.outputs.reason }}"
-
-      - name: Dispatch PyPI Release (patch)
-        if: steps.preflight.outputs.should_release == 'true' && inputs.dry_run != true
-        run: |
-          set -euo pipefail
-          gh workflow run pypi-release.yml \
-            --repo "${GITHUB_REPOSITORY}" \
-            --ref main \
-            -f bump=patch \
-            -f source=${{ steps.ctx.outputs.source }} \
-            -f trigger_sha=${{ steps.preflight.outputs.head_sha }} \
-            -f dry_run=false
-          echo "Dispatched pypi-release.yml (patch, source=${{ steps.ctx.outputs.source }})"
-          if [ "${{ steps.ctx.outputs.source }}" = "ci" ]; then
-            echo "Uses pypi-auto environment (no manual approval)."
-          else
-            echo "Uses pypi-auto environment for nightly patch releases."
-          fi

.github/workflows/pipeline-status-sync.yml

@@ -1,42 +0,0 @@
-name: Pipeline Status Sync
-
-# Sync pipeline/* stage and blocker labels on open internal PRs.
-
-on:
-  schedule:
-    - cron: '*/10 * * * *'
-  workflow_dispatch:
-
-permissions:
-  pull-requests: read
-  issues: write
-  actions: write
-  id-token: write
-
-jobs:
-  sync:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          persist-credentials: false
-
-      - name: Generate GitHub App token
-        id: app-token
-        uses: actions/create-github-app-token@v1
-        with:
-          app-id: ${{ secrets.CLAUDE_APP_ID }}
-          private-key: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          owner: ${{ github.repository_owner }}
-
-      - name: Sync pipeline labels on open PRs
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ steps.app-token.outputs.token }}
-          script: |
-            const path = require('path');
-            const ps = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pipeline-status.js'));
-            await ps.syncOpenPullRequests(
-              github, context.repo.owner, context.repo.repo,
-              { maxPrs: 30, dispatchMergeGate: true }, core
-            );

.github/workflows/praisonai-issue-triage.yml

@@ -1,73 +0,0 @@
-name: PraisonAI Issue Triage
-
-on:
-  issue_comment:
-    types: [created]
-  workflow_dispatch:
-    inputs:
-      issue_number:
-        description: 'Issue Number'
-        required: true
-        type: string
-
-jobs:
-  triage:
-    runs-on: ubuntu-latest
-    if: >
-      github.event_name == 'workflow_dispatch' ||
-      (github.event_name == 'issue_comment' && 
-      !github.event.issue.pull_request && 
-      contains(github.event.comment.body, '@praisonai') &&
-      github.actor != 'github-actions[bot]' &&
-      github.event.comment.user.type != 'Bot' &&
-      (github.event.comment.author_association == 'OWNER' ||
-       github.event.comment.author_association == 'MEMBER' ||
-       github.event.comment.author_association == 'COLLABORATOR'))
-    
-    steps:
-      - name: Checkout Repository
-        uses: actions/checkout@v4
-        with:
-          persist-credentials: false
-          fetch-depth: 0
-          
-      - name: Generate GitHub App Token
-        id: generate_token
-        uses: tibdex/github-app-token@v2
-        with:
-          app_id: ${{ secrets.PRAISONAI_APP_ID }}
-          private_key: ${{ secrets.PRAISONAI_APP_PRIVATE_KEY }}
-          
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.11'
-          
-      - name: Set up Git
-        run: |
-          git config --local user.email "[email protected]"
-          git config --local user.name "PraisonAI Bot"
-          
-      - name: Install PraisonAI
-        run: pip install uv
-      - uses: ./.github/actions/install-monorepo-packages
-        with:
-          use-uv: "true"
-          agents-extras: ".[all]"
-          wrapper-extras: ".[all]"
-        
-      - name: Run PraisonAI Issue Triage
-        env:
-          GITHUB_TOKEN: ${{ steps.generate_token.outputs.token }}
-          GH_TOKEN: ${{ steps.generate_token.outputs.token }}
-          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
-          PRAISONAI_AUTO_APPROVE: "true"
-          ISSUE_NUMBER_INPUT: ${{ inputs.issue_number }}
-          ISSUE_NUMBER_EVENT: ${{ github.event.issue.number }}
-        run: |
-          if [ "${{ github.event_name }}" = "workflow_dispatch" ]; then
-            export ISSUE_NUMBER="$ISSUE_NUMBER_INPUT"
-          else
-            export ISSUE_NUMBER="$ISSUE_NUMBER_EVENT"
-          fi
-          praisonai github triage --issue $ISSUE_NUMBER --agent-file .github/praisonai-issue-triage.yaml

.github/workflows/praisonai-pr-review.yml

@@ -1,77 +0,0 @@
-name: PraisonAI PR Reviewer
-
-on:
-  pull_request:
-    types: [opened, synchronize, reopened, ready_for_review]
-  issue_comment:
-    types: [created]
-  workflow_dispatch:
-    inputs:
-      pr_number:
-        description: 'Pull Request Number'
-        required: true
-        type: string
-
-jobs:
-  review:
-    runs-on: ubuntu-latest
-    if: >
-      secrets.PRAISONAI_APP_ID != '' &&
-      secrets.PRAISONAI_APP_PRIVATE_KEY != '' &&
-      (
-        (github.event_name == 'pull_request' && github.event.pull_request.draft == false) ||
-        github.event_name == 'workflow_dispatch' ||
-        (github.event_name == 'issue_comment' &&
-         github.event.issue.pull_request &&
-         contains(github.event.comment.body, '@praisonai') &&
-         github.actor != 'github-actions[bot]' &&
-         github.event.comment.user.type != 'Bot' &&
-         (github.event.comment.author_association == 'OWNER' ||
-          github.event.comment.author_association == 'MEMBER' ||
-          github.event.comment.author_association == 'COLLABORATOR'))
-      )
-    
-    steps:
-      - name: Determine checkout ref
-        id: dest
-        env:
-          ISSUE_NUMBER: ${{ github.event.issue.number }}
-          PR_NUMBER_INPUT: ${{ inputs.pr_number }}
-          PR_HEAD_SHA: ${{ github.event.pull_request.head.sha }}
-        run: |
-          if [ "${{ github.event_name }}" = "issue_comment" ]; then
-            echo "ref=refs/pull/$ISSUE_NUMBER/head" >> "$GITHUB_OUTPUT"
-          elif [ "${{ github.event_name }}" = "workflow_dispatch" ]; then
-            echo "ref=refs/pull/$PR_NUMBER_INPUT/head" >> "$GITHUB_OUTPUT"
-          else
-            echo "ref=$PR_HEAD_SHA" >> "$GITHUB_OUTPUT"
-          fi
-
-      - name: Checkout Repository
-        uses: actions/checkout@v4
-        with:
-          persist-credentials: false
-          ref: ${{ steps.dest.outputs.ref }}
-          fetch-depth: 0
-          
-      - name: Generate GitHub App Token
-        id: generate_token
-        uses: tibdex/github-app-token@v2
-        with:
-          app_id: ${{ secrets.PRAISONAI_APP_ID }}
-          private_key: ${{ secrets.PRAISONAI_APP_PRIVATE_KEY }}
-          
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.11'
-          
-      - name: Install PraisonAI
-        run: pip install "praisonai[all]"
-        
-      - name: Run PraisonAI PR Review
-        env:
-          GITHUB_TOKEN: ${{ steps.generate_token.outputs.token }}
-          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
-        run: |
-          praisonai workflow run .github/praisonai-reviewer.yaml

.github/workflows/python-package.yml

@@ -1,22 +1,25 @@
-name: Python Package (Multi-Version)
+# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
+# For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python
+
+name: Python package
 
 on:
-  schedule:
-    - cron: '0 4 * * 1'  # Weekly Monday 4am UTC
-  workflow_dispatch:
+  push:
+    branches: [ "develop" ]
+  pull_request:
+    branches: [ "develop" ]
 
 jobs:
   build:
+
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.10", "3.11", "3.12"]
+        python-version: ["3.10", "3.11"]
 
     steps:
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v5
       with:
@@ -27,18 +30,39 @@ jobs:
         echo "OPENAI_API_KEY=${{ secrets.OPENAI_API_KEY || 'sk-test-key-for-github-actions-testing-only-not-real' }}" >> $GITHUB_ENV
         echo "OPENAI_API_BASE=${{ secrets.OPENAI_API_BASE || 'https://api.openai.com/v1' }}" >> $GITHUB_ENV
         echo "OPENAI_MODEL_NAME=${{ secrets.OPENAI_MODEL_NAME || 'gpt-5-nano' }}" >> $GITHUB_ENV
-        echo "PYTHONPATH=${{ github.workspace }}/src/praisonai-agents:$PYTHONPATH" >> $GITHUB_ENV
+        echo "LOGLEVEL=DEBUG" >> $GITHUB_ENV
 
     - name: Install dependencies
-      run: python -m pip install --upgrade pip
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        wrapper-extras: ".[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
-    - name: Install test tools
       run: |
-        python -m pip install duckduckgo_search pytest pytest-asyncio pytest-cov
+        cd src/praisonai
+        python -m pip install --upgrade pip
+        python -m pip install flake8 pytest
+        python -m pip install ."[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
+        python -m pip install duckduckgo_search
+        python -m pip install pytest-asyncio pytest-cov
+        # Install knowledge dependencies from praisonai-agents
         python -m pip install "praisonaiagents[knowledge]"
-
-    - name: Run tests
+        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+        
+    - name: Debug API Key Status
       run: |
-        cd src/praisonai && python -m pytest tests/unit/ -v --tb=short --disable-warnings --timeout=60 || echo "Some tests failed"
+        echo "🔍 Checking API key availability..."
+        if [ -n "${{ secrets.OPENAI_API_KEY }}" ]; then
+          echo "✅ GitHub secret OPENAI_API_KEY is available"
+          echo "🔑 API key starts with: $(echo "$OPENAI_API_KEY" | cut -c1-7)..."
+        else
+          echo "⚠️ GitHub secret OPENAI_API_KEY is NOT set - using fallback"
+          echo "🔑 Using fallback key: sk-test-key..."
+        fi
+        echo "🌐 API Base: $OPENAI_API_BASE"
+        echo "🤖 Model: $OPENAI_MODEL_NAME"
+        
+    # - name: Lint with flake8
+    #   run: |
+    #     # stop the build if there are Python syntax errors or undefined names
+    #     flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+    #     # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+    #     flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+    - name: Test with pytest
+      run: |
+        cd src/praisonai && python tests/test_runner.py --pattern fast

.github/workflows/python-publish.yml

@@ -8,25 +8,20 @@
 
 name: Upload Python Package
 
-# Superseded by pypi-release.yml (manual workflow_dispatch with uv publish).
-# Kept as workflow_dispatch-only fallback; release trigger removed to avoid
-# duplicate PyPI publish when bump_and_release creates a GitHub release.
 on:
-  workflow_dispatch:
+  release:
+    types: [published]
 
 permissions:
   contents: read
 
 jobs:
   deploy:
-    if: false
 
     runs-on: ubuntu-latest
 
     steps:
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
     - name: Set up Python
       uses: actions/setup-python@v5
       with:

.github/workflows/release.yml

@@ -27,7 +27,6 @@ jobs:
     - name: Checkout upstream repo
       uses: actions/checkout@v4
       with:
-        persist-credentials: false
         repository: MervinPraison/PraisonAI
         ref: ${{ github.event.inputs.tag }}
         fetch-depth: 0
@@ -35,18 +34,15 @@ jobs:
     # Get the commit hash from the tag
     - name: Get commit hash
       id: get_commit
-      env:
-        INPUT_TAG: ${{ github.event.inputs.tag }}
       run: |
         COMMIT_HASH=$(git rev-parse HEAD)
         echo "commit_hash=$COMMIT_HASH" >> $GITHUB_OUTPUT
-        echo "Found commit: $COMMIT_HASH for tag $INPUT_TAG"
+        echo "Found commit: $COMMIT_HASH for tag ${{ github.event.inputs.tag }}"
 
     # Now checkout the fork at main branch
     - name: Checkout fork
       uses: actions/checkout@v4
       with:
-        persist-credentials: false
         repository: ${{ github.event.inputs.fork_owner }}/PraisonAI
         ref: main
         fetch-depth: 0
@@ -55,8 +51,8 @@ jobs:
     # Sync with upstream commit
     - name: Sync with upstream
       run: |
-        git config --global user.name "MervinPraison"
-        git config --global user.email "[email protected].github.com"
+        git config --global user.name "GitHub Actions"
+        git config --global user.email "actions@github.com"
         
         # Add upstream remote
         git remote add upstream https://github.com/MervinPraison/PraisonAI.git
@@ -64,11 +60,8 @@ jobs:
         # Fetch from upstream
         git fetch upstream --tags --force
         
-    - name: Hard reset to tag commit
-      env:
-        COMMIT_HASH: ${{ steps.get_commit.outputs.commit_hash }}
-      run: |
-        git reset --hard $COMMIT_HASH
+        # Reset to upstream commit
+        git reset --hard ${{ steps.get_commit.outputs.commit_hash }}
 
     - name: Setup Python
       uses: actions/setup-python@v5
@@ -444,7 +437,6 @@ jobs:
     - name: Checkout fork repo
       uses: actions/checkout@v4
       with:
-        persist-credentials: false
         fetch-depth: 0
         token: ${{ secrets.PAT_TOKEN }}
         repository: ${{ github.event.inputs.fork_owner }}/PraisonAI
@@ -453,64 +445,55 @@ jobs:
     # Add upstream and get commit from tag
     - name: Get upstream tag commit
       id: get_upstream_commit
-      env:
-        INPUT_TAG: ${{ github.event.inputs.tag }}
       run: |
         # Add upstream remote
         git remote add upstream https://github.com/MervinPraison/PraisonAI.git
         
         # Delete local tag if it exists
-        git tag -d "$INPUT_TAG" || true
+        git tag -d ${{ github.event.inputs.tag }} || true
         
         # Fetch from upstream including tags with force
         git fetch upstream --tags --force
         
         # Verify tag exists in upstream
-        if ! git ls-remote --tags upstream | grep -q "refs/tags/$INPUT_TAG$"; then
-          echo "::error::Tag $INPUT_TAG not found in upstream repository"
+        if ! git ls-remote --tags upstream | grep -q "refs/tags/${{ github.event.inputs.tag }}$"; then
+          echo "::error::Tag ${{ github.event.inputs.tag }} not found in upstream repository"
           exit 1
         fi
         
         # Get the commit hash from the upstream tag
-        UPSTREAM_COMMIT=$(git rev-list -n 1 refs/tags/"$INPUT_TAG")
+        UPSTREAM_COMMIT=$(git rev-list -n 1 refs/tags/${{ github.event.inputs.tag }})
         if [ -z "$UPSTREAM_COMMIT" ]; then
-          echo "::error::Could not find commit for tag $INPUT_TAG"
+          echo "::error::Could not find commit for tag ${{ github.event.inputs.tag }}"
           exit 1
         fi
         echo "upstream_commit=$UPSTREAM_COMMIT" >> $GITHUB_OUTPUT
-        echo "Found commit: $UPSTREAM_COMMIT for tag $INPUT_TAG"
+        echo "Found commit: $UPSTREAM_COMMIT for tag ${{ github.event.inputs.tag }}"
 
     # Create tag at the same commit
     - name: Create tag at commit
+      run: |
+        git config --global user.name "GitHub Actions"
+        git config --global user.email "[email protected]"
+        
+        # Remove tag if it exists locally
+        git tag -d ${{ github.event.inputs.tag }} || true
+        
+        # Remove tag if it exists remotely
+        git push origin :refs/tags/${{ github.event.inputs.tag }} || true
+        
+        # Fetch the specific commit from upstream
+        git fetch upstream ${{ steps.get_upstream_commit.outputs.upstream_commit }} --force
+        
+        # Reset to upstream commit
+        git reset --hard ${{ steps.get_upstream_commit.outputs.upstream_commit }}
+        
+        # Create and push tag
+        git tag -a ${{ github.event.inputs.tag }} -m "Release ${{ github.event.inputs.tag }} (synced from upstream MervinPraison/PraisonAI@${{ github.event.inputs.tag }})"
+        git push origin ${{ github.event.inputs.tag }}
       env:
         GIT_ASKPASS: /bin/echo
         PAT_TOKEN: ${{ secrets.PAT_TOKEN }}
-        INPUT_TAG: ${{ github.event.inputs.tag }}
-      run: |
-        git config --global user.name "MervinPraison"
-        git config --global user.email "[email protected]"
-        
-        # Remove tag if it exists locally
-        git tag -d "$INPUT_TAG" || true
-        
-        # Remove tag if it exists remotely
-        git push origin :refs/tags/"$INPUT_TAG" || true
-        
-    - name: Fetch tag from upstream
-      env:
-        UPSTREAM_COMMIT: ${{ steps.get_upstream_commit.outputs.upstream_commit }}
-      run: |
-        git fetch upstream $UPSTREAM_COMMIT --force
-        
-    - name: Reset to upstream commit
-      env:
-        UPSTREAM_COMMIT: ${{ steps.get_upstream_commit.outputs.upstream_commit }}
-      run: |
-        git reset --hard $UPSTREAM_COMMIT
-        
-        # Create and push tag
-        git tag -a "$INPUT_TAG" -m "Release $INPUT_TAG (synced from upstream MervinPraison/PraisonAI@$INPUT_TAG)"
-        git push origin "$INPUT_TAG"
 
     # Create the release
     - name: Create Release

.github/workflows/sync-secrets-to-aiui.yml

@@ -1,41 +0,0 @@
-name: Sync Claude Secrets
-
-on:
-  workflow_dispatch:
-    inputs:
-      target_repo:
-        description: 'Destination repo (owner/name)'
-        required: true
-        default: 'MervinPraison/PraisonAIUI'
-        type: string
-
-permissions:
-  contents: read
-
-jobs:
-  sync:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Sync Claude secrets
-        env:
-          GH_TOKEN: ${{ secrets.SECRETS_ADMIN_PAT }}
-          TARGET: ${{ inputs.target_repo }}
-          CLAUDE_APP_ID: ${{ secrets.CLAUDE_APP_ID }}
-          CLAUDE_APP_PRIVATE_KEY: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          CLAUDE_CODE_OAUTH_TOKEN: ${{ secrets.CLAUDE_CODE_OAUTH_TOKEN }}
-          GH_TOKEN_VALUE: ${{ secrets.GH_TOKEN }}
-          DOCS_GITHUB_TOKEN: ${{ secrets.SECRETS_ADMIN_PAT }}
-        run: |
-          set -euo pipefail
-          if [ -z "${GH_TOKEN:-}" ]; then
-            echo "SECRETS_ADMIN_PAT is not configured in this repository"
-            exit 1
-          fi
-          echo -n "$CLAUDE_APP_ID" | gh secret set CLAUDE_APP_ID --repo "$TARGET"
-          echo -n "$CLAUDE_APP_PRIVATE_KEY" | gh secret set CLAUDE_APP_PRIVATE_KEY --repo "$TARGET"
-          echo -n "$CLAUDE_CODE_OAUTH_TOKEN" | gh secret set CLAUDE_CODE_OAUTH_TOKEN --repo "$TARGET"
-          echo -n "$GH_TOKEN_VALUE" | gh secret set GH_TOKEN --repo "$TARGET"
-          if [ -n "${DOCS_GITHUB_TOKEN:-}" ]; then
-            echo -n "$DOCS_GITHUB_TOKEN" | gh secret set DOCS_GITHUB_TOKEN --repo "$TARGET"
-          fi
-          echo "Synced CLAUDE_APP_ID, CLAUDE_APP_PRIVATE_KEY, CLAUDE_CODE_OAUTH_TOKEN, GH_TOKEN → $TARGET"

.github/workflows/terminal-bench-smoke.yml

@@ -1,47 +0,0 @@
-name: Terminal-Bench Smoke
-
-# Manual (and optional weekly) smoke run of the `praisonai code` assistant on a
-# small verified Terminal-Bench 2.1 subset via the Harbor harness.
-# Never runs on PRs — it costs money (LLM calls) and is inherently flaky.
-
-on:
-  workflow_dispatch:
-  schedule:
-    - cron: "0 6 * * 1" # Mondays 06:00 UTC
-
-permissions:
-  contents: read
-
-jobs:
-  smoke:
-    runs-on: ubuntu-latest
-    timeout-minutes: 45
-    steps:
-      - uses: actions/checkout@v4
-
-      - uses: actions/setup-python@v5
-        with:
-          python-version: "3.11"
-
-      - name: Install Harbor + PraisonAI
-        run: |
-          python -m pip install --upgrade pip
-          pip install harbor
-          pip install -e src/praisonai-agents -e src/praisonai
-
-      - name: Run Terminal-Bench 2.1 smoke subset
-        env:
-          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
-          PYTHONPATH: .
-        run: |
-          harbor run -c examples/terminal_bench/job_code_smoke.yaml || true
-
-      - name: Upload Harbor results
-        if: always()
-        uses: actions/upload-artifact@v4
-        with:
-          name: harbor-results
-          path: |
-            runs/
-            **/results.json
-          if-no-files-found: warn

.github/workflows/test-comprehensive.yml

@@ -37,8 +37,6 @@ jobs:
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
-      with:
-        persist-credentials: false
 
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v5
@@ -53,13 +51,12 @@ jobs:
 
     - name: Install dependencies
       run: |
+        cd src/praisonai
+        uv pip install --system ."[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
         uv pip install --system duckduckgo_search
         uv pip install --system pytest pytest-asyncio pytest-cov pytest-benchmark pytest-timeout
+        # Install knowledge dependencies from praisonai-agents
         uv pip install --system "praisonaiagents[knowledge]"
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        use-uv: "true"
-        wrapper-extras: ".[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
 
     - name: Verify environment variables
       run: |
@@ -70,11 +67,9 @@ jobs:
         fi
 
     - name: Run Comprehensive Test Suite
-      env:
-        INPUT_TEST_TYPE: ${{ github.event.inputs.test_type || 'all' }}
       run: |
         # Determine test type from input or default to 'all'
-        TEST_TYPE="$INPUT_TEST_TYPE"
+        TEST_TYPE="${{ github.event.inputs.test_type || 'all' }}"
         
         echo "🧪 Running comprehensive test suite (type: $TEST_TYPE)"
         
@@ -107,16 +102,13 @@ jobs:
 
     - name: Generate Comprehensive Test Report
       if: always()
-      env:
-        INPUT_TEST_TYPE: ${{ github.event.inputs.test_type || 'all' }}
-        EVENT_NAME: ${{ github.event_name }}
       run: |
         echo "# 📋 Comprehensive Test Report" > comprehensive_report.md
         echo "" >> comprehensive_report.md
         echo "**Python Version:** ${{ matrix.python-version }}" >> comprehensive_report.md
-        echo "**Test Type:** $INPUT_TEST_TYPE" >> comprehensive_report.md
-        echo "**Trigger:** $EVENT_NAME" >> comprehensive_report.md
-        echo "**Status:** 🟢 All Tests Passed" >> comprehensive_report.md
+        echo "**Test Type:** ${{ github.event.inputs.test_type || 'all' }}" >> comprehensive_report.md
+        echo "**Trigger:** ${{ github.event_name }}" >> comprehensive_report.md
+        echo "**Date:** $(date -u)" >> comprehensive_report.md
         echo "" >> comprehensive_report.md
         
         echo "## 🧪 Test Categories Covered:" >> comprehensive_report.md

.github/workflows/test-core.yml

@@ -1,324 +1,288 @@
 name: Core Tests
 
-on:
+on: 
   push:
     branches: [ main, develop ]
-    paths:
-      - 'src/**'
-      - 'src/praisonai-deploy/infra/**'
-      - 'src/praisonai-bot/infra/**'
-      - 'scripts/check_helm_charts.sh'
-      - 'pyproject.toml'
-      - '.github/workflows/test-core.yml'
-      - '.github/actions/install-monorepo-packages/**'
   pull_request:
     branches: [ main, develop ]
-    paths:
-      - 'src/**'
-      - 'src/praisonai-deploy/infra/**'
-      - 'src/praisonai-bot/infra/**'
-      - 'scripts/check_helm_charts.sh'
-      - 'pyproject.toml'
-      - '.github/workflows/test-core.yml'
-      - '.github/actions/install-monorepo-packages/**'
-  workflow_dispatch:
-
-permissions:
-  contents: read
-
-env:
-  PYTHONPATH: ${{ github.workspace }}/src/praisonai-agents
-  PRAISONAI_ALLOW_NETWORK: '0'
-  PRAISONAI_LIVE_TESTS: '0'
-  PRAISONAI_TEST_TIER: main
 
 jobs:
-  test-core-collect:
-    name: test-core-collect
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
-    - name: Set up Python 3.11
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.11'
-    - name: Install UV
-      run: |
-        curl -LsSf https://astral.sh/uv/install.sh | sh
-        echo "$HOME/.local/bin" >> $GITHUB_PATH
-    - name: Install dependencies
-      run: |
-        cd src/praisonai
-        uv pip install --system duckduckgo_search
-        uv pip install --system pytest pytest-asyncio pytest-timeout pytest-xdist
-        uv pip install --system "praisonaiagents[knowledge]"
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        use-uv: "true"
-        wrapper-extras: ".[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
-    - name: Set environment variables
-      run: |
-        echo "OPENAI_API_KEY=${{ secrets.OPENAI_API_KEY || 'sk-test-key-for-github-actions-testing-only-not-real' }}" >> $GITHUB_ENV
-        echo "OPENAI_API_BASE=${{ secrets.OPENAI_API_BASE || 'https://api.openai.com/v1' }}" >> $GITHUB_ENV
-        echo "OPENAI_MODEL_NAME=gpt-4o-mini" >> $GITHUB_ENV
-        echo "PYTHONPATH=${{ github.workspace }}/src/praisonai-agents:$PYTHONPATH" >> $GITHUB_ENV
-    - name: Verify unit test collection
-      shell: bash
-      run: |
-        set -euo pipefail
-        cd src/praisonai
-        python -m pytest tests/unit/ \
-          -m "not provider_anthropic and not provider_google and not provider_ollama and not provider_grok_xai and not provider_groq and not provider_cohere" \
-          --ignore=tests/fixtures \
-          --collect-only -q --disable-warnings
-
-  test-core-unit:
-    name: test-core (${{ matrix.shard }})
-    needs: test-core-collect
-    runs-on: ubuntu-latest
-    timeout-minutes: 30
-    strategy:
-      fail-fast: false
-      matrix:
-        include:
-          - shard: cli
-            paths: >-
-              tests/unit/cli/
-              tests/unit/tui/
-            extra_ignore: --ignore=tests/unit/cli/test_message_queue.py
-          - shard: bots-gateway
-            workdir: src/praisonai-bot
-            paths: >-
-              tests/unit/bots/
-              tests/unit/gateway/
-              tests/unit/cli/
-              tests/unit/daemon/
-            extra_ignore: ""
-            pythonpath: >-
-              ${{ github.workspace }}/src/praisonai-agents:${{ github.workspace }}/src/praisonai-code
-          - shard: train
-            workdir: src/praisonai-train
-            paths: >-
-              tests/unit/train/
-            extra_ignore: ""
-            pythonpath: >-
-              ${{ github.workspace }}/src/praisonai-agents:${{ github.workspace }}/src/praisonai-code
-          - shard: mcp
-            workdir: src/praisonai-mcp
-            paths: >-
-              tests/mcp_server/
-            extra_ignore: ""
-            pythonpath: >-
-              ${{ github.workspace }}/src/praisonai-agents
-          - shard: sandbox
-            workdir: src/praisonai-sandbox
-            paths: >-
-              tests/
-            extra_ignore: ""
-            pythonpath: >-
-              ${{ github.workspace }}/src/praisonai-agents
-          - shard: deploy
-            workdir: src/praisonai-deploy
-            paths: >-
-              tests/
-            extra_ignore: ""
-            pythonpath: >-
-              ${{ github.workspace }}/src/praisonai-agents
-          - shard: subdirs
-            paths: >-
-              tests/unit/scheduler/
-              tests/unit/integrations/
-              tests/unit/mcp/
-              tests/unit/knowledge/
-              tests/unit/llm/
-              tests/unit/doctor/
-              tests/unit/code/
-              tests/unit/acp/
-              tests/unit/agent/
-              tests/unit/tools/
-              tests/unit/persistence/
-              tests/unit/security/
-              tests/unit/recipe/
-              tests/unit/storage/
-              tests/unit/rag/
-              tests/unit/replay/
-              tests/unit/escalation/
-              tests/unit/orchestration/
-              tests/unit/dev/
-              tests/unit/_dev/
-              tests/unit/context/
-              tests/unit/adapters/
-              tests/unit/templates/
-              tests/unit/suite_runner/
-              tests/unit/standardise/
-            extra_ignore: ""
-          - shard: root
-            paths: ""
-            extra_ignore: ""
-            root_glob: "true"
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
-    - name: Set up Python 3.11
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.11'
-    - name: Install UV
-      run: |
-        curl -LsSf https://astral.sh/uv/install.sh | sh
-        echo "$HOME/.local/bin" >> $GITHUB_PATH
-    - name: Install dependencies
-      run: |
-        cd src/praisonai
-        uv pip install --system duckduckgo_search
-        uv pip install --system pytest pytest-asyncio pytest-timeout pytest-xdist
-        uv pip install --system "praisonaiagents[knowledge]"
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        use-uv: "true"
-        wrapper-extras: ".[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
-    - name: Set environment variables
-      run: |
-        echo "OPENAI_API_KEY=${{ secrets.OPENAI_API_KEY || 'sk-test-key-for-github-actions-testing-only-not-real' }}" >> $GITHUB_ENV
-        echo "OPENAI_API_BASE=${{ secrets.OPENAI_API_BASE || 'https://api.openai.com/v1' }}" >> $GITHUB_ENV
-        echo "OPENAI_MODEL_NAME=gpt-4o-mini" >> $GITHUB_ENV
-        echo "PYTHONPATH=${{ github.workspace }}/src/praisonai-agents:$PYTHONPATH" >> $GITHUB_ENV
-    - name: Run unit shard
-      shell: bash
-      run: |
-        set -euo pipefail
-        WORKDIR="${{ matrix.workdir || 'src/praisonai' }}"
-        if [ "$WORKDIR" = "src/praisonai-sandbox" ]; then
-          bash "$GITHUB_WORKSPACE/scripts/check_c13_sandbox_imports.sh"
-        fi
-        if [ "$WORKDIR" = "src/praisonai-deploy" ]; then
-          bash "$GITHUB_WORKSPACE/scripts/check_c14_deploy_imports.sh"
-        fi
-        if [ "$WORKDIR" = "src/praisonai-mcp" ]; then
-          bash "$GITHUB_WORKSPACE/scripts/check_c12_mcp_imports.sh"
-        fi
-        cd "$WORKDIR"
-        if [ -n "${{ matrix.pythonpath || '' }}" ]; then
-          export PYTHONPATH="${{ matrix.pythonpath }}:${PYTHONPATH:-}"
-        fi
-        PYTEST_ARGS=(
-          -m "not slow and not network and not local_service and not provider_anthropic and not provider_google and not provider_ollama and not provider_grok_xai and not provider_groq and not provider_cohere"
-          -q --tb=line --disable-warnings
-          --timeout=60 -n 2 --dist loadfile
-          --ignore=tests/fixtures
-          --ignore=tests/e2e
-          --ignore=tests/live
-          --ignore=tests/unit/test_langflow_components.py
-        )
-        if [ "${{ matrix.root_glob || 'false' }}" = "true" ]; then
-          shopt -s nullglob
-          ROOT_TESTS=(tests/unit/test_*.py)
-          shopt -u nullglob
-          EXCLUDE=(tests/unit/test_langflow_components.py)
-          FILTERED=()
-          for t in "${ROOT_TESTS[@]}"; do
-            skip=false
-            for e in "${EXCLUDE[@]}"; do
-              if [ "$t" = "$e" ]; then skip=true; break; fi
-            done
-            if [ "$skip" = false ]; then FILTERED+=("$t"); fi
-          done
-          if [ ${#FILTERED[@]} -eq 0 ]; then
-            echo "No root unit tests matched"
-            exit 0
-          fi
-          python -m pytest "${FILTERED[@]}" "${PYTEST_ARGS[@]}"
-        else
-          python -m pytest ${{ matrix.paths }} "${PYTEST_ARGS[@]}" ${{ matrix.extra_ignore }}
-        fi
-
-  test-core-integration:
-    name: test-core-integration
-    needs: test-core-unit
-    runs-on: ubuntu-latest
-    timeout-minutes: 25
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
-    - name: Set up Python 3.11
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.11'
-    - name: Install UV
-      run: |
-        curl -LsSf https://astral.sh/uv/install.sh | sh
-        echo "$HOME/.local/bin" >> $GITHUB_PATH
-    - name: Install dependencies
-      run: |
-        uv pip install --system duckduckgo_search
-        uv pip install --system pytest pytest-asyncio pytest-timeout
-        uv pip install --system "praisonaiagents[knowledge]"
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        use-uv: "true"
-        wrapper-extras: ".[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
-    - name: Set environment variables
-      run: |
-        echo "OPENAI_API_KEY=${{ secrets.OPENAI_API_KEY || 'sk-test-key-for-github-actions-testing-only-not-real' }}" >> $GITHUB_ENV
-        echo "OPENAI_API_BASE=${{ secrets.OPENAI_API_BASE || 'https://api.openai.com/v1' }}" >> $GITHUB_ENV
-        echo "OPENAI_MODEL_NAME=gpt-4o-mini" >> $GITHUB_ENV
-        echo "PYTHONPATH=${{ github.workspace }}/src/praisonai-agents:$PYTHONPATH" >> $GITHUB_ENV
-    - name: Run integration tests
-      shell: bash
-      run: |
-        set -euo pipefail
-        cd src/praisonai
-        python -m pytest tests/integration/ \
-          -m "not slow and not network and not local_service and not provider_anthropic and not provider_google and not provider_ollama and not provider_grok_xai and not provider_groq and not provider_cohere" \
-          -q --tb=line --disable-warnings \
-          --timeout=120 \
-          --ignore=tests/fixtures \
-          --ignore=tests/e2e \
-          --ignore=tests/live \
-          --ignore=tests/integration/test_tracker_complex_tasks.py \
-          --ignore=tests/integration/test_serve_integration.py
-
-  helm-charts:
-    name: helm-charts
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
-    - name: Setup Helm
-      uses: azure/setup-helm@v3
-      with:
-        version: v3.14.4
-    - name: Lint and template Helm charts
-      shell: bash
-      run: |
-        set -euo pipefail
-        bash "$GITHUB_WORKSPACE/scripts/check_helm_charts.sh"
-
   test-core:
-    name: test-core
-    needs: [test-core-collect, test-core-unit, test-core-integration, helm-charts]
-    if: always()
     runs-on: ubuntu-latest
-    timeout-minutes: 5
+    timeout-minutes: 15
+    strategy:
+      matrix:
+        python-version: [3.11]
+    
     steps:
-    - name: Report Core Tests result
-      shell: bash
+    - name: Checkout code
+      uses: actions/checkout@v4
+
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v5
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Install UV
       run: |
-        set -euo pipefail
-        collect='${{ needs.test-core-collect.result }}'
-        unit='${{ needs.test-core-unit.result }}'
-        integration='${{ needs.test-core-integration.result }}'
-        helm='${{ needs.helm-charts.result }}'
-        echo "collect=$collect unit=$unit integration=$integration helm=$helm"
-        if [ "$collect" != "success" ] || [ "$unit" != "success" ] || [ "$integration" != "success" ] || [ "$helm" != "success" ]; then
-          echo "Core Tests failed"
-          exit 1
+        curl -LsSf https://astral.sh/uv/install.sh | sh
+        echo "$HOME/.local/bin" >> $GITHUB_PATH
+
+
+    - name: Install dependencies
+      run: |
+        cd src/praisonai
+        uv pip install --system ."[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
+        uv pip install --system duckduckgo_search
+        uv pip install --system pytest pytest-asyncio pytest-cov pytest-timeout
+        # Install knowledge dependencies from praisonai-agents
+        uv pip install --system "praisonaiagents[knowledge]"
+
+    - name: Set environment variables
+      run: |
+        echo "OPENAI_API_KEY=${{ secrets.OPENAI_API_KEY || 'sk-test-key-for-github-actions-testing-only-not-real' }}" >> $GITHUB_ENV
+        echo "OPENAI_API_BASE=${{ secrets.OPENAI_API_BASE || 'https://api.openai.com/v1' }}" >> $GITHUB_ENV
+        echo "OPENAI_MODEL_NAME=${{ secrets.OPENAI_MODEL_NAME || 'gpt-5-nano' }}" >> $GITHUB_ENV
+        echo "LOGLEVEL=DEBUG" >> $GITHUB_ENV
+        echo "PYTHONPATH=${{ github.workspace }}/src/praisonai-agents:$PYTHONPATH" >> $GITHUB_ENV
+        # Also export to current shell session for immediate availability
+        export OPENAI_API_KEY="${{ secrets.OPENAI_API_KEY || 'sk-test-key-for-github-actions-testing-only-not-real' }}"
+        export OPENAI_API_BASE="${{ secrets.OPENAI_API_BASE || 'https://api.openai.com/v1' }}"
+        export OPENAI_MODEL_NAME="${{ secrets.OPENAI_MODEL_NAME || 'gpt-5-nano' }}"
+        export LOGLEVEL=DEBUG
+        # Verify immediate availability
+        echo "🔧 Immediate verification in same step:"
+        echo "  OPENAI_API_KEY length in current session: ${#OPENAI_API_KEY}"
+        echo "  OPENAI_API_KEY starts with sk-: $(echo "$OPENAI_API_KEY" | grep -q '^sk-' && echo 'YES' || echo 'NO')"
+
+    - name: Debug API Key Status
+      run: |
+        echo "🔍 Checking API key availability..."
+        if [ -n "${{ secrets.OPENAI_API_KEY }}" ]; then
+          echo "✅ GitHub secret OPENAI_API_KEY is available"
+          echo "🔑 API key starts with: $(echo "$OPENAI_API_KEY" | cut -c1-7)..."
+        else
+          echo "⚠️ GitHub secret OPENAI_API_KEY is NOT set - using fallback"
+          echo "🔑 Using fallback key: sk-test-key..."
         fi
-        echo "Core Tests passed"
+        echo "🌐 API Base: $OPENAI_API_BASE"
+        echo "🤖 Model: $OPENAI_MODEL_NAME"
+        echo "🐛 Log Level: $LOGLEVEL"
+        echo "📊 Environment Check:"
+        echo "  - OPENAI_API_KEY length: ${#OPENAI_API_KEY}"
+        echo "  - OPENAI_API_BASE: $OPENAI_API_BASE"
+        echo "  - OPENAI_MODEL_NAME: $OPENAI_MODEL_NAME"
+        echo "  - LOGLEVEL: $LOGLEVEL"
+        echo "🔍 Is API key actually set?"
+        echo "  - API key starts with sk-: $(echo "$OPENAI_API_KEY" | grep -q '^sk-' && echo 'YES' || echo 'NO')"
+        echo "  - API key is not test key: $([ "$OPENAI_API_KEY" != 'sk-test-key-for-github-actions-testing-only-not-real' ] && echo 'YES' || echo 'NO')"
+
+    - name: Debug Environment Variables Raw
+      run: |
+        echo "🔧 Raw environment variable check:"
+        echo "OPENAI_API_KEY set: $(if [ -n "$OPENAI_API_KEY" ]; then echo 'YES'; else echo 'NO'; fi)"
+        echo "OPENAI_API_KEY length: ${#OPENAI_API_KEY}"
+        echo "OPENAI_API_KEY first 10 chars: ${OPENAI_API_KEY:0:10}"
+        echo "OPENAI_API_KEY last 5 chars: ${OPENAI_API_KEY: -5}"
+        printenv | grep OPENAI || echo "No OPENAI env vars found"
+
+    - name: Debug Python Environment Variables  
+      run: |
+        python -c "
+        import os
+        print('🐍 Python Environment Variable Check:')
+        api_key = os.environ.get('OPENAI_API_KEY', 'NOT_SET')
+        if api_key != 'NOT_SET':
+            print(f'  ✅ OPENAI_API_KEY: {api_key[:7]}... (length: {len(api_key)})')
+        else:
+            print('  ❌ OPENAI_API_KEY: NOT_SET')
+        print(f'  🌐 OPENAI_API_BASE: {os.environ.get(\"OPENAI_API_BASE\", \"NOT_SET\")}')
+        print(f'  🤖 OPENAI_MODEL_NAME: {os.environ.get(\"OPENAI_MODEL_NAME\", \"NOT_SET\")}')
+        print(f'  📋 All OPENAI env vars:')
+        for key, value in os.environ.items():
+            if key.startswith('OPENAI'):
+                print(f'    {key}: {value[:10] if len(value) > 10 else value}...')
+        "
+
+    - name: Validate API Key
+      run: |
+        echo "🔑 Testing API key validity with minimal OpenAI call..."
+        python -c "
+        import os
+        try:
+            from openai import OpenAI
+            client = OpenAI(api_key=os.environ.get('OPENAI_API_KEY'))
+            response = client.models.list()
+            print('✅ API Key is VALID - OpenAI responded successfully')
+            print(f'📊 Available models: {len(list(response.data))} models found')
+        except Exception as e:
+            print(f'❌ API Key is INVALID - Error: {e}')
+            print('🔍 This explains why all API-dependent tests are failing')
+            print('💡 The GitHub secret OPENAI_API_KEY needs to be updated with a valid key')
+        "
+      continue-on-error: true
+
+    - name: Debug PraisonAI API Key Usage
+      env:
+        OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY || 'sk-test-key-for-github-actions-testing-only-not-real' }}
+        OPENAI_API_BASE: ${{ secrets.OPENAI_API_BASE || 'https://api.openai.com/v1' }}
+        OPENAI_MODEL_NAME: ${{ secrets.OPENAI_MODEL_NAME || 'gpt-5-nano' }}
+        LOGLEVEL: DEBUG
+      run: |
+        echo "🔍 Testing PraisonAI API key usage directly..."
+        cd src/praisonai
+        python -c "
+        import os
+        import sys
+        sys.path.insert(0, '.')
+        
+        # Attempt to import SecretStr, otherwise use a dummy class
+        try:
+            from pydantic.types import SecretStr
+        except ImportError:
+            class SecretStr:  # Dummy class if pydantic is not available in this minimal context
+                def __init__(self, value): self._value = value
+                def get_secret_value(self): return self._value
+
+        def get_key_display_value(key_value):
+            if isinstance(key_value, SecretStr):
+                return key_value.get_secret_value()[:10] if key_value.get_secret_value() else 'EMPTY_SECRET'
+            elif isinstance(key_value, str):
+                return key_value[:10] if key_value != 'nokey' and key_value != 'NOT_SET' else key_value
+            return 'INVALID_TYPE'
+
+        print('🔧 Direct PraisonAI API Key Check:')
+        env_api_key = os.environ.get(\"OPENAI_API_KEY\", \"NOT_SET\")
+        print(f'Environment OPENAI_API_KEY: {get_key_display_value(env_api_key)}...')
+        
+        from praisonai import PraisonAI
+        praisonai = PraisonAI()
+        
+        print(f'PraisonAI config_list: {praisonai.config_list}')
+        api_key_from_config = praisonai.config_list[0].get('api_key', 'NOT_SET')
+        print(f'API key from PraisonAI config: {get_key_display_value(api_key_from_config)}...')
+        
+        from praisonai.inc.models import PraisonAIModel
+        
+        print('\\n🧪 Testing PraisonAIModel with explicit API key (CrewAI method):')
+        model_with_explicit_key = PraisonAIModel(
+            model='openai/gpt-5-nano',
+            base_url=praisonai.config_list[0].get('base_url'),
+            api_key=api_key_from_config # This will be a string from praisonai.config_list
+        )
+        print(f'  Model: {model_with_explicit_key.model}')
+        print(f'  Model name: {model_with_explicit_key.model_name}')
+        print(f'  API key var: {model_with_explicit_key.api_key_var}')
+        # model_with_explicit_key.api_key is now a string, or 'nokey'
+        print(f'  API key (explicitly passed to PraisonAIModel): {get_key_display_value(model_with_explicit_key.api_key)}...')
+        print(f'  Base URL: {model_with_explicit_key.base_url}')
+        
+        try:
+            llm_instance = model_with_explicit_key.get_model()
+            print(f'  ✅ LLM instance created successfully: {type(llm_instance).__name__}')
+            
+            # langchain_openai.ChatOpenAI stores the key in openai_api_key as SecretStr
+            llm_api_key_attr = getattr(llm_instance, 'openai_api_key', 'NOT_FOUND')
+            if llm_api_key_attr != 'NOT_FOUND':
+                 print(f'  LLM instance API key: {get_key_display_value(llm_api_key_attr)}...')
+            else:
+                print(f'  LLM instance API key attribute not found.')
+        except Exception as e:
+            print(f'  ❌ Failed to create LLM instance: {e}')
+            import traceback
+            traceback.print_exc()
+        "
+      continue-on-error: true
+
+    - name: Run Unit Tests
+      run: |
+        cd src/praisonai && python -m pytest tests/unit/ -v --tb=short --disable-warnings --cov=praisonai --cov-report=term-missing --cov-report=xml --cov-branch || echo "Some tests failed - see output above"
+      continue-on-error: true
+
+    - name: Run Integration Tests  
+      run: |
+        cd src/praisonai && python -m pytest tests/integration/ -v --tb=short --disable-warnings
+
+    - name: Debug Directory Structure
+      run: |
+        echo "🔍 Debugging directory structure for CrewAI tests..."
+        cd src/praisonai
+        echo "Current working directory: $(pwd)"
+        echo "📁 Contents of current directory:"
+        ls -la
+        echo ""
+        echo "📁 Contents of tests directory:"
+        ls -la tests/ || echo "❌ tests/ directory not found"
+        echo ""
+        echo "📁 Contents of tests/integration:"
+        ls -la tests/integration/ || echo "❌ tests/integration/ directory not found"
+        echo ""
+        echo "📁 Looking for crewai directory:"
+        find . -name "crewai" -type d 2>/dev/null || echo "❌ No crewai directories found"
+        echo ""
+        echo "📁 Full directory tree of tests:"
+        tree tests/ || find tests/ -type d 2>/dev/null || echo "❌ Cannot explore tests directory"
+
+    - name: Test AutoGen Framework
+      run: |
+        echo "🤖 Testing AutoGen Framework Integration..."
+        cd src/praisonai && python tests/test_runner.py --pattern autogen --verbose
+
+    - name: Test CrewAI Framework
+      run: |
+        echo "⛵ Testing CrewAI Framework Integration..."
+        cd src/praisonai
+        echo "🔍 Trying test runner first..."
+        python tests/test_runner.py --pattern crewai --verbose || {
+          echo "❌ Test runner failed, trying direct pytest..."
+          echo "📁 Current directory: $(pwd)"
+          echo "📁 Looking for CrewAI tests..."
+          find . -name "*crewai*" -type f 2>/dev/null
+          echo "🧪 Trying direct pytest on integration/crewai..."
+          python -m pytest tests/integration/crewai/ -v --tb=short --disable-warnings || {
+            echo "❌ Direct path failed, trying relative path..."
+            python -m pytest integration/crewai/ -v --tb=short --disable-warnings || {
+              echo "❌ All CrewAI test attempts failed"
+              exit 1
+            }
+          }
+        }
+
+    - name: Run Legacy Tests with API Key
+      env:
+        OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY || 'sk-test-key-for-github-actions-testing-only-not-real' }}
+        OPENAI_API_BASE: ${{ secrets.OPENAI_API_BASE || 'https://api.openai.com/v1' }}
+        OPENAI_MODEL_NAME: ${{ secrets.OPENAI_MODEL_NAME || 'gpt-5-nano' }}
+        LOGLEVEL: DEBUG
+      run: |
+        echo "🧪 Running legacy tests with real API key..."
+        echo "🔧 Final environment check before pytest:"
+        echo "  OPENAI_API_KEY set: $([ -n "$OPENAI_API_KEY" ] && echo 'YES' || echo 'NO')"
+        echo "  OPENAI_API_KEY length: ${#OPENAI_API_KEY}"
+        echo "  OPENAI_API_KEY starts with sk-: $(echo "$OPENAI_API_KEY" | grep -q '^sk-' && echo 'YES' || echo 'NO')"
+        export OPENAI_API_KEY="$OPENAI_API_KEY"
+        export OPENAI_API_BASE="$OPENAI_API_BASE"
+        export OPENAI_MODEL_NAME="$OPENAI_MODEL_NAME"
+        cd src/praisonai && python -m pytest tests/test.py -v --tb=short --disable-warnings -m "not real" --timeout=60
+
+    - name: Upload coverage reports to Codecov
+      if: matrix.python-version == '3.11'
+      uses: codecov/codecov-action@v5
+      with:
+        token: ${{ secrets.CODECOV_TOKEN }}
+        file: src/praisonai/coverage.xml
+        flags: core-tests
+        name: core-tests-coverage
+        fail_ci_if_error: false
+        verbose: true
+
+    - name: Upload Coverage Reports (Artifacts)
+      if: matrix.python-version == '3.11'
+      uses: actions/upload-artifact@v4
+      with:
+        name: coverage-reports
+        path: |
+          src/praisonai/.coverage
+          src/praisonai/htmlcov/
+          src/praisonai/coverage.xml
+        retention-days: 7

.github/workflows/test-extended.yml

@@ -1,9 +1,14 @@
 name: Extended Tests
 
 on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
   schedule:
+    # Run nightly at 2 AM UTC
     - cron: '0 2 * * *'
-  workflow_dispatch:
+  workflow_dispatch:  # Allow manual triggering
 
 jobs:
   test-examples:
@@ -13,8 +18,6 @@ jobs:
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
-      with:
-        persist-credentials: false
 
     - name: Set up Python
       uses: actions/setup-python@v5
@@ -29,12 +32,11 @@ jobs:
 
     - name: Install dependencies
       run: |
+        cd src/praisonai
+        uv pip install --system ."[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
         uv pip install --system duckduckgo_search
+        # Install knowledge dependencies from praisonai-agents
         uv pip install --system "praisonaiagents[knowledge]"
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        use-uv: "true"
-        wrapper-extras: ".[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
 
     - name: Set environment variables
       run: |
@@ -80,8 +82,6 @@ jobs:
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
-      with:
-        persist-credentials: false
 
     - name: Set up Python
       uses: actions/setup-python@v5
@@ -96,12 +96,11 @@ jobs:
 
     - name: Install dependencies
       run: |
+        cd src/praisonai
+        uv pip install --system ."[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
         uv pip install --system pytest pytest-benchmark
+        # Install knowledge dependencies from praisonai-agents
         uv pip install --system "praisonaiagents[knowledge]"
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        use-uv: "true"
-        wrapper-extras: ".[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
 
     - name: Set environment variables
       run: |

.github/workflows/test-frameworks.yml

@@ -33,8 +33,6 @@ jobs:
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
-      with:
-        persist-credentials: false
 
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v5
@@ -49,12 +47,10 @@ jobs:
 
     - name: Install dependencies
       run: |
+        cd src/praisonai
+        uv pip install --system ."[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
         uv pip install --system duckduckgo_search
         uv pip install --system pytest pytest-asyncio pytest-cov pytest-timeout
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        use-uv: "true"
-        wrapper-extras: ".[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
 
     - name: Set environment variables
       run: |

.github/workflows/test-optimized.yml

@@ -3,16 +3,8 @@ name: Optimized Test Suite
 on: 
   push:
     branches: [ main, develop ]
-    paths:
-      - 'src/**'
-      - 'pyproject.toml'
-      - '.github/workflows/test-optimized.yml'
   pull_request:
     branches: [ main, develop ]
-    paths:
-      - 'src/**'
-      - 'pyproject.toml'
-      - '.github/workflows/test-optimized.yml'
   schedule:
     # Nightly extended tests at 3 AM UTC
     - cron: '0 3 * * *'
@@ -42,11 +34,10 @@ jobs:
   # ============================================
   smoke:
     runs-on: ubuntu-latest
-    timeout-minutes: 12
+    timeout-minutes: 5
     steps:
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+    
     - name: Set up Python 3.11
       uses: actions/setup-python@v5
       with:
@@ -64,233 +55,28 @@ jobs:
     - name: Install minimal dependencies
       run: |
         pip install --upgrade pip
+        # Install praisonai-agents with all deps (required for tests)
+        cd src/praisonai-agents
+        pip install -e ".[all]"
+        cd ../praisonai
+        pip install -e ".[chat,code]"
         pip install pytest pytest-asyncio pytest-timeout prompt_toolkit
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        agents-extras: ".[all]"
-        wrapper-extras: ".[chat,code]"
     
     - name: Run Smoke Tests
       env:
         PRAISONAI_TEST_TIER: smoke
         PRAISONAI_ALLOW_NETWORK: '0'
-        OPENAI_MODEL_NAME: gpt-4o-mini
-      shell: bash
       run: |
-        set -euo pipefail
         cd src/praisonai
-        python -m pytest tests/unit/test_c5_backward_compat.py \
-          tests/unit/test_c7_1_boundaries.py \
-          tests/unit/test_c9_backward_compat.py \
-          tests/unit/test_c9_1_boundaries.py \
-          tests/unit/test_c11_browser_backward_compat.py \
-          tests/unit/test_c12_mcp_backward_compat.py \
-          tests/unit/test_c13_sandbox_backward_compat.py \
-          tests/unit/test_c14_deploy_backward_compat.py \
-          -q --tb=line --timeout=30 --maxfail=5
+        # Run only CLI tests for smoke - fast and critical path
         python -m pytest tests/unit/cli/ \
-          ../praisonai-bot/tests/unit/cli/test_onboard_command.py \
-          ../praisonai-bot/tests/unit/cli/test_onboard_non_interactive.py \
           -m "not slow and not network" \
           -q --tb=line \
           --timeout=30 \
           --ignore=tests/fixtures \
           --ignore=tests/unit/cli/test_message_queue.py \
-          --maxfail=5
-
-    - name: Standalone praisonai-code import smoke
-      shell: bash
-      run: |
-        set -euo pipefail
-        python -m venv /tmp/praisonai-code-standalone
-        /tmp/praisonai-code-standalone/bin/pip install -q -e src/praisonai-agents -e src/praisonai-code
-        /tmp/praisonai-code-standalone/bin/python -c "
-        import praisonai_code
-        from praisonai_code.cli.configuration.resolver import ConfigResolver
-        from praisonai_code._version import get_package_version
-        from praisonai_code.llm.credentials import is_configured
-        from praisonai_code.llm.catalogue import ModelCatalogue
-        import toml
-        assert hasattr(ConfigResolver, '__name__')
-        assert callable(is_configured)
-        assert ModelCatalogue().list_models(provider='openai')
-        import praisonai_code.cli.main
-        import praisonai_code.cli.app
-        from praisonai_code.tool_resolver import ToolResolver
-        assert ToolResolver is not None
-        print('standalone ok', get_package_version(), 'toml', toml.__version__)
-        "
-        /tmp/praisonai-code-standalone/bin/praisonai-code --version
-        /tmp/praisonai-code-standalone/bin/praisonai-code run --help
-        cd src/praisonai-code
-        for f in praisonai_code/cli/main.py praisonai_code/cli/app.py \
-                 praisonai_code/cli/commands/run.py praisonai_code/cli/commands/chat.py \
-                 praisonai_code/cli/commands/code.py; do
-          if grep -E '^from praisonai\.|^import praisonai' "$f"; then
-            echo "FAIL: module-level wrapper import in $f"
-            exit 1
-          fi
-        done
-        echo "C7 hot-path import gate ok"
-        bash "$GITHUB_WORKSPACE/scripts/check_c7_imports.sh"
-        # Standalone actions run (no wrapper); default run/chat require praisonai
-        set +e
-        RUN_OUT=$(timeout 90 /tmp/praisonai-code-standalone/bin/praisonai-code run --output actions "Say hello in one word" 2>&1)
-        RUN_CODE=$?
-        set -e
-        echo "$RUN_OUT" | tail -20
-        if echo "$RUN_OUT" | grep -qE 'ImportError|ModuleNotFoundError: No module named .praisonai'; then
-          echo "FAIL: standalone actions run hit wrapper import error"
-          exit 1
-        fi
-        echo "standalone actions run import gate ok (exit $RUN_CODE)"
-        set +e
-        DEFAULT_RUN=$(timeout 15 /tmp/praisonai-code-standalone/bin/praisonai-code run "hi" 2>&1)
-        set -e
-        echo "$DEFAULT_RUN" | tail -10
-        if ! echo "$DEFAULT_RUN" | grep -qi 'install praisonai'; then
-          echo "FAIL: default run should prompt for praisonai wrapper install"
-          exit 1
-        fi
-        echo "default run wrapper gate ok"
-        set +e
-        CHAT_RUN=$(timeout 10 /tmp/praisonai-code-standalone/bin/praisonai-code chat 2>&1)
-        set -e
-        echo "$CHAT_RUN" | tail -10
-        if ! echo "$CHAT_RUN" | grep -qi 'install praisonai'; then
-          echo "FAIL: chat should prompt for praisonai wrapper install"
-          exit 1
-        fi
-        echo "chat wrapper gate ok"
-
-    - name: Standalone praisonai-bot smoke (C9)
-      run: |
-        set -euo pipefail
-        python -m venv /tmp/praisonai-bot-standalone
-        /tmp/praisonai-bot-standalone/bin/pip install -q -e src/praisonai-agents -e src/praisonai-bot
-        /tmp/praisonai-bot-standalone/bin/python -c "
-        from praisonai_bot._version import __version__ as pkg_version
-        import praisonai_bot
-        from praisonai_bot.bots import Bot
-        from praisonai_bot.bots._registry import resolve_adapter
-        from praisonai_bot.scheduler.executor import ScheduledAgentExecutor
-        from praisonai_bot.gateway import WebSocketGateway
-        assert praisonai_bot.__version__ == pkg_version
-        telegram = resolve_adapter('telegram')
-        assert telegram.__name__ == 'TelegramBot'
-        assert telegram.__module__.startswith('praisonai_bot.bots.')
-        assert ScheduledAgentExecutor.__module__.startswith('praisonai_bot.')
-        print('bot standalone ok', praisonai_bot.__version__, telegram.__name__)
-        "
-        /tmp/praisonai-bot-standalone/bin/praisonai-bot --help
-        bash "$GITHUB_WORKSPACE/scripts/check_c9_bot_imports.sh"
-        bash "$GITHUB_WORKSPACE/scripts/check_bot_code_imports.sh"
-        /tmp/praisonai-bot-standalone/bin/python -c "
-        import praisonai_bot.cli.commands.bot as bot_cmd
-        import praisonai_bot.cli.commands.gateway as gw_cmd
-        print('bot command modules import ok', bot_cmd.app, gw_cmd.app)
-        "
-
-    - name: Standalone praisonai-train smoke (C10)
-      run: |
-        set -euo pipefail
-        python -m venv /tmp/praisonai-train-standalone
-        /tmp/praisonai-train-standalone/bin/pip install -q -e src/praisonai-agents -e src/praisonai-train
-        /tmp/praisonai-train-standalone/bin/python -c "
-        import sys
-        from praisonai_train._version import __version__ as pkg_version
-        import praisonai_train
-        assert praisonai_train.__version__ == pkg_version
-        trainer_cls = praisonai_train.AgentTrainer
-        scenario_cls = praisonai_train.TrainingScenario
-        assert trainer_cls.__module__.startswith('praisonai_train.')
-        for heavy in ('torch', 'unsloth', 'trl', 'datasets'):
-            assert heavy not in sys.modules, f'{heavy} imported eagerly'
-        print('train standalone ok', praisonai_train.__version__, trainer_cls.__name__)
-        "
-        /tmp/praisonai-train-standalone/bin/praisonai-train --help
-        /tmp/praisonai-train-standalone/bin/python -c "
-        import praisonai_train.cli.commands.train as train_cmd
-        print('train command module imports ok', train_cmd.app)
-        "
-        bash "$GITHUB_WORKSPACE/scripts/check_c10_train_imports.sh"
-
-    - name: Standalone praisonai-browser smoke (C11)
-      run: |
-        set -euo pipefail
-        python -m venv /tmp/praisonai-browser-standalone
-        /tmp/praisonai-browser-standalone/bin/pip install -q -e src/praisonai-agents -e src/praisonai-browser
-        /tmp/praisonai-browser-standalone/bin/python -c "
-        import sys
-        from praisonai_browser._version import __version__ as pkg_version
-        import praisonai_browser
-        assert praisonai_browser.__version__ == pkg_version
-        server_cls = praisonai_browser.BrowserServer
-        assert server_cls.__name__ == 'BrowserServer'
-        for heavy in ('fastapi', 'uvicorn', 'playwright'):
-            assert heavy not in sys.modules, f'{heavy} imported eagerly'
-        print('browser standalone ok', praisonai_browser.__version__, server_cls.__name__)
-        "
-        /tmp/praisonai-browser-standalone/bin/praisonai-browser --help
-        bash "$GITHUB_WORKSPACE/scripts/check_c11_browser_imports.sh"
-        python -m pytest src/praisonai-browser/tests/browser/test_protocol_compliance.py -q -m "not network"
-
-    - name: Standalone praisonai-mcp smoke (C12)
-      run: |
-        set -euo pipefail
-        python -m venv /tmp/praisonai-mcp-standalone
-        /tmp/praisonai-mcp-standalone/bin/pip install -q -e src/praisonai-agents -e src/praisonai-mcp
-        /tmp/praisonai-mcp-standalone/bin/python -c "
-        import sys
-        from praisonai_mcp._version import __version__ as pkg_version
-        import praisonai_mcp
-        assert praisonai_mcp.__version__ == pkg_version
-        for heavy in ('fastapi', 'uvicorn'):
-            assert heavy not in sys.modules, f'{heavy} imported eagerly'
-        print('mcp standalone ok', praisonai_mcp.__version__)
-        "
-        /tmp/praisonai-mcp-standalone/bin/praisonai-mcp --help
-        bash "$GITHUB_WORKSPACE/scripts/check_c12_mcp_imports.sh"
-        python -m pytest src/praisonai-mcp/tests/mcp_server -q -m "not network"
-
-    - name: Standalone praisonai-sandbox smoke (C13)
-      run: |
-        set -euo pipefail
-        python -m venv /tmp/praisonai-sandbox-standalone
-        /tmp/praisonai-sandbox-standalone/bin/pip install -q -e src/praisonai-agents -e src/praisonai-sandbox
-        /tmp/praisonai-sandbox-standalone/bin/python -c "
-        from praisonai_sandbox._version import __version__ as pkg_version
-        import praisonai_sandbox
-        assert praisonai_sandbox.__version__ == pkg_version
-        for heavy in ('docker', 'modal', 'e2b'):
-            assert heavy not in __import__('sys').modules
-        print('sandbox standalone ok', praisonai_sandbox.__version__)
-        "
-        /tmp/praisonai-sandbox-standalone/bin/praisonai-sandbox --help
-        bash "$GITHUB_WORKSPACE/scripts/check_c13_sandbox_imports.sh"
-        python -m pytest src/praisonai-sandbox/tests -q -m "not network"
-
-    - name: Standalone praisonai-deploy smoke (C14)
-      run: |
-        set -euo pipefail
-        python -m venv /tmp/praisonai-deploy-standalone
-        /tmp/praisonai-deploy-standalone/bin/pip install -q -e src/praisonai-agents -e src/praisonai-deploy
-        /tmp/praisonai-deploy-standalone/bin/python -c "
-        from praisonai_deploy._version import __version__ as pkg_version
-        import praisonai_deploy
-        assert praisonai_deploy.__version__ == pkg_version
-        assert 'main' not in __import__('sys').modules
-        print('deploy standalone ok', praisonai_deploy.__version__)
-        "
-        /tmp/praisonai-deploy-standalone/bin/praisonai-deploy --help
-        bash "$GITHUB_WORKSPACE/scripts/check_c14_deploy_imports.sh"
-        python -m pytest src/praisonai-deploy/tests -q -m "not network"
-
-    - name: Audit hybrid module imports (C8 full stack)
-      run: |
-        set -euo pipefail
-        pip install -q -e src/praisonai-agents -e src/praisonai-code -e src/praisonai-bot -e src/praisonai-train -e src/praisonai-browser -e src/praisonai-mcp -e src/praisonai-sandbox -e src/praisonai-deploy -e src/praisonai
-        python scripts/audit_hybrid_modules.py
+          --maxfail=5 \
+          || echo "Some smoke tests failed"
     
     - name: Smoke Test Summary
       if: always()
@@ -303,15 +89,14 @@ jobs:
   main:
     needs: smoke
     runs-on: ubuntu-latest
-    timeout-minutes: 30
+    timeout-minutes: 10
     strategy:
       matrix:
         python-version: ['3.11']
     
     steps:
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+    
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v5
       with:
@@ -329,44 +114,43 @@ jobs:
     - name: Install dependencies
       run: |
         pip install --upgrade pip
+        # Install praisonai-agents with all deps (required for tests)
+        cd src/praisonai-agents
+        pip install -e ".[all]"
+        cd ../praisonai
+        pip install -e ".[crewai,autogen]"
         pip install pytest pytest-asyncio pytest-timeout pytest-cov pytest-xdist
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        agents-extras: ".[all]"
-        wrapper-extras: ".[crewai,autogen,ui,chat]"
     
     - name: Run Main Tests
       env:
         PRAISONAI_TEST_TIER: main
         PRAISONAI_ALLOW_NETWORK: '0'
-        OPENAI_MODEL_NAME: gpt-4o-mini
         OPENAI_API_KEY: 'test-key'
         ANTHROPIC_API_KEY: 'test-key'
         GOOGLE_API_KEY: 'test-key'
-      shell: bash
       run: |
-        set -euo pipefail
         cd src/praisonai
-        python -m pytest tests/unit/ \
-          -m "not slow and not network and not local_service and not provider_anthropic and not provider_google and not provider_ollama and not provider_grok_xai and not provider_groq and not provider_cohere" \
+        python -m pytest tests/unit/ tests/integration/ \
+          -m "not provider_anthropic and not provider_google and not provider_ollama and not provider_grok_xai and not provider_groq and not provider_cohere" \
           -q --tb=line \
           --timeout=60 \
           --ignore=tests/fixtures \
           --ignore=tests/e2e \
           --ignore=tests/live \
           --ignore=tests/unit/jobs \
-          --ignore=tests/unit/test_langflow_components.py \
+          --ignore=tests/unit/api \
           --cov=praisonai \
           --cov-report=xml \
-          -n 2 --dist loadfile \
-          --maxfail=10
+          -n 4 \
+          --maxfail=10 \
+          || echo "Some tests failed"
     
     - name: Upload coverage
       if: matrix.python-version == '3.11'
       uses: codecov/codecov-action@v5
       with:
-        token: ${{ secrets.CODECOV_TOKEN || '' }}
-        files: src/praisonai/coverage.xml
+        token: ${{ secrets.CODECOV_TOKEN }}
+        file: src/praisonai/coverage.xml
         flags: main-tests
         fail_ci_if_error: false
 
@@ -393,8 +177,6 @@ jobs:
         fi
     
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
       if: steps.check-key.outputs.has_key == 'true'
     
     - name: Set up Python 3.11
@@ -416,12 +198,11 @@ jobs:
       if: steps.check-key.outputs.has_key == 'true'
       run: |
         pip install --upgrade pip
+        cd src/praisonai-agents
+        pip install -e ".[all]"
+        cd ../praisonai
+        pip install -e ".[openai]"
         pip install pytest pytest-asyncio pytest-timeout
-    - uses: ./.github/actions/install-monorepo-packages
-      if: steps.check-key.outputs.has_key == 'true'
-      with:
-        agents-extras: ".[all]"
-        wrapper-extras: ".[openai]"
     
     - name: Run OpenAI Live Tests
       if: steps.check-key.outputs.has_key == 'true'
@@ -466,8 +247,6 @@ jobs:
         fi
     
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
       if: steps.check-key.outputs.has_key == 'true'
     
     - name: Set up Python 3.11
@@ -480,12 +259,11 @@ jobs:
       if: steps.check-key.outputs.has_key == 'true'
       run: |
         pip install --upgrade pip
+        cd src/praisonai-agents
+        pip install -e ".[all]"
+        cd ../praisonai
+        pip install -e ".[anthropic]"
         pip install pytest pytest-asyncio pytest-timeout
-    - uses: ./.github/actions/install-monorepo-packages
-      if: steps.check-key.outputs.has_key == 'true'
-      with:
-        agents-extras: ".[all]"
-        wrapper-extras: ".[anthropic]"
     
     - name: Run Anthropic Tests
       if: steps.check-key.outputs.has_key == 'true'
@@ -515,10 +293,8 @@ jobs:
     steps:
     - name: Check if Google key is available
       id: check-key
-      env:
-        GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
       run: |
-        if [ -n "$GOOGLE_API_KEY" ]; then
+        if [ -n "${{ secrets.GOOGLE_API_KEY }}" ]; then
           echo "has_key=true" >> $GITHUB_OUTPUT
         else
           echo "has_key=false" >> $GITHUB_OUTPUT
@@ -526,8 +302,6 @@ jobs:
         fi
     
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
       if: steps.check-key.outputs.has_key == 'true'
     
     - name: Set up Python 3.11
@@ -540,12 +314,11 @@ jobs:
       if: steps.check-key.outputs.has_key == 'true'
       run: |
         pip install --upgrade pip
+        cd src/praisonai-agents
+        pip install -e ".[all]"
+        cd ../praisonai
+        pip install -e ".[google]"
         pip install pytest pytest-asyncio pytest-timeout
-    - uses: ./.github/actions/install-monorepo-packages
-      if: steps.check-key.outputs.has_key == 'true'
-      with:
-        agents-extras: ".[all]"
-        wrapper-extras: ".[google]"
     
     - name: Run Google/Gemini Tests
       if: steps.check-key.outputs.has_key == 'true'
@@ -575,10 +348,8 @@ jobs:
     steps:
     - name: Check if Groq key is available
       id: check-key
-      env:
-        GROQ_API_KEY: ${{ secrets.GROQ_API_KEY }}
       run: |
-        if [ -n "$GROQ_API_KEY" ]; then
+        if [ -n "${{ secrets.GROQ_API_KEY }}" ]; then
           echo "has_key=true" >> $GITHUB_OUTPUT
         else
           echo "has_key=false" >> $GITHUB_OUTPUT
@@ -586,8 +357,6 @@ jobs:
         fi
     
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
       if: steps.check-key.outputs.has_key == 'true'
     
     - name: Set up Python 3.11
@@ -600,11 +369,11 @@ jobs:
       if: steps.check-key.outputs.has_key == 'true'
       run: |
         pip install --upgrade pip
+        cd src/praisonai-agents
+        pip install -e ".[all]"
+        cd ../praisonai
+        pip install -e .
         pip install pytest pytest-asyncio pytest-timeout
-    - uses: ./.github/actions/install-monorepo-packages
-      if: steps.check-key.outputs.has_key == 'true'
-      with:
-        agents-extras: ".[all]"
     
     - name: Run Groq Tests
       if: steps.check-key.outputs.has_key == 'true'
@@ -634,10 +403,8 @@ jobs:
     steps:
     - name: Check if xAI key is available
       id: check-key
-      env:
-        XAI_API_KEY: ${{ secrets.XAI_API_KEY }}
       run: |
-        if [ -n "$XAI_API_KEY" ]; then
+        if [ -n "${{ secrets.XAI_API_KEY }}" ]; then
           echo "has_key=true" >> $GITHUB_OUTPUT
         else
           echo "has_key=false" >> $GITHUB_OUTPUT
@@ -645,8 +412,6 @@ jobs:
         fi
     
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
       if: steps.check-key.outputs.has_key == 'true'
     
     - name: Set up Python 3.11
@@ -659,11 +424,11 @@ jobs:
       if: steps.check-key.outputs.has_key == 'true'
       run: |
         pip install --upgrade pip
+        cd src/praisonai-agents
+        pip install -e ".[all]"
+        cd ../praisonai
+        pip install -e .
         pip install pytest pytest-asyncio pytest-timeout
-    - uses: ./.github/actions/install-monorepo-packages
-      if: steps.check-key.outputs.has_key == 'true'
-      with:
-        agents-extras: ".[all]"
     
     - name: Run xAI/Grok Tests
       if: steps.check-key.outputs.has_key == 'true'
@@ -693,10 +458,8 @@ jobs:
     steps:
     - name: Check if Cohere key is available
       id: check-key
-      env:
-        COHERE_API_KEY: ${{ secrets.COHERE_API_KEY }}
       run: |
-        if [ -n "$COHERE_API_KEY" ]; then
+        if [ -n "${{ secrets.COHERE_API_KEY }}" ]; then
           echo "has_key=true" >> $GITHUB_OUTPUT
         else
           echo "has_key=false" >> $GITHUB_OUTPUT
@@ -704,8 +467,6 @@ jobs:
         fi
     
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
       if: steps.check-key.outputs.has_key == 'true'
     
     - name: Set up Python 3.11
@@ -718,12 +479,11 @@ jobs:
       if: steps.check-key.outputs.has_key == 'true'
       run: |
         pip install --upgrade pip
+        cd src/praisonai-agents
+        pip install -e ".[all]"
+        cd ../praisonai
+        pip install -e ".[cohere]"
         pip install pytest pytest-asyncio pytest-timeout
-    - uses: ./.github/actions/install-monorepo-packages
-      if: steps.check-key.outputs.has_key == 'true'
-      with:
-        agents-extras: ".[all]"
-        wrapper-extras: ".[cohere]"
     
     - name: Run Cohere Tests
       if: steps.check-key.outputs.has_key == 'true'
@@ -745,79 +505,6 @@ jobs:
       if: steps.check-key.outputs.has_key == 'false'
       run: echo "✅ Cohere tests skipped (no API key available)"
 
-  # ============================================
-  # LEGACY UNIT TESTS - Post-C6 re-enabled suite
-  # Nightly / extended tier only (~401 tests)
-  # ============================================
-  legacy-unit:
-    if: github.event_name == 'schedule' || github.event.inputs.tier == 'extended' || github.event.inputs.tier == 'nightly'
-    runs-on: ubuntu-latest
-    timeout-minutes: 20
-
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
-
-    - name: Set up Python 3.11
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.11'
-
-    - name: Install dependencies
-      run: |
-        pip install --upgrade pip
-        pip install pytest pytest-asyncio pytest-timeout
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        agents-extras: ".[all]"
-        wrapper-extras: ".[chat,code,crewai,autogen]"
-
-    - name: Run post-C6 legacy unit tests
-      env:
-        PRAISONAI_TEST_TIER: extended
-        PRAISONAI_ALLOW_NETWORK: '0'
-        PRAISONAI_ALLOW_JOB_WORKFLOWS: 'true'
-        PRAISONAI_TOOL_SAFETY: 'off'
-        OPENAI_API_KEY: 'test-key'
-      run: |
-        set -euo pipefail
-        cd src/praisonai
-        LEGACY_FILES=(
-          tests/unit/test_warm_runtime.py
-          tests/unit/test_yaml_cli_backend.py
-          tests/unit/test_tool_resolver.py
-          tests/unit/test_serve_unified.py
-          tests/unit/test_security_fixes_core.py
-          tests/unit/test_query_rewriter_cli.py
-          tests/unit/test_kanban_sqlite_store.py
-          tests/unit/test_job_workflow_agent_steps.py
-          tests/unit/test_hybrid_workflow.py
-          ../praisonai-bot/tests/unit/test_gateway_session.py
-          ../praisonai-bot/tests/unit/test_gateway_gaps.py
-          tests/unit/test_discord_approval.py
-          tests/unit/test_decorator_simple.py
-          tests/unit/test_db_adapter_tracing_init.py
-          ../praisonai-bot/tests/unit/test_bot_wiring.py
-          ../praisonai-bot/tests/unit/bots/test_enable_shell.py
-          ../praisonai-bot/tests/unit/gateway/test_preflight.py
-          ../praisonai-bot/tests/unit/gateway/test_gateway_doctor.py
-          ../praisonai-bot/tests/unit/test_bot_history.py
-          ../praisonai-bot/tests/unit/test_bot_fixes.py
-          tests/unit/test_auto_lazy_loading.py
-          tests/unit/test_async_daemon_deployment.py
-          tests/unit/test_approval_interactive.py
-          tests/unit/test_approval_agent_integration.py
-          tests/unit/test_agents_yaml_validation.py
-          tests/unit/test_agent_os_wrapper.py
-          tests/unit/test_lazy_imports.py
-          tests/unit/test_profiler.py
-          tests/unit/test_profiler_advanced.py
-          tests/unit/test_serverless_postgres.py
-        )
-        python -m pytest "${LEGACY_FILES[@]}" \
-          -q --tb=line --timeout=120 --maxfail=10
-
   # ============================================
   # TEST SUMMARY
   # ============================================

.github/workflows/test-real.yml

@@ -34,19 +34,14 @@ jobs:
     
     steps:
     - name: 🚨 Cost Warning
-      env:
-        INPUT_FRAMEWORK: ${{ github.event.inputs.framework }}
-        INPUT_CONFIRM_COSTS: ${{ github.event.inputs.confirm_costs }}
       run: |
         echo "⚠️  WARNING: This workflow will make real API calls!"
         echo "💰 This may incur charges on your API accounts"
-        echo "🎯 Framework: $INPUT_FRAMEWORK"
-        echo "✅ Cost confirmation: $INPUT_CONFIRM_COSTS"
+        echo "🎯 Framework: ${{ github.event.inputs.framework }}"
+        echo "✅ Cost confirmation: ${{ github.event.inputs.confirm_costs }}"
         
     - name: Checkout code
       uses: actions/checkout@v4
-      with:
-        persist-credentials: false
 
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v5
@@ -61,12 +56,11 @@ jobs:
 
     - name: Install dependencies
       run: |
+        cd src/praisonai
+        uv pip install --system ."[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
         uv pip install --system pytest pytest-asyncio pytest-cov
+        # Install knowledge dependencies from praisonai-agents
         uv pip install --system "praisonaiagents[knowledge]"
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        use-uv: "true"
-        wrapper-extras: ".[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
 
     - name: Set environment variables
       run: |
@@ -99,23 +93,21 @@ jobs:
 
     - name: Generate Real Test Report
       if: always()
-      env:
-        INPUT_FRAMEWORK: ${{ github.event.inputs.framework }}
       run: |
         echo "# 🔥 Real End-to-End Test Report" > real_test_report.md
         echo "" >> real_test_report.md
         echo "⚠️  **WARNING: This report represents tests that made real API calls**" >> real_test_report.md
         echo "" >> real_test_report.md
-        echo "**Framework Tested:** $INPUT_FRAMEWORK" >> real_test_report.md
+        echo "**Framework Tested:** ${{ github.event.inputs.framework }}" >> real_test_report.md
         echo "**Python Version:** ${{ matrix.python-version }}" >> real_test_report.md
         echo "**Date:** $(date -u)" >> real_test_report.md
-        echo "**Triggered by:** $GITHUB_ACTOR" >> real_test_report.md
+        echo "**Triggered by:** ${{ github.actor }}" >> real_test_report.md
         echo "" >> real_test_report.md
         
         echo "## 🧪 Test Results" >> real_test_report.md
         echo "" >> real_test_report.md
         
-        if [ "$INPUT_FRAMEWORK" == "autogen" ] || [ "$INPUT_FRAMEWORK" == "all" ]; then
+        if [ "${{ github.event.inputs.framework }}" == "autogen" ] || [ "${{ github.event.inputs.framework }}" == "all" ]; then
           echo "### AutoGen Real Tests:" >> real_test_report.md
           echo "- Environment verification" >> real_test_report.md
           echo "- Agent creation with real API calls" >> real_test_report.md
@@ -123,7 +115,7 @@ jobs:
           echo "" >> real_test_report.md
         fi
         
-        if [ "$INPUT_FRAMEWORK" == "crewai" ] || [ "$INPUT_FRAMEWORK" == "all" ]; then
+        if [ "${{ github.event.inputs.framework }}" == "crewai" ] || [ "${{ github.event.inputs.framework }}" == "all" ]; then
           echo "### CrewAI Real Tests:" >> real_test_report.md
           echo "- Environment verification" >> real_test_report.md
           echo "- Crew creation with real API calls" >> real_test_report.md
@@ -158,14 +150,11 @@ jobs:
     
     steps:
     - name: 🛡️ Safety Check Failed
-      env:
-        INPUT_FRAMEWORK: ${{ github.event.inputs.framework }}
-        INPUT_CONFIRM_COSTS: ${{ github.event.inputs.confirm_costs }}
       run: |
         echo "🚨 Real tests not executed due to safety checks:"
         echo ""
-        echo "✅ Costs confirmed: $INPUT_CONFIRM_COSTS"
-        echo "✅ Framework selected: $INPUT_FRAMEWORK"
+        echo "✅ Costs confirmed: ${{ github.event.inputs.confirm_costs }}"
+        echo "✅ Framework selected: ${{ github.event.inputs.framework }}"
         echo ""
         echo "To run real tests:"
         echo "1. Select a framework (autogen, crewai, or all)"

.github/workflows/test-windows.yml

@@ -3,49 +3,45 @@ name: Windows Tests
 on:
   push:
     branches: [main, develop]
-    paths:
-      - 'src/**'
-      - 'pyproject.toml'
-      - '.github/workflows/test-windows.yml'
-      - '.github/actions/install-monorepo-packages/**'
   pull_request:
     branches: [main, develop]
-    paths:
-      - 'src/**'
-      - 'pyproject.toml'
-      - '.github/workflows/test-windows.yml'
-      - '.github/actions/install-monorepo-packages/**'
   workflow_dispatch:
 
 jobs:
   test-windows:
     runs-on: windows-latest
-    timeout-minutes: 10
+    timeout-minutes: 5
     env:
       OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
       OPENAI_MODEL_NAME: gpt-4o-mini
-      PYTHONUTF8: 1
     
     steps:
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+    
     - name: Set up Python 3.11
       uses: actions/setup-python@v5
       with:
         python-version: "3.11"
     
-    - name: Install monorepo packages
-      run: python -m pip install --upgrade pip
+    - name: Install praisonaiagents
+      run: |
+        python -m pip install --upgrade pip
+        cd src/praisonai-agents
+        pip install .
+      shell: bash
+    
+    - name: Install praisonai wrapper
+      run: |
+        cd src/praisonai
+        pip install .[dev]
       shell: bash
-    - uses: ./.github/actions/install-monorepo-packages
 
     # ==================== CORE IMPORTS ====================
     - name: Test core imports
       run: |
         python -c "from praisonaiagents import Agent, Agents, Workflow; print('Core imports OK')"
         python -c "from praisonaiagents import tool, Tools; print('Tool imports OK')"
-        python -c "from praisonaiagents import Task; print('Task imports OK')"
+        python -c "from praisonaiagents import Task, WorkflowStep; print('Task/Step imports OK')"
 
     # ==================== AGENT FEATURES ====================
     - name: Test Agent instantiation
@@ -70,13 +66,21 @@ jobs:
         "
 
     # ==================== WORKFLOW FEATURES ====================
-    - name: Test Workflow
+    - name: Test Workflow and WorkflowStep
       run: |
         python -c "
-        from praisonaiagents import Workflow
+        from praisonaiagents import Workflow, WorkflowStep
+        from praisonaiagents.workflows import WorkflowOutputConfig
         
         w = Workflow(name='test')
+        s1 = WorkflowStep(name='step1')
+        s2 = WorkflowStep(name='step2', context=['step1'])
         print('Workflow:', w.name)
+        print('Steps:', s1.name, s2.name)
+        
+        cfg = WorkflowOutputConfig(verbose=True, stream=False)
+        w2 = Workflow(name='configured', output=cfg)
+        print('Configured workflow verbose:', w2.verbose)
         "
 
     # ==================== MEMORY FEATURES ====================
@@ -170,19 +174,6 @@ jobs:
       run: praisonai queue list
       continue-on-error: true
 
-    # ==================== PACKAGING TESTS ====================
-    - name: Test packaging/daemon entry points
-      run: |
-        echo "Testing both entry point methods..."
-        python -m praisonai --version
-        praisonai --version
-        praisonai-bot gateway --help
-
-    - name: Test doctor packaging command
-      run: |
-        echo "Testing doctor packaging diagnostics..."
-        praisonai doctor packaging --json
-
     # ==================== REAL API TESTS ====================
     - name: Real API test - Agent run
       if: env.OPENAI_API_KEY != ''

.github/workflows/unittest.yml

@@ -0,0 +1,516 @@
+name: Quick Validation Tests
+
+on: [push, pull_request]
+
+jobs:
+  quick-test:
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v4
+
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: 3.11
+
+    - name: Install UV
+      run: |
+        curl -LsSf https://astral.sh/uv/install.sh | sh
+        echo "$HOME/.local/bin" >> $GITHUB_PATH
+
+
+    - name: Install dependencies
+      run: |
+        cd src/praisonai
+        uv pip install --system ."[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
+        uv pip install --system duckduckgo_search
+        uv pip install --system pytest pytest-asyncio pytest-cov pytest-timeout
+        # Install knowledge dependencies from praisonai-agents
+        uv pip install --system "praisonaiagents[knowledge]"
+
+    - name: Set environment variables
+      run: |
+        echo "OPENAI_API_KEY=${{ secrets.OPENAI_API_KEY || 'sk-test-key-for-github-actions-testing-only-not-real' }}" >> $GITHUB_ENV
+        echo "OPENAI_API_BASE=${{ secrets.OPENAI_API_BASE || 'https://api.openai.com/v1' }}" >> $GITHUB_ENV
+        echo "OPENAI_MODEL_NAME=${{ secrets.OPENAI_MODEL_NAME || 'gpt-5-nano' }}" >> $GITHUB_ENV
+        echo "LOGLEVEL=DEBUG" >> $GITHUB_ENV
+        echo "PYTHONPATH=${{ github.workspace }}/src/praisonai-agents:$PYTHONPATH" >> $GITHUB_ENV
+
+    - name: Backup Root Config Files
+      run: |
+        echo "🔄 Backing up root configuration files to prevent default file resolution interference..."
+        echo "ℹ️  PraisonAI automatically uses 'agents.yaml' in working directory when no file specified"
+        echo "ℹ️  This can interfere with test files that specify their own YAML files"
+        if [ -f "agents.yaml" ]; then
+          mv agents.yaml agents.yaml.backup
+          echo "✅ Moved root agents.yaml to agents.yaml.backup"
+          echo "   - This prevents default file fallback during tests"
+        fi
+        if [ -f "tools.py" ]; then
+          mv tools.py tools.py.backup  
+          echo "✅ Moved tools.py to tools.py.backup"
+        fi
+
+    - name: Debug API Key Status
+      run: |
+        echo "🔍 Checking API key availability..."
+        if [ -n "${{ secrets.OPENAI_API_KEY }}" ]; then
+          echo "✅ GitHub secret OPENAI_API_KEY is available"
+          echo "🔑 API key starts with: $(echo "$OPENAI_API_KEY" | cut -c1-7)..."
+        else
+          echo "⚠️ GitHub secret OPENAI_API_KEY is NOT set - using fallback"
+          echo "🔑 Using fallback key: sk-test-key..."
+        fi
+        echo "🌐 API Base: $OPENAI_API_BASE"
+        echo "🤖 Model: $OPENAI_MODEL_NAME"
+        echo "🐛 Log Level: $LOGLEVEL"
+        echo "📊 Environment Check:"
+        echo "  - OPENAI_API_KEY length: ${#OPENAI_API_KEY}"
+        echo "  - OPENAI_API_BASE: $OPENAI_API_BASE"
+        echo "  - OPENAI_MODEL_NAME: $OPENAI_MODEL_NAME"
+        echo "  - LOGLEVEL: $LOGLEVEL"
+
+    - name: Debug Python Environment Variables
+      run: |
+        python -c "
+        import os
+        print('🐍 Python Environment Variable Check:')
+        api_key = os.environ.get('OPENAI_API_KEY', 'NOT_SET')
+        if api_key != 'NOT_SET':
+            print(f'  ✅ OPENAI_API_KEY: {api_key[:7]}... (length: {len(api_key)})')
+        else:
+            print('  ❌ OPENAI_API_KEY: NOT_SET')
+        print(f'  🌐 OPENAI_API_BASE: {os.environ.get(\"OPENAI_API_BASE\", \"NOT_SET\")}')
+        print(f'  🤖 OPENAI_MODEL_NAME: {os.environ.get(\"OPENAI_MODEL_NAME\", \"NOT_SET\")}')
+        print(f'  📋 All OPENAI env vars:')
+        for key, value in os.environ.items():
+            if key.startswith('OPENAI'):
+                print(f'    {key}: {value[:10] if len(value) > 10 else value}...')
+        "
+
+    - name: Find Researcher Role Source
+      run: |
+        echo "🔍 Hunting for the mysterious 'Researcher' role..."
+        cd src/praisonai
+        python -c "
+        import os
+        import yaml
+        import glob
+        
+        print('📋 Searching for Researcher role in all YAML files:')
+        yaml_files = glob.glob('src/praisonai/tests/*.yaml')
+        
+        for yaml_file in yaml_files:
+            try:
+                with open(yaml_file, 'r') as f:
+                    config = yaml.safe_load(f)
+                
+                # Check if any role contains 'researcher'
+                roles = config.get('roles', {})
+                for role_key, role_data in roles.items():
+                    role_name = role_data.get('role', '')
+                    if 'researcher' in role_key.lower() or 'researcher' in role_name.lower():
+                        print(f'  🎯 FOUND in {yaml_file}:')
+                        print(f'    Framework: {config.get(\"framework\", \"NOT_SET\")}')
+                        print(f'    Role key: {role_key}')
+                        print(f'    Role name: {role_name}')
+                        print(f'    All roles: {list(roles.keys())}')
+                        print()
+            except Exception as e:
+                print(f'  ❌ Error reading {yaml_file}: {e}')
+        
+        print('🔍 Checking for default configurations...')
+        # Check if there are any default configs or hardcoded roles
+        try:
+            import praisonai
+            print(f'  PraisonAI package location: {praisonai.__file__}')
+            
+            # Check if there are any example YAML files in the package
+            package_dir = os.path.dirname(praisonai.__file__)
+            for root, dirs, files in os.walk(package_dir):
+                for file in files:
+                    if file.endswith(('.yaml', '.yml')):
+                        file_path = os.path.join(root, file)
+                        print(f'  📁 Found YAML in package: {file_path}')
+        except Exception as e:
+            print(f'  ❌ Error checking package: {e}')
+        "
+      continue-on-error: true
+
+    - name: Trace AutoGen Execution Path
+      run: |
+        echo "🔍 Tracing AutoGen execution to find where it diverges..."
+        cd src/praisonai
+        python -c "
+        import os
+        import sys
+        sys.path.insert(0, '.')
+        
+        try:
+            from praisonai import PraisonAI
+            from praisonai.agents_generator import AgentsGenerator
+            
+            # Test the exact execution path
+            print('🎯 Testing AutoGen execution path:')
+            
+            praisonai = PraisonAI(agent_file='tests/autogen-agents.yaml')
+            print(f'  1. PraisonAI framework: \"{praisonai.framework}\"')
+            
+            agents_gen = AgentsGenerator(
+                agent_file='tests/autogen-agents.yaml',
+                framework=praisonai.framework,
+                config_list=praisonai.config_list
+            )
+            print(f'  2. AgentsGenerator framework: \"{agents_gen.framework}\"')
+            
+            # Load the YAML to check what it contains
+            import yaml
+            with open('src/praisonai/tests/autogen-agents.yaml', 'r') as f:
+                config = yaml.safe_load(f)
+            
+            framework = agents_gen.framework or config.get('framework')
+            print(f'  3. Final framework decision: \"{framework}\"')
+            print(f'  4. Available frameworks:')
+            
+            # Check framework availability
+            try:
+                import autogen
+                print(f'    ✅ AutoGen available')
+            except ImportError:
+                print(f'    ❌ AutoGen NOT available')
+                
+            try:
+                from praisonaiagents import Agent
+                print(f'    ✅ PraisonAI agents available')
+            except ImportError:
+                print(f'    ❌ PraisonAI agents NOT available')
+                
+            try:
+                from crewai import Agent
+                print(f'    ✅ CrewAI available')
+            except ImportError:
+                print(f'    ❌ CrewAI NOT available')
+            
+            print(f'  5. Roles in YAML: {list(config.get(\"roles\", {}).keys())}')
+            
+            # Now test the actual framework execution
+            if framework == 'autogen':
+                print(f'  6. ✅ Should execute _run_autogen')
+            elif framework == 'praisonai':
+                print(f'  6. ❌ Would execute _run_praisonai (WRONG!)')
+            else:
+                print(f'  6. ❌ Would execute _run_crewai (DEFAULT FALLBACK)')
+                
+        except Exception as e:
+            print(f'❌ Error tracing execution: {e}')
+            import traceback
+            traceback.print_exc()
+        "
+      continue-on-error: true
+
+    - name: Debug YAML Loading and Roles
+      run: |
+        echo "🔍 Tracing YAML file loading and role creation..."
+        cd src/praisonai
+        python -c "
+        import os
+        import sys
+        import yaml
+        sys.path.insert(0, '.')
+        
+        print('📁 Available YAML files in src/praisonai/tests/:')
+        import glob
+        yaml_files = glob.glob('tests/*.yaml')
+        for f in yaml_files:
+            print(f'  {f}')
+        
+        print()
+        print('📋 Content of autogen-agents.yaml:')
+        with open('tests/autogen-agents.yaml', 'r') as f:
+            config = yaml.safe_load(f)
+        print(f'  Framework: {config.get(\"framework\")}')
+        print(f'  Topic: {config.get(\"topic\")}')
+        print(f'  Roles: {list(config.get(\"roles\", {}).keys())}')
+        for role_key, role_data in config.get('roles', {}).items():
+            print(f'    {role_key} -> {role_data.get(\"role\", \"NO_ROLE\")}')
+        
+        print()
+        print('🔍 Checking if execution uses a different YAML:')
+        
+        # Check other YAML files for 'Researcher' role
+        for yaml_file in yaml_files:
+            try:
+                with open(yaml_file, 'r') as f:
+                    test_config = yaml.safe_load(f)
+                roles = test_config.get('roles', {})
+                for role_key, role_data in roles.items():
+                    if 'researcher' in role_key.lower() or 'researcher' in role_data.get('role', '').lower():
+                        print(f'  🎯 FOUND Researcher in {yaml_file}!')
+                        print(f'    Framework: {test_config.get(\"framework\")}')
+                        print(f'    Role key: {role_key} -> {role_data.get(\"role\")}')
+            except:
+                pass
+        "
+      continue-on-error: true
+
+    - name: Debug Framework Detection
+      run: |
+        echo "🔍 Testing framework detection and config flow..."
+        python -c "
+        import os
+        import sys
+        import yaml
+        sys.path.insert(0, '.')
+        
+        print('🔧 Testing framework detection:')
+        
+        # Load the YAML file
+        with open('tests/autogen-agents.yaml', 'r') as f:
+            config = yaml.safe_load(f)
+            
+        print(f'  📋 YAML framework: {config.get(\"framework\", \"NOT_SET\")}')
+        print(f'  📋 YAML topic: {config.get(\"topic\", \"NOT_SET\")}')
+        
+        try:
+            from praisonai import PraisonAI
+            from praisonai.agents_generator import AgentsGenerator
+            
+            # Test PraisonAI initialization
+            praisonai = PraisonAI(agent_file='tests/autogen-agents.yaml')
+            print(f'  🎯 PraisonAI framework: {praisonai.framework}')
+            
+            # Test AgentsGenerator initialization
+            agents_gen = AgentsGenerator(
+                agent_file='tests/autogen-agents.yaml',
+                framework=praisonai.framework,
+                config_list=praisonai.config_list
+            )
+            print(f'  ⚙️ AgentsGenerator framework: {agents_gen.framework}')
+            print(f'  ⚙️ Final framework decision: {agents_gen.framework or config.get(\"framework\")}')
+            
+            # Check config_list
+            print(f'  🔑 Config list model: {praisonai.config_list[0].get(\"model\")}')
+            print(f'  🔑 Config list API key: {praisonai.config_list[0].get(\"api_key\", \"NOT_SET\")[:10]}...')
+            
+        except Exception as e:
+            print(f'❌ Error in framework detection: {e}')
+        "
+      continue-on-error: true
+
+    - name: Debug PraisonAIModel API Key Flow
+      run: |
+        echo "🔍 Testing PraisonAIModel API key handling..."
+        cd src/praisonai
+        python -c "
+        import os
+        import sys
+        sys.path.insert(0, '.')
+        
+        print('🔑 Environment API Key Check:')
+        env_key = os.environ.get('OPENAI_API_KEY', 'NOT_FOUND')
+        print(f'  OPENAI_API_KEY: {env_key[:10] if env_key != \"NOT_FOUND\" else \"NOT_FOUND\"}...')
+        
+        try:
+            from praisonai.inc.models import PraisonAIModel
+            
+            # Test PraisonAIModel with openai/gpt-5-nano (from YAML)
+            model = PraisonAIModel(model='openai/gpt-5-nano')
+            
+            print('🤖 PraisonAIModel Configuration:')
+            print(f'  model: {model.model}')
+            print(f'  model_name: {model.model_name}')
+            print(f'  api_key_var: {model.api_key_var}')
+            print(f'  api_key: {model.api_key[:10] if model.api_key != \"nokey\" else \"DEFAULT_NOKEY\"}...')
+            print(f'  base_url: {model.base_url}')
+            
+            if model.api_key == 'nokey':
+                print('❌ FOUND THE ISSUE: PraisonAIModel is using default \"nokey\" instead of environment variable!')
+            else:
+                print('✅ PraisonAIModel has valid API key from environment')
+                
+        except Exception as e:
+            print(f'❌ Error testing PraisonAIModel: {e}')
+        "
+      continue-on-error: true
+
+    - name: Validate API Key
+      run: |
+        echo "🔑 Testing API key validity with minimal OpenAI call..."
+        python -c "
+        import os
+        try:
+            from openai import OpenAI
+            client = OpenAI(api_key=os.environ.get('OPENAI_API_KEY'))
+            # Make a minimal API call to test key validity
+            response = client.models.list()
+            print('✅ API Key is VALID - OpenAI responded successfully')
+            print(f'📊 Available models: {len(list(response.data))} models found')
+        except Exception as e:
+            print(f'❌ API Key is INVALID - Error: {e}')
+            print('🔍 This explains why all API-dependent tests are failing')
+            print('💡 The GitHub secret OPENAI_API_KEY needs to be updated with a valid key')
+        "
+      continue-on-error: true
+
+    - name: Test Direct PraisonAI Execution
+      run: |
+        echo "🧪 Testing direct PraisonAI execution (what works locally)..."
+        python -m praisonai src/praisonai/tests/autogen-agents.yaml
+      continue-on-error: true
+
+    - name: Comprehensive Execution Debug
+      run: |
+        echo "🔍 Comprehensive debugging of PraisonAI execution path..."
+        cd src/praisonai
+        python -c "
+        import os
+        import sys
+        import yaml
+        sys.path.insert(0, '.')
+        
+        print('=' * 60)
+        print('🔍 COMPREHENSIVE EXECUTION DEBUG')
+        print('=' * 60)
+        
+        # Check current working directory
+        print(f'📁 Current working directory: {os.getcwd()}')
+        
+        # List files in current directory
+        print('📋 Files in current directory:')
+        for f in os.listdir('.'):
+            print(f'  {f}')
+        
+        print()
+        print('📋 Files in src/praisonai/tests/ directory:')
+        for f in os.listdir('tests'):
+            if f.endswith('.yaml'):
+                print(f'  src/praisonai/tests/{f}')
+        
+        # Check if root agents.yaml exists
+        print()
+        if os.path.exists('agents.yaml'):
+            print('❌ ROOT agents.yaml EXISTS (this is the problem!)')
+            with open('agents.yaml', 'r') as f:
+                root_config = yaml.safe_load(f)
+            print(f'  Root framework: {root_config.get(\"framework\")}')
+            print(f'  Root roles: {list(root_config.get(\"roles\", {}).keys())}')
+        else:
+            print('✅ ROOT agents.yaml does NOT exist (good!)')
+            
+        # Test the actual execution path
+        print()
+        print('🎯 Testing EXACT execution path:')
+        
+        try:
+            from praisonai import PraisonAI
+            from praisonai.agents_generator import AgentsGenerator
+            
+            # Test with full path
+            test_file = 'src/praisonai/tests/autogen-agents.yaml'
+            print(f'  Using test file: {test_file}')
+            print(f'  File exists: {os.path.exists(test_file)}')
+            
+            # Load the test file directly
+            with open(test_file, 'r') as f:
+                test_config = yaml.safe_load(f)
+            print(f'  Test file framework: {test_config.get(\"framework\")}')
+            print(f'  Test file roles: {list(test_config.get(\"roles\", {}).keys())}')
+            
+            # Create PraisonAI instance
+            praisonai = PraisonAI(agent_file=test_file)
+            print(f'  PraisonAI.agent_file: {praisonai.agent_file}')
+            print(f'  PraisonAI.framework: {praisonai.framework}')
+            
+            # Create AgentsGenerator
+            agents_gen = AgentsGenerator(
+                agent_file=test_file,
+                framework=praisonai.framework,
+                config_list=praisonai.config_list
+            )
+            print(f'  AgentsGenerator.agent_file: {agents_gen.agent_file}')
+            print(f'  AgentsGenerator.framework: {agents_gen.framework}')
+            
+            # Test what would happen in generate_crew_and_kickoff
+            print()
+            print('🔧 Testing generate_crew_and_kickoff logic:')
+            
+            # Simulate the loading logic
+            if agents_gen.agent_yaml:
+                loaded_config = yaml.safe_load(agents_gen.agent_yaml)
+                print('  Would load from agent_yaml')
+            else:
+                if agents_gen.agent_file == '/app/api:app' or agents_gen.agent_file == 'api:app':
+                    agents_gen.agent_file = 'agents.yaml'
+                    print(f'  Would change agent_file to: {agents_gen.agent_file}')
+                try:
+                    with open(agents_gen.agent_file, 'r') as f:
+                        loaded_config = yaml.safe_load(f)
+                    print(f'  Successfully loaded: {agents_gen.agent_file}')
+                except FileNotFoundError:
+                    print(f'  FileNotFoundError: {agents_gen.agent_file}')
+                    loaded_config = None
+            
+            if loaded_config:
+                final_framework = agents_gen.framework or loaded_config.get('framework')
+                print(f'  Final framework decision: {final_framework}')
+                print(f'  Loaded roles: {list(loaded_config.get(\"roles\", {}).keys())}')
+                
+                if 'researcher' in loaded_config.get('roles', {}):
+                    print('  ❌ FOUND Researcher role in loaded config!')
+                else:
+                    print('  ✅ No Researcher role in loaded config')
+                    
+        except Exception as e:
+            print(f'❌ Error during execution debug: {e}')
+            import traceback
+            traceback.print_exc()
+        "
+      continue-on-error: true
+
+    - name: Run Fast Tests
+      run: |
+        # Run the fastest, most essential tests with coverage
+        cd src/praisonai && python -m pytest tests/unit/test_core_agents.py -v --tb=short --disable-warnings --cov=praisonai --cov-report=xml --cov-branch
+
+    - name: Run Real API Tests
+      run: |
+        echo "🔑 Running real API tests with actual OpenAI API key..."
+        cd src/praisonai && python -m pytest tests/test_agents_playbook.py -v --tb=short --disable-warnings -m real
+      continue-on-error: true
+
+    - name: Run E2E Real Tests
+      run: |
+        echo "🧪 Running E2E real tests..."
+        cd src/praisonai && python -m pytest tests/e2e/ -v --tb=short --disable-warnings -m real
+      continue-on-error: true
+
+    - name: Run Legacy Example Tests
+      run: |
+        cd src/praisonai && python -m pytest tests/test.py -v --tb=short --disable-warnings -m "not real" --timeout=60
+      continue-on-error: true
+
+    - name: Upload coverage reports to Codecov
+      uses: codecov/codecov-action@v5
+      with:
+        token: ${{ secrets.CODECOV_TOKEN }}
+        file: src/praisonai/coverage.xml
+        flags: quick-validation
+        name: quick-validation-coverage
+        fail_ci_if_error: false
+        verbose: true
+
+    - name: Restore Root Config Files
+      run: |
+        echo "🔄 Restoring root configuration files..."
+        if [ -f "agents.yaml.backup" ]; then
+          mv agents.yaml.backup agents.yaml
+          echo "✅ Restored agents.yaml"
+        fi
+        if [ -f "tools.py.backup" ]; then
+          mv tools.py.backup tools.py
+          echo "✅ Restored tools.py"
+        fi
+      if: always()  # Always run this step, even if previous steps failed

.github/workflows/update-api-md.yml

@@ -52,6 +52,6 @@ jobs:
       with:
         commit_message: "docs: auto-update api.md [skip ci]"
         file_pattern: 'api.md'
-        commit_user_name: "MervinPraison"
-        commit_user_email: "454862+MervinPraison@users.noreply.github.com"
-        commit_author: "MervinPraison <454862+MervinPraison@users.noreply.github.com>"
+        commit_user_name: "github-actions[bot]"
+        commit_user_email: "41898282+github-actions[bot]@users.noreply.github.com"
+        commit_author: "github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>"

.github/workflows/update-docs-parity.yml

@@ -1,83 +0,0 @@
-name: Update Documentation Parity Tracker
-
-on:
-  push:
-    branches: [ "main" ]
-    paths:
-      - 'src/praisonai-agents/praisonaiagents/**/*.py'
-      - 'src/praisonai-ts/src/**/*.ts'
-      - 'src/praisonai-rust/src/**/*.rs'
-      - 'src/praisonai/praisonai/_dev/parity/**/*.py'
-      - '.github/workflows/update-docs-parity.yml'
-  workflow_dispatch:  # Allow manual trigger
-
-permissions:
-  contents: write
-
-jobs:
-  update-docs-parity:
-    runs-on: ubuntu-latest
-    
-    steps:
-    - name: Checkout repository
-      uses: actions/checkout@v4
-      with:
-        ref: main
-        persist-credentials: true
-        fetch-depth: 0
-
-    - name: Checkout PraisonAIDocs
-      id: checkout_docs
-      continue-on-error: true
-      uses: actions/checkout@v4
-      with:
-        repository: MervinPraison/PraisonAIDocs
-        path: PraisonAIDocs
-        token: ${{ secrets.SECRETS_ADMIN_PAT }}
-
-    - name: Set up Python
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.11'
-
-    - name: Install dependencies
-      run: |
-        pip install pyyaml
-
-    - name: Generate docs parity trackers
-      if: steps.checkout_docs.outcome == 'success'
-      run: |
-        cd $GITHUB_WORKSPACE
-        python3 src/praisonai/scripts/generate_docs_parity.py --docs-root PraisonAIDocs/docs --copy-docs
-        
-    - name: Check for changes
-      id: check_changes
-      run: |
-        if git diff --quiet src/praisonai-agents/DOCS_PARITY.md src/praisonai-ts/DOCS_PARITY.md src/praisonai-rust/DOCS_PARITY.md 2>/dev/null; then
-          echo "changes=false" >> $GITHUB_OUTPUT
-          echo "No changes to docs parity trackers"
-        else
-          echo "changes=true" >> $GITHUB_OUTPUT
-          echo "Docs parity trackers have been updated"
-          git diff --stat src/praisonai-agents/DOCS_PARITY.md src/praisonai-ts/DOCS_PARITY.md src/praisonai-rust/DOCS_PARITY.md
-        fi
-
-    - name: Commit and push changes to praisonai-package
-      if: steps.check_changes.outputs.changes == 'true'
-      uses: stefanzweifel/git-auto-commit-action@v5
-      with:
-        commit_message: "docs: auto-update documentation parity trackers [skip ci]"
-        file_pattern: 'src/praisonai-agents/DOCS_PARITY.md src/praisonai-ts/DOCS_PARITY.md src/praisonai-rust/DOCS_PARITY.md'
-        commit_user_name: "MervinPraison"
-        commit_user_email: "[email protected]"
-        commit_author: "MervinPraison <[email protected]>"
-
-    - name: Commit and push changes to PraisonAIDocs
-      if: steps.check_changes.outputs.changes == 'true' && steps.checkout_docs.outcome == 'success'
-      run: |
-        cd PraisonAIDocs
-        git config user.name "MervinPraison"
-        git config user.email "[email protected]"
-        git add docs/features/DOCS_PARITY.md docs/js/DOCS_PARITY.md docs/rust/DOCS_PARITY.md
-        git diff --staged --quiet || git commit -m "docs: auto-update documentation parity trackers [skip ci]"
-        git push

.github/workflows/update-parity-tracker.yml

@@ -1,61 +0,0 @@
-name: Update Feature Parity Tracker
-
-on:
-  push:
-    branches: [ "main" ]
-    paths:
-      - 'src/praisonai-agents/praisonaiagents/**/*.py'
-      - 'src/praisonai-ts/src/**/*.ts'
-      - 'src/praisonai-rust/src/**/*.rs'
-      - '.github/workflows/update-parity-tracker.yml'
-
-permissions:
-  contents: write
-
-jobs:
-  update-parity-tracker:
-    runs-on: ubuntu-latest
-    
-    steps:
-    - name: Checkout repository
-      uses: actions/checkout@v4
-      with:
-        ref: main
-        persist-credentials: true
-        fetch-depth: 0
-
-    - name: Set up Python
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.11'
-
-    - name: Install dependencies
-      run: pip install pyyaml
-
-    - name: Generate parity trackers
-      run: |
-        cd $GITHUB_WORKSPACE
-        python3 src/praisonai/scripts/generate_parity_tracker.py
-        
-    - name: Check for changes
-      id: check_changes
-      run: |
-        if git diff --quiet src/praisonai-ts/FEATURE_PARITY_TRACKER.json src/praisonai-ts/PARITY.md src/praisonai-rust/FEATURE_PARITY_TRACKER.json src/praisonai-rust/PARITY.md 2>/dev/null; then
-          echo "changes=false" >> $GITHUB_OUTPUT
-          echo "No changes to parity trackers"
-        else
-          echo "changes=true" >> $GITHUB_OUTPUT
-          echo "Parity trackers have been updated"
-          git diff src/praisonai-ts/FEATURE_PARITY_TRACKER.json | head -50
-        fi
-
-    - name: Commit and push changes
-      if: steps.check_changes.outputs.changes == 'true'
-      uses: stefanzweifel/git-auto-commit-action@v5
-      with:
-        commit_message: "docs: auto-update feature parity trackers [skip ci]"
-        file_pattern: 'src/praisonai-ts/FEATURE_PARITY_TRACKER.json src/praisonai-ts/PARITY.md src/praisonai-rust/FEATURE_PARITY_TRACKER.json src/praisonai-rust/PARITY.md'
-        commit_user_name: "MervinPraison"
-        commit_user_email: "[email protected]"
-        commit_author: "MervinPraison <[email protected]>"
-

.gitignore

@@ -12,7 +12,6 @@ assets
 .DS_Store
 .pytest_cache
 praisonAI.egg-info
-src/*/build/
 flagged
 test.yaml
 db
@@ -22,25 +21,11 @@ docs.sh
 other
 output
 !src/praisonai/praisonai/cli/output/
-!src/praisonai-agents/praisonaiagents/output/
-!src/praisonai-code/praisonai_code/cli/output/
-!src/praisonai-bot/praisonai_bot/cli/output/
-!src/praisonai-ts/src/db/
-!src/praisonai-ts/src/cli/output/
 
 .files
 threads.db
 threads.db-journal
 
-# Example run artifacts (generated at runtime, must not be committed)
-examples/**/knowledge.db
-examples/**/knowledge.db-journal
-examples/python/managed-agents/managed_ids.json
-examples/python/save_output/blog_post.md
-examples/python/save_output/generated/
-examples/python/token-metrics/token_metrics_export.json
-examples/python/usecases/market_research_results.json
-
 .chainlit
 !praisonai/ui/config/.chainlit
 
@@ -99,20 +84,4 @@ issue_details.json
 .mcpregistry_*
 
 *.log
-.internal
-.praisonai
-
-# Backup files
-*.bak
-
-# Rust / Cargo
-target/
-Cargo.lock
-**/*.rs.bk
-*.pdb
-.windsurf
-
-src/praisonai/build*.egg-info/
-src/praisonai/PraisonAI.egg-info/
-jobs/*
-*.egg-info
+.internal

AGENTS.md

@@ -1,15 +0,0 @@
-# Agent Instructions
-
-You are working on the PraisonAI project.
-
-## Project Guidelines
-- Follow the existing code style and conventions
-- Be concise and helpful in responses  
-- Test implementation thoroughly
-- Ensure backward compatibility with existing APIs
-- Follow protocol-driven design across the nine packages: core protocols in `praisonaiagents/`, agentic terminal CLI in `praisonai-code/`, bots/gateway in `praisonai-bot/`, LLM fine-tuning + agent training in `praisonai-train/`, browser automation in `praisonai-browser/`, MCP server host in `praisonai-mcp/`, sandbox backends in `praisonai-sandbox/`, deployment in `praisonai-deploy/`, integrations/serve/dashboard in the `praisonai/` wrapper
-- Preserve old `praisonai.*` import paths via shims when moving code between packages (see §2.3 in `src/praisonai-agents/AGENTS.md`; shim helpers in `src/praisonai/praisonai/cli/_shim.py`)
-- Package boundaries and dependency rules: `ARCHITECTURE.md` §2 (Tier 2 packages must never PyPI-depend on the wrapper; cross-tier access goes through lazy `_*_bridge` modules)
-- Boundary manifests: `src/praisonai/tests/PRAISONAI_BOT_MANIFEST.md` (C9), `src/praisonai/tests/PRAISONAI_TRAIN_MANIFEST.md` (C10), `src/praisonai/tests/PRAISONAI_BROWSER_MANIFEST.md` (C11), `src/praisonai/tests/PRAISONAI_MCP_MANIFEST.md` (C12), `src/praisonai/tests/PRAISONAI_SANDBOX_MANIFEST.md` (C13), `src/praisonai/tests/PRAISONAI_DEPLOY_MANIFEST.md` (C14)
-- When reviewing a PR or an issue, evaluate whether the change addresses a framework concern or a user goal, and design its surface (params, naming, defaults) accordingly
-- The aim of this package is to stay **lightweight and powerful**. Do a critical review at each stage — when triaging an issue, when planning a fix, and when reviewing/implementing a PR. Reject scope creep for the sake of adding features: if a capability already exists (e.g. via existing Agent params like `instructions`/`backstory`/`tools`/`hooks`/`memory`), prefer it over a new API surface. A change must genuinely strengthen the SDK (simpler, more robust, more user-friendly) — do not add knobs, params, modules, or exports that have no live consumer or that merely duplicate existing behaviour.

ARCHITECTURE.md

@@ -1,593 +0,0 @@
-# PraisonAI Architecture
-
-> **Last updated:** 2026-07-31 (C14 — nine-package tiered model)
->
-> Strategic architecture document for PraisonAI — a multi-agent AI framework.
-> Covers **Python tiered package model (C7.1 + C9 + C10)**, system design, runtime
-> architecture, data contracts, reliability, observability, and the road map.
-
----
-
-## Table of Contents
-
-1. [Executive Summary](#1-executive-summary)
-2. [Python Tiered Package Model (C7.1 + C9 + C10 + C11 + C12 + C13 + C14)](#2-python-tiered-package-model-c71--c9--c10--c11--c12--c13--c14)
-3. [System Overview](#3-system-overview)
-4. [Layered Architecture](#4-layered-architecture)
-5. [Core Data Contracts](#5-core-data-contracts)
-6. [Reliability by Design](#6-reliability-by-design)
-7. [Observability & Telemetry](#7-observability--telemetry)
-8. [Replay & Checkpointing](#8-replay--checkpointing)
-9. [Implementation Roadmap](#9-implementation-roadmap)
-10. [Success Metrics](#10-success-metrics)
-
-**Related boundary docs:** [`src/praisonai/tests/C7.1_BOUNDARIES.md`](src/praisonai/tests/C7.1_BOUNDARIES.md) · [`src/praisonai/tests/C9.1_BOUNDARIES.md`](src/praisonai/tests/C9.1_BOUNDARIES.md) · [`src/praisonai/tests/PRAISONAI_TRAIN_MANIFEST.md`](src/praisonai/tests/PRAISONAI_TRAIN_MANIFEST.md) · [`src/praisonai/tests/PRAISONAI_BROWSER_MANIFEST.md`](src/praisonai/tests/PRAISONAI_BROWSER_MANIFEST.md) · [`src/praisonai/tests/PRAISONAI_MCP_MANIFEST.md`](src/praisonai/tests/PRAISONAI_MCP_MANIFEST.md) · [`src/praisonai/tests/C7_VERIFICATION.md`](src/praisonai/tests/C7_VERIFICATION.md) · [`src/praisonai/tests/C9_VERIFICATION.md`](src/praisonai/tests/C9_VERIFICATION.md) · [`src/praisonai-agents/AGENTS.md`](src/praisonai-agents/AGENTS.md) §2.4
-
----
-
-## 1. Executive Summary
-
-PraisonAI is a multi-agent AI framework with broad capability surface across
-Python, TypeScript, and Rust SDKs. The framework's core strength is its
-feature breadth — agent abstractions, integrations, workflows, and active
-release cadence.
-
-The strategic bet for the next two quarters is building a **Reliability + 
-Orchestration + Observability** core to unlock adoption and trust:
-
-| Dimension | Current State | Target |
-|-----------|--------------|--------|
-| Reliability | Cross-platform mismatches, optional dep fragility | Deterministic gating, adapter abstraction, parity CI |
-| Determinism | Flaky tests, global state collisions | Isolated test fixtures, traceable tenant IDs |
-| Developer UX | Complex onboarding, implicit config | Golden-path CLI, Doctor Auto-Fix |
-| Observability | Minimal runtime tracing | Structured event bus, replay engine, failure classifier |
-
-### Design Principles
-
-- **Deterministic by default**, flexible by opt-in
-- **Policy-enforced execution boundaries** at every layer
-- **Structured events** for all lifecycle transitions
-- **Capability isolation** per agent and per tool
-
----
-
-## 2. Python Tiered Package Model (C7.1 + C9 + C10 + C11 + C12 + C13 + C14)
-
-**Release:** v4.6.110+ · `praisonaiagents` · `praisonai-code` · `praisonai-bot` · `praisonai-train` · `praisonai-browser` · `praisonai-mcp` · `praisonai-sandbox` · `praisonai-deploy` · `praisonai`
-
-The Python monorepo publishes nine packages in three tiers with strict dependency
-direction. C7 delivered a standalone agentic hot path; C7.1 formalised
-code/wrapper ownership; C9 extracted bots, gateway, and channel CLI into
-`praisonai-bot`; C10 extracted LLM fine-tuning and agent training into
-`praisonai-train`; C11 extracted browser automation into `praisonai-browser`;
-C12 extracted the heavy MCP host into `praisonai-mcp`.
-C13 extracted sandbox backends into `praisonai-sandbox`.
-C14 extracted deployment (API, Docker, cloud) into `praisonai-deploy`.
-
-```mermaid
-flowchart TB
-  subgraph tier1 [Tier 1 — Core SDK]
-    Agents["praisonaiagents<br/>Agent, tools, memory, hooks, protocols"]
-  end
-
-  subgraph tier2 [Tier 2 — Terminal + Bot + Train + Browser + MCP + Sandbox + Deploy]
-    Code["praisonai-code<br/>run, chat, code, Typer, runtime, LLM"]
-    Bot["praisonai-bot<br/>bots, gateway, channel CLI, OS daemon"]
-    Train["praisonai-train<br/>LLM fine-tuning, agent training"]
-    Browser["praisonai-browser<br/>extension bridge, CDP, Playwright"]
-    MCP["praisonai-mcp<br/>MCP server host, auth, capability adapters"]
-    Sandbox["praisonai-sandbox<br/>Docker, E2B, Modal, Sandlock backends"]
-    Deploy["praisonai-deploy<br/>API, Docker, AWS/Azure/GCP deploy"]
-  end
-
-  subgraph tier3 [Tier 3 — Wrapper]
-    Wrapper["praisonai<br/>framework_adapters, serve, dashboard"]
-  end
-
-  Agents --> Code
-  Agents --> Bot
-  Agents --> Train
-  Agents --> Browser
-  Agents --> MCP
-  Agents --> Sandbox
-  Agents --> Deploy
-  Agents --> Wrapper
-  Code -.->|"lazy _bot_bridge"| Bot
-  Code -.->|"lazy _train_bridge"| Train
-  Code -.->|"lazy _browser_bridge"| Browser
-  Code -.->|"lazy _mcp_bridge"| MCP
-  Code -.->|"lazy _sandbox_bridge"| Sandbox
-  Code -.->|"lazy _deploy_bridge"| Deploy
-  Code -.->|"lazy _wrapper_bridge"| Wrapper
-  Bot -.->|"lazy _code_bridge / _wrapper_bridge"| Code
-  Bot -.->|"lazy _wrapper_bridge"| Wrapper
-  Train -.->|"lazy _code_bridge / _wrapper_bridge"| Code
-```
-
-**PyPI publish order:** `praisonaiagents` → `praisonai-code` + `praisonai-bot` + `praisonai-train` + `praisonai-browser` + `praisonai-mcp` + `praisonai-sandbox` + `praisonai-deploy` → `praisonai`
-
-**Backward compatibility:** `praisonai.bots`, `praisonai.gateway`, `praisonai.train`,
-`praisonai.browser`, `praisonai.mcp_server`, `praisonai.sandbox`, `praisonai.deploy`, and related CLI paths remain as
-`alias_package` shims to `praisonai_bot.*` / `praisonai_train.*` /
-`praisonai_browser.*` / `praisonai_mcp.*` / `praisonai_sandbox.*` / `praisonai_deploy.*`.
-
-| Tier | Package | Owns | Must not depend on |
-|------|---------|------|-------------------|
-| 1 | `src/praisonai-agents/` | Agent, tools, memory, hooks, `frameworks/` protocols, sandbox protocols | `praisonai`, `praisonai-code`, `praisonai-bot`, `praisonai-train`, `praisonai-browser`, `praisonai-mcp`, `praisonai-sandbox`, `praisonai-deploy` |
-| 2a | `src/praisonai-code/` | `run`/`chat`/`code`, Typer, runtime, LLM, tool resolution | **`praisonai` as a PyPI dependency** (optional lazy imports via `_wrapper_bridge` only) |
-| 2b | `src/praisonai-bot/` | Bots, gateway, channel CLI, OS daemon, gateway scheduler tick | **`praisonai` as a PyPI dependency** (optional lazy `_wrapper_bridge` for jobs/UI) |
-| 2c | `src/praisonai-train/` | LLM fine-tuning (Unsloth), agent training, `train` CLI, conda env setup | **`praisonai` as a PyPI dependency** (lazy `_code_bridge` for legacy dispatch) |
-| 2d | `src/praisonai-browser/` | Extension bridge, CDP/hybrid automation, `browser` CLI | **`praisonai` as a PyPI dependency** (none required; depends on `praisonaiagents` only) |
-| 2e | `src/praisonai-mcp/` | MCP server host, auth, transports, `mcp` CLI | **`praisonai` as a PyPI dependency** (lazy `_wrapper_bridge` for full capability registry) |
-| 2f | `src/praisonai-sandbox/` | Sandbox backends (Docker, E2B, Modal, Sandlock, SSH), `SandboxRegistry` | **`praisonai` as a PyPI dependency** (lazy `_code_bridge` for `PluginRegistry`) |
-| 2g | `src/praisonai-deploy/` | Deploy API/Docker/cloud, `deploy` CLI, scheduler integration | **`praisonai` as a PyPI dependency** (lazy `_plugin_registry` via `_code_bridge`) |
-| 3 | `src/praisonai/` | `framework_adapters/`, serve, dashboard, async jobs API | — |
-
-### Repo infra (not PyPI)
-
-Deployment packaging that stays in the git checkout, not in any tier-2 wheel:
-
-| Path | Runtime owner | Orchestration |
-|------|---------------|---------------|
-| `src/praisonai-bot/infra/helm/praisonai-gateway/` | `praisonai-bot` (gateway) | C14 `deploy helm` wrapper |
-| `src/praisonai-deploy/infra/helm/praisonai-agents-api/` | Generated API from C14 | C14 cross-link |
-| `src/praisonai-deploy/infra/compose/agents-stack/` | Docker Compose | `praisonai deploy compose up/down` |
-| `src/praisonai-deploy/infra/starters/` | Starter scaffolds | `praisonai deploy create --template` |
-| `docker/` | Mixed (wrapper/bot dev stacks) | Not C14 — see bot manifest for `docker/bots/` |
-
-Same boundary as C14: Helm/K8s manifests are **repo infra**, not `pip install praisonai-deploy` content.
-
-**Config kernel:** Phase 0 `praisonai/common/` was skipped; shared config lives in
-`praisonai_code/cli/configuration/` and is reached by the bot tier via lazy
-`_code_bridge` (see `src/praisonai/tests/CONFIG_KERNEL.md`).
-
-### Dependency rule (validated)
-
-| Question | Answer |
-|----------|--------|
-| Does `praisonai-code` declare `praisonai` in `pyproject.toml`? | **No** — only `praisonaiagents` + CLI/runtime deps |
-| Does `praisonai` declare `praisonai-code`? | **Yes** — one-way chain, no PyPI cycle |
-| Can `praisonai-code` import `praisonai.*` at runtime? | **Only lazily** via `praisonai_code._wrapper_bridge` for optional features; **not** on the agentic hot path |
-| Does standalone `pip install praisonai-code` work? | **Yes** — CI smoke validates imports + `praisonai-code run` without the wrapper |
-
-### CLI routing
-
-```mermaid
-flowchart LR
-  User[User] --> Entry{Entry point}
-  Entry -->|pip install praisonai-code| CodeCLI["praisonai-code run/chat/code"]
-  Entry -->|pip install praisonai| WrapperCLI["praisonai …"]
-  WrapperCLI --> Router["praisonai.__main__"]
-  Router --> CodePath["praisonai_code.cli.app"]
-  Router --> Legacy["praisonai.cli.main"]
-  CodePath --> HotPath["run / chat / code"]
-  CodePath --> Bridge{"wrapper_available?"}
-  Bridge -->|yes| WrapperCmds["bot, gateway, pairing, …"]
-  Bridge -->|no| Hidden["Wrapper commands hidden"]
-```
-
-### Import gates (CI enforced)
-
-- **Hot path:** no module-level `from praisonai` in `main.py`, `app.py`, `run.py`, `chat.py`, `code.py`
-- **Regression baseline:** 50 direct wrapper import lines max (`scripts/check_c7_imports.sh`; C8 achieved **0**)
-- **Allowlist:** reviewed files only (`scripts/c7_wrapper_import_allowlist.txt`; empty post-C8)
-- **Hybrid audit:** `scripts/audit_hybrid_modules.py` — repatriated cross-tier import paths
-
-### C7 / C7.1 / C8 status
-
-| Milestone | Status |
-|-----------|--------|
-| Standalone agentic hot path | **Complete** |
-| `_wrapper_bridge` hardening | **Complete** |
-| Import gate + allowlist | **Complete** |
-| Boundary tests + CI smoke | **Complete** |
-| C8 reverse import elimination (225 → 0 direct imports) | **Complete** — see [`C8_BACKLOG.md`](src/praisonai/tests/C8_BACKLOG.md) |
-| C8.4 main.py physical decomposition | **Deferred** (separate epic) |
-| PyPI package splits (`praisonai-bot`, etc.) | **Out of scope** |
-
----
-
-## 3. System Overview
-
-```
-User/SDK/CLI
-  → Workflow Compiler (graph + policy + schemas)
-    → Execution Orchestrator (state machine, retries, fallbacks)
-      → Tool Runtime (sandbox + approval + capability scope)
-      → Model Runtime (provider abstraction + rate/timeout policy)
-    → Observability Bus (trace events + metrics + cost)
-    → Replay Engine (checkpoint + deterministic re-run)
-    → Persistence (session, memory, artifacts, run ledger)
-```
-
-### Runtime Components
-
-| Component | Responsibility | Interface |
-|-----------|---------------|-----------|
-| API/CLI Gateway | Accepts run requests, validates config/profile | `RunRequest`, `RunProfile` |
-| Workflow Compiler | Converts YAML/DSL to normalized execution graph | `CompiledGraph` |
-| Orchestrator | Executes graph state machine with retries/fallbacks | `ExecutionState`, `StepTransition` |
-| Tool Runtime | Runs tools with approval/sandbox policies | `ToolCall`, `ToolResult` |
-| Model Runtime | Provider routing, timeout, budget control | `ModelRequest`, `ModelResponse` |
-| Observability Bus | Streams structured events + metrics | `RunEvent` schema |
-| Replay Engine | Restarts from checkpoint with deterministic inputs | `ReplayRequest` |
-
-### Existing Architecture (Python SDK)
-
-The Python SDK is organised as three publishable tiers (see [§2](#2-python-three-tier-package-model-c71)):
-
-- `src/praisonai-agents/` — Core SDK (`Agent`, tools, memory, hooks, protocols)
-- `src/praisonai-code/` — Terminal CLI (`run`, `chat`, `code`, Typer, runtime, LLM)
-- `src/praisonai/` — Wrapper (gateway, bots, `framework_adapters/`, integrations)
-
-Core execution modules live in `praisonaiagents`:
-
-- `agent/` — Agent class, handoff, autonomy
-- `llm/` — Model runtime with provider routing, rate limiting, failover
-- `tools/` — Tool runtime with sandbox, approval, retry
-- `memory/` — Memory runtime (in-memory, SQLite, MongoDB, Mem0 adapters)
-- `knowledge/` — Knowledge management (indexing, retrieval, chunking)
-- `workflows/` — Workflow engine (YAML/SDK-based orchestration)
-- `hooks/`, `bus/` — Hook system and event bus
-- `mcp/` — MCP protocol support
-- `a2a/`, `a2ui/` — Agent-to-agent and agent-to-UI protocols (wrapper/SDK)
-
-Wrapper-only surfaces remain in `src/praisonai/`:
-
-  - `gateway/`, `bots/` — Multi-bot orchestration (BotOS)
-  - `framework_adapters/` — CrewAI, AutoGen, PraisonAI adapters
-  - `cli/commands/` — Wrapper commands (`bot`, `gateway`, `pairing`, …)
-
-### Multi-SDK Layout
-
-- **Python Core SDK** — `src/praisonai-agents/` (`praisonaiagents`)
-- **Python Terminal CLI** — `src/praisonai-code/` (`praisonai-code`)
-- **Python Wrapper** — `src/praisonai/` (`praisonai`)
-- **TypeScript SDK** — JS/TS runtime (`ts-sdk/`)
-- **Rust SDK** — High-performance Rust runtime (`rust-sdk/`)
-- **UI** — Web UI (`ui/`)
-
----
-
-## 4. Layered Architecture
-
-```mermaid
-flowchart TB
-  subgraph UX["Interface Layer"]
-    CLI[CLI]
-    SDK[SDK]
-    API[API Gateway]
-  end
-
-  subgraph Control["Control Plane"]
-    Compiler[Workflow Compiler]
-    Policy[Policy Engine]
-    Orchestrator[Execution Orchestrator]
-  end
-
-  subgraph Runtime["Runtime Plane"]
-    ModelRT[Model Runtime]
-    ToolRT[Tool Runtime]
-    MemoryRT[Memory Runtime]
-  end
-
-  subgraph Observe["Observability Plane"]
-    EventBus[Run Event Bus]
-    Metrics[Metrics + Cost]
-    Replay[Replay Engine]
-  end
-
-  subgraph Data["Data Plane"]
-    Ledger[Run Ledger]
-    Checkpoints[Checkpoints]
-    Artifacts[Artifacts Store]
-  end
-
-  CLI --> API
-  SDK --> API
-  API --> Compiler
-  API --> Policy
-  Compiler --> Orchestrator
-  Policy --> Orchestrator
-  Orchestrator --> ModelRT
-  Orchestrator --> ToolRT
-  Orchestrator --> MemoryRT
-  Orchestrator --> EventBus
-  EventBus --> Metrics
-  EventBus --> Replay
-  Orchestrator --> Ledger
-  Orchestrator --> Checkpoints
-  ToolRT --> Artifacts
-  Replay --> Checkpoints
-```
-
-### Interface Layer
-
-- **CLI** — The `praisonai` command-line entry point
-- **SDK** — Python library API (`from praisonai import Agent`)
-- **API Gateway** — HTTP/WebSocket REST API (`praisonai api` or `a2a`/`a2ui`)
-
-### Control Plane
-
-- **Workflow Compiler** — Converts YAML workflows and SDK-defined graphs into
-  a normalized `CompiledGraph` with adjacency validation and cycle detection.
-- **Policy Engine** — Enforces runtime policies (budget, timeout, approval
-  gates, capability validation) before and during execution.
-- **Execution Orchestrator** — Drives the state machine through graph nodes,
-  handling retry, fallback, and failure classification.
-
-### Runtime Plane
-
-- **Model Runtime** — Provider abstraction layer. Routes to OpenAI, Anthropic,
-  Gemini, Ollama, DeepSeek, etc. Handles rate limiting, token tracking, and
-  automatic failover between providers.
-- **Tool Runtime** — Executes tool calls with configurable sandboxing,
-  approval gates, retry policies, and capability scope validation.
-- **Memory Runtime** — Manages session memory, persistent memory stores,
-  and knowledge retrieval across in-memory, SQLite, and MongoDB backends.
-
-### Observability Plane
-
-- **Run Event Bus** — Structured event streaming for all lifecycle transitions
-  (START, INPUT, MODEL_CALL, TOOL_CALL, ERROR, RETRY, COMPLETE).
-- **Metrics + Cost** — Token counting, cost tracking, and performance metrics.
-- **Replay Engine** — Deterministic replay from the last stable checkpoint,
-  with state hash verification.
-
-### Data Plane
-
-- **Run Ledger** — Persistent record of all runs with state, metrics, and
-  failure classifications.
-- **Checkpoints** — Point-in-time snapshots of run state, memory, and
-  artifacts for replay and recovery.
-- **Artifacts Store** — Tool outputs, generated files, and intermediate
-  results.
-
----
-
-## 5. Core Data Contracts
-
-### RunRequest
-
-```text
-RunRequest {
-  run_id: UUID,
-  workflow_ref: string,
-  inputs: object,
-  profile: {safe_mode, budget, timeout, approval_policy},
-  context: {user_id, workspace_id, env}
-}
-```
-
-### RunEvent
-
-```text
-RunEvent {
-  ts: ISO8601,
-  run_id: UUID,
-  step_id: string,
-  type: START | INPUT | MODEL_CALL | TOOL_CALL |
-        ERROR | RETRY | COMPLETE,
-  payload: object,
-  cost: {tokens_in, tokens_out, usd},
-  latency_ms: number
-}
-```
-
-### Checkpoint
-
-```text
-Checkpoint {
-  run_id: UUID,
-  step_id: string,
-  state_hash: string,
-  memory_snapshot_ref: string,
-  artifact_refs: string[]
-}
-```
-
-### Execution Sequence
-
-```text
-1) Client submits RunRequest
-2) Gateway validates profile + schema
-3) Compiler resolves workflow → CompiledGraph
-4) Orchestrator starts node execution
-5) Node may call Model Runtime or Tool Runtime
-6) Every transition emits RunEvent
-7) On failure: classifier decides retry/fallback/abort
-8) Checkpoint stored after each critical step
-9) Final state + artifacts persisted to run ledger
-10) Replay can resume from last stable checkpoint
-```
-
----
-
-## 6. Reliability by Design
-
-### Error Taxonomy
-
-All failures are classified into one of five categories for automatic
-remediation:
-
-| Category | Description | Default Action |
-|----------|-------------|----------------|
-| `config` | Invalid configuration or profile | Abort with remediation hint |
-| `dependency` | Missing optional module or capability | Degrade / skip optional path |
-| `tool` | Tool execution failure | Retry with backoff and policy cap |
-| `model` | Model API error or timeout | Fallback to alternate provider/route |
-| `infra` | Network or resource exhaustion | Circuit-breaker + replay from checkpoint |
-
-```mermaid
-flowchart TD
-  S[Step Failure] --> T{Failure Type?}
-  T -->|Config| C1[Abort + config remediation hint]
-  T -->|Dependency| C2[Degrade capability / skip optional path]
-  T -->|Tool| C3[Retry with backoff and policy cap]
-  T -->|Model| C4[Fallback model/provider route]
-  T -->|Infra| C5[Circuit-breaker + replay from checkpoint]
-```
-
-### Hardening Checklist
-
-- **Dependency gates** — Optional modules declared as capabilities;
-  unavailable capability results in skip/degrade, not crash.
-- **Cross-platform adapters** — OS-specific implementations behind a single
-  interface (e.g., file lock adapter for Windows/Linux/macOS).
-- **Idempotent fixtures** — Integration tests use unique tenant/workspace IDs
-  and guaranteed teardown.
-- **Fail-safe output mode** — CLI rendering falls back to ASCII-safe mode on
-  encoding mismatch.
-- **CI parity matrix** — Run smoke workflows across Windows, Linux, and macOS.
-
-### Deterministic Test Pattern
-
-```python
-# Integration test pattern — always use unique, traceable IDs
-import uuid
-
-def test_agent_workflow():
-    tenant_id = f"test-{uuid.uuid4().hex[:8]}"
-    agent = Agent(name=f"agent-{tenant_id}", ...)
-    result = agent.run("task")
-    assert result.status == "success"
-    # teardown is guaranteed via fixture or context manager
-```
-
----
-
-## 7. Observability & Telemetry
-
-### Current Telemetry Stack
-
-PraisonAI already includes:
-
-- **OpenTelemetry integration** — Manual and auto-instrumentation for
-  traces, metrics, and logs.
-- **Token tracking** — Per-call and cumulative token/cost tracking.
-- **Performance monitoring** — Real-time dashboards and monitoring views.
-- **LangTrace integration** — LangTrace provider for tracing.
-- **Run outcomes** — Structured `RunOutcome` objects with status, duration,
-  token usage, and error classification.
-
-### Planned Enhancements
-
-- **Run Event Bus** — Stream all lifecycle events as structured `RunEvent`
-  payloads.
-- **Failure classifier** — Automatic failure category detection with
-  remediation hints.
-- **Run ledger visualization** — Timeline view of runs with step-by-step
-  event drill-down.
-- **Replay integration** — Checkpoint-based run replay from the
-  observability dashboard.
-
----
-
-## 8. Replay & Checkpointing
-
-### Design
-
-```mermaid
-sequenceDiagram
-  participant U as User/Client
-  participant G as Gateway
-  participant C as Compiler
-  participant O as Orchestrator
-  participant R as Model/Tool Runtime
-  participant E as Event Bus
-  participant L as Run Ledger
-  participant K as Checkpoint Store
-
-  U->>G: Submit RunRequest
-  G->>C: Validate + compile workflow
-  C-->>O: CompiledGraph
-  O->>R: Execute next step
-  R-->>O: Step output / error
-  O->>E: Emit structured RunEvent
-  O->>K: Persist checkpoint
-  O->>L: Persist run state + metrics
-  O-->>U: Final result / failure summary
-```
-
-### Current State
-
-- Basic run outcome persistence exists
-- Session persistence for bot/multi-turn conversations
-- Token and cost tracking per run
-
-### Roadmap
-
-- Full checkpoint creation at configurable step granularity
-- State hash verification for deterministic replay
-- Replay API endpoint (`POST /runs/{id}/replay`)
-- Checkpoint pruning and retention policy
-
----
-
-## 9. Implementation Roadmap
-
-### Completed (C7 / C7.1 — v4.6.110)
-
-| Project | Description | Status |
-|---------|-------------|--------|
-| C7 hot path | Standalone `praisonai-code run/chat/code` without wrapper import | **Complete** |
-| C7.1 boundaries | Three-tier ownership, `_wrapper_bridge`, import gates | **Complete** |
-| CI parity | Smoke standalone block + pre-existing test fixes (#2560) | **Complete** |
-
-### Quarter 1: Trust Foundation (Q3 2026)
-
-| Priority | Project | Description | Status |
-|----------|---------|-------------|--------|
-| P0 | Reliability Core | Cross-platform hardening, optional-dep gating, deterministic fixtures | In progress |
-| P0 | Doctor Auto-Fix | Automated environment diagnosis and repairs | Planned |
-| P1 | Golden-Path CLI | Single canonical flow: init → run → test → deploy | Planned |
-| P1 | CI Parity Matrix | Cross-platform smoke tests in CI pipeline | Planned |
-
-### Quarter 2: Operational Excellence (Q4 2026)
-
-| Priority | Project | Description | Status |
-|----------|---------|-------------|--------|
-| P1 | Trace + Replay | Run timeline, checkpoint replay, failure classifier | Planned |
-| P1 | Failure Classifier | Automatic failure category detection with remediation | Planned |
-| P2 | Graph Studio UX | Visual deterministic orchestration editor/inspector | Planned |
-| P2 | Safe Production Profiles | Policy presets: guardrails, approvals, cost/time caps | Planned |
-
-```mermaid
-gantt
-    title PraisonAI Architecture Program (2 Quarters)
-    dateFormat  YYYY-MM-DD
-    section Quarter 1
-    Reliability hardening + parity CI       :a1, 2026-07-01, 45d
-    Deterministic test isolation            :a2, 2026-07-10, 50d
-    Doctor Auto-Fix MVP                     :a3, 2026-07-20, 40d
-    Golden-path CLI                         :a4, 2026-08-01, 45d
-    section Quarter 2
-    Trace bus + run ledger                  :b1, 2026-10-01, 45d
-    Replay engine                           :b2, 2026-10-15, 45d
-    Failure classifier                      :b3, 2026-11-01, 30d
-    Graph UX beta + Safe profiles           :b4, 2026-11-10, 50d
-```
-
----
-
-## 10. Success Metrics
-
-### KPI Targets
-
-| KPI | Target | Primary Workstream |
-|-----|--------|-------------------|
-| Time-to-first-successful run | 30-40% reduction | Golden-path CLI + Doctor Auto-Fix |
-| Cross-platform issue rate | 50% reduction | Reliability Core + adapter layer |
-| Incident triage time | 40% reduction | Trace + Replay + failure classifier |
-| CI confidence | Flaky test rate <2% | Deterministic tests + fixture isolation |
-
-### Governance
-
-- **Architecture Review Council** — Reviews runtime-contract changes
-- **Release Quality Gate** — Platform matrix + deterministic test thresholds
-- **Monthly telemetry review** — DX, reliability, adoption trends
-
-
----
-
-*This document is a living reference. Update as the architecture evolves.*

CONTRIBUTING.md

@@ -1,14 +0,0 @@
-# Contributing to PraisonAI
-
-Thank you for your interest! Here's how to get started:
-
-1. Fork the repository
-2. Create a feature branch
-3. Make your changes
-4. Submit a pull request
-
-## Guidelines
-
-- Follow existing code style
-- Add tests for new features
-- Update documentation as needed

SECURITY.md

@@ -1,66 +0,0 @@
-# Security Policy
-
-PraisonAI takes security seriously. We appreciate responsible disclosure from researchers and users.
-
-## Supported packages
-
-| Package | Registry | Source path |
-|---------|----------|-------------|
-| `praisonaiagents` | [PyPI](https://pypi.org/project/praisonaiagents/) | `src/praisonai-agents/` |
-| `praisonai` | [PyPI](https://pypi.org/project/praisonai/) | `src/praisonai/` |
-| `praisonai-platform` | [PyPI](https://pypi.org/project/praisonai-platform/) | `src/praisonai-platform/` |
-| `praisonai` | [npm](https://www.npmjs.com/package/praisonai) | `src/praisonai-ts/` |
-
-Report issues against the **specific package** where the vulnerability exists. A platform-only issue does not necessarily affect the core SDK, and vice versa.
-
-## In scope
-
-- Authentication, authorisation, and multi-tenant isolation (e.g. workspace boundaries)
-- Tool execution, sandbox escape, and code execution paths
-- SSRF, injection, and unsafe deserialisation in shipped code
-- MCP, gateway, and bot/webhook integrations
-- Secrets handling, JWT/session configuration, and default credentials
-- Supply-chain issues in published package artefacts
-
-## Out of scope
-
-- Issues in forks or deployments not maintained in [MervinPraison/PraisonAI](https://github.com/MervinPraison/PraisonAI)
-- Vulnerabilities requiring physical access or fully compromised operator machines
-- Reports against versions no longer published or without a supported upgrade path
-- Theoretical issues with no practical impact in documented, supported configurations
-- Behaviour covered by an explicit, documented opt-out (e.g. dev-only env vars)
-
-## How to report
-
-**Preferred:** open a **private** security advisory:
-
-[https://github.com/MervinPraison/PraisonAI/security/advisories/new](https://github.com/MervinPraison/PraisonAI/security/advisories/new)
-
-Include:
-
-1. Affected package and version
-2. Clear reproduction steps
-3. Impact assessment (confidentiality, integrity, availability)
-4. Suggested fix (optional)
-
-Please allow reasonable time for triage and a patched release before public disclosure.
-
-## What to expect
-
-1. **Triage** — we validate the report and assign a disposition (`real`, `duplicate`, `wontfix`, etc.)
-2. **Fix** — minimal, backward-compatible patch on `main` where appropriate
-3. **Release** — patched version published to PyPI/npm **before** the advisory is published
-4. **Advisory** — GitHub Security Advisory with reporter credit and CVE where applicable
-
-## Resources
-
-- **Repository:** https://github.com/MervinPraison/PraisonAI
-- **Documentation:** https://docs.praison.ai
-- **Website:** https://praison.ai
-- **Advisories:** https://github.com/MervinPraison/PraisonAI/security/advisories
-
-## Maintainer workflow
-
-Contributors and agents handling audits should follow:
-
-`src/praisonai-agents/.agent/workflows/security-audit.md`

api.md

@@ -7,7 +7,7 @@ Regenerate with: `praisonai docs api-md --write`
 
 Types:
 ```python
-from praisonaiagents import ContextPolicy, GuardrailResult, HandoffConfig, HandoffCycleError, HandoffDepthError, HandoffError, HandoffInputData, HandoffResult, HandoffTimeoutError, ReflectionOutput, StepResult, ToolResult, ToolValidationError, WorkflowContext
+from praisonaiagents import ContextPolicy, GuardrailResult, HandoffConfig, HandoffCycleError, HandoffDepthError, HandoffError, HandoffInputData, HandoffResult, HandoffTimeoutError, ReflectionOutput, StepResult, TaskOutput, ToolResult, ToolValidationError, WorkflowContext
 ```
 
 Methods:
@@ -15,78 +15,120 @@ Methods:
 * <code title="class GuardrailResult">GuardrailResult.<a href="./src/praisonai-agents/praisonaiagents/guardrails/guardrail_result.py">from_tuple</a>(result: Tuple[bool, Any]) -> 'GuardrailResult'</code>
 * <code title="class HandoffConfig">HandoffConfig.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">from_dict</a>(data: Dict[str, Any]) -> 'HandoffConfig'</code>
 * <code title="class HandoffConfig">HandoffConfig.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">to_dict</a>() -> Dict[str, Any]</code>
-* <code title="class HandoffResult">HandoffResult.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">from_outcome</a>(outcome: AgentRunOutcome, target_agent: Optional[str] = None, source_agent: Optional[str] = None, handoff_depth: int = 0) -> 'HandoffResult'</code>
-* <code title="class ToolResult">ToolResult.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">is_multimodal</a>() -> bool</code>
+* <code title="class TaskOutput">TaskOutput.<a href="./src/praisonai-agents/praisonaiagents/main.py">json</a>() -> Optional[str]</code>
+* <code title="class TaskOutput">TaskOutput.<a href="./src/praisonai-agents/praisonaiagents/main.py">to_dict</a>() -> dict</code>
 * <code title="class ToolResult">ToolResult.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">to_dict</a>() -> Dict[str, Any]</code>
 
 # Agents
 
 Types:
 ```python
-from praisonaiagents import Agent, AutoAgents, AutoRagAgent, ContextAgent, DeepResearchAgent, ImageAgent, PlanningAgent, PraisonAIAgents, PromptExpanderAgent, QueryRewriterAgent, create_context_agent
+from praisonaiagents import Agent, Agents, AutoAgents, AutoRagAgent, ContextAgent, DeepResearchAgent, ImageAgent, PlanningAgent, PromptExpanderAgent, QueryRewriterAgent, create_context_agent
 ```
 
 Methods:
 
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">aclose</a>() -> None</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">add_mcp_server</a>(name: str, mcp: Any) -> Any</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">agent_id</a>() -> str</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">achat</a>(prompt: str, temperature = 1.0, tools = None, output_json = None, output_pydantic = None, reasoning_steps = False, task_name = None, task_description = None, task_id = None, attachments = None)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">aexecute</a>(task, context = None)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">agent_id</a>()</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">analyze_prompt</a>(prompt: str) -> set</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">auto_memory</a>() -> Optional[bool]</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">auto_memory</a>(value: Optional[bool]) -> None</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">chat_history</a>()</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">chat_history</a>(value)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">arun</a>(prompt: str, **kwargs)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">astart</a>(prompt: str, **kwargs)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">auto_memory</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">auto_memory</a>(value)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">background</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">background</a>(value)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">chat</a>(prompt, temperature = 1.0, tools = None, output_json = None, output_pydantic = None, reasoning_steps = False, stream = None, task_name = None, task_description = None, task_id = None, config = None, force_retrieval = False, skip_retrieval = False, attachments = None, tool_choice = None)</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">chat_with_context</a>(message: str, context: 'ContextPack', **kwargs) -> str</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">clone_for_channel</a>() -> 'Agent'</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">close</a>() -> None</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">console</a>() -> Optional[Any]</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">context_manager</a>() -> Optional[Any]</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">checkpoints</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">checkpoints</a>(value)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">clean_json_output</a>(output: str) -> str</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">clear_history</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">console</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">context_manager</a>()</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">context_manager</a>(value)</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">cost_summary</a>() -> dict</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">diff</a>(from_hash: Optional[str] = None)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">delete_history</a>(index: int) -> bool</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">delete_history_matching</a>(pattern: str) -> int</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">display_name</a>() -> str</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">ephemeral</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">execute</a>(task, context = None)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">execute_tool</a>(function_name, arguments)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">execute_tool_async</a>(function_name: str, arguments: Dict[str, Any]) -> Any</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">from_template</a>(uri: str, config: Optional[Dict[str, Any]] = None, offline: bool = False, **kwargs) -> 'Agent'</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">generate_task</a>() -> 'Task'</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">get_available_tools</a>() -> List[Any]</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">get_learn_context</a>() -> str</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">get_history_size</a>() -> int</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">get_memory_context</a>(query: Optional[str] = None) -> str</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">get_recommended_stage</a>(prompt: str) -> str</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">get_rules_context</a>(file_path: Optional[str] = None, include_manual: Optional[List[str]] = None) -> str</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">get_skills_prompt</a>() -> str</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">handoff_to</a>(target_agent: 'Agent', prompt: str, context: Optional[Dict[str, Any]] = None, config: Optional['HandoffConfig'] = None) -> 'HandoffResult'</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">handoff_to_async</a>(target_agent: 'Agent', prompt: str, context: Optional[Dict[str, Any]] = None, config: Optional['HandoffConfig'] = None) -> 'HandoffResult'</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">is_closed</a>() -> bool</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">last_stop_reason</a>() -> str</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">list_mcp_servers</a>() -> List[str]</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">llm_instance</a>()</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">llm_instance</a>(value)</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">llm_model</a>() -> Optional[str]</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">output_style</a>() -> Optional[str]</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">output_style</a>(value: Optional[str]) -> None</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">policy</a>() -> Optional[Any]</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">policy</a>(value: Optional[Any]) -> None</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">iter_stream</a>(prompt: str, **kwargs)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">launch</a>(path: str = '/', port: int = 8000, host: str = '0.0.0.0', debug: bool = False, protocol: str = 'http')</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">llm_model</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">output_style</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">output_style</a>(value)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">policy</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">policy</a>(value)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">prune_history</a>(keep_last: int = 5) -> int</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">query</a>(question: str, **kwargs) -> 'RAGResult'</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">rag</a>() -> Optional[Any]</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">rag</a>()</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">rag_query</a>(question: str, **kwargs) -> 'RAGResult'</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">redo</a>() -> bool</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">refresh_tools</a>() -> List[Any]</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">remove_mcp_server</a>(name: str) -> bool</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">retrieval_config</a>() -> Optional[Any]</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">retrieval_config</a>()</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">retrieve</a>(query: str, **kwargs) -> 'ContextPack'</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">rules_manager</a>() -> Optional[Any]</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">rules_manager</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">run</a>(prompt: str, **kwargs)</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">run_autonomous</a>(prompt: str, max_iterations: Optional[int] = None, timeout_seconds: Optional[float] = None, completion_promise: Optional[str] = None, clear_context: bool = False)</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">run_autonomous_async</a>(prompt: str, max_iterations: Optional[int] = None, timeout_seconds: Optional[float] = None, completion_promise: Optional[str] = None, clear_context: bool = False)</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">run_until</a>(prompt: str, criteria: str = '', threshold: float = 8.0, max_iterations: int = 5, mode: str = 'optimize', on_iteration: Optional[Callable[[Any], None]] = None, verbose: bool = False, goal: Optional[str] = None, goal_criteria: Optional[Any] = None, judge_model: Optional[str] = None) -> 'EvaluationLoopResult'</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">run_until_async</a>(prompt: str, criteria: str, threshold: float = 8.0, max_iterations: int = 5, mode: str = 'optimize', on_iteration: Optional[Callable[[Any], None]] = None, verbose: bool = False) -> 'EvaluationLoopResult'</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">set_snapshot_root</a>(project_path: str) -> bool</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">skill_manager</a>() -> Optional[Any]</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">store_memory</a>(content: str, memory_type: str = 'short_term', action: str = 'add', **kwargs: Any) -> None</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">stream_emitter</a>() -> Optional[Any]</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">stream_emitter</a>(value: Optional[Any]) -> None</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">thinking_budget</a>() -> Optional[int]</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">thinking_budget</a>(value: Optional[int]) -> None</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">total_cost</a>() -> float</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">undo</a>() -> bool</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">where_does_it_run</a>() -> str</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">session_id</a>() -> Optional[str]</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">skill_manager</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">start</a>(prompt: str = None, **kwargs)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">store_memory</a>(content: str, memory_type: str = 'short_term', **kwargs)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">stream_emitter</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">stream_emitter</a>(value)</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">switch_model</a>(new_model: str) -> None</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">thinking_budget</a>()</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">thinking_budget</a>(value)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">add_task</a>(task)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">aexecute_task</a>(task_id)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">append_to_state</a>(key: str, value: Any, max_length: Optional[int] = None) -> List[Any]</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">arun_all_tasks</a>()</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">arun_task</a>(task_id)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">astart</a>(content = None, return_dict = False, **kwargs)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">clean_json_output</a>(output: str) -> str</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">clear_state</a>() -> None</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">context_manager</a>()</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">current_plan</a>()</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">default_completion_checker</a>(task, agent_output)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">delete_state</a>(key: str) -> bool</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">display_token_usage</a>()</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">execute_task</a>(task_id)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_agent_details</a>(agent_name)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_all_state</a>() -> Dict[str, Any]</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_all_tasks_status</a>()</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_detailed_token_report</a>() -> Dict[str, Any]</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_plan_markdown</a>() -> str</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_state</a>(key: str, default: Any = None) -> Any</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_task_details</a>(task_id)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_task_result</a>(task_id)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_task_status</a>(task_id)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_todo_markdown</a>() -> str</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_token_usage_summary</a>() -> Dict[str, Any]</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">has_state</a>(key: str) -> bool</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">increment_state</a>(key: str, amount: float = 1, default: float = 0) -> float</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">launch</a>(path: str = '/agents', port: int = 8000, host: str = '0.0.0.0', debug: bool = False, protocol: str = 'http')</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">restore_session_state</a>(session_id: str) -> bool</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">run</a>(content = None, return_dict = False, **kwargs)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">run_all_tasks</a>()</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">run_task</a>(task_id)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">save_output_to_file</a>(task, task_output)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">save_session_state</a>(session_id: str, include_memory: bool = True) -> None</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">set_state</a>(key: str, value: Any) -> None</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">start</a>(content = None, return_dict = False, output = None, **kwargs)</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">todo_list</a>()</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">update_plan_step_status</a>(step_id: str, status: str) -> bool</code>
+* <code title="class Agents">Agents.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">update_state</a>(updates: Dict) -> None</code>
 * <code title="class AutoAgents">AutoAgents.<a href="./src/praisonai-agents/praisonaiagents/agents/autoagents.py">astart</a>()</code>
 * <code title="class AutoAgents">AutoAgents.<a href="./src/praisonai-agents/praisonaiagents/agents/autoagents.py">start</a>()</code>
 * <code title="class AutoRagAgent">AutoRagAgent.<a href="./src/praisonai-agents/praisonaiagents/agents/auto_rag_agent.py">achat</a>(message: str, **kwargs) -> str</code>
@@ -175,32 +217,23 @@ Methods:
 * <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">get_schema</a>() -> Dict[str, Any]</code>
 * <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">run</a>(**kwargs) -> Any</code>
 * <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">safe_run</a>(**kwargs) -> ToolResult</code>
-* <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">to_model_output</a>(result: Any) -> Optional[Any]</code>
 * <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">validate</a>() -> bool</code>
 * <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">validate_class</a>() -> bool</code>
-* <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">validate_schema_roundtrip</a>() -> bool</code>
 * <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">__call__</a>(*args, **kwargs) -> Any</code>
-* <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">check_availability</a>() -> tuple[bool, str]</code>
 * <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">injected_params</a>() -> Dict[str, Any]</code>
 * <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">run</a>(**kwargs) -> Any</code>
-* <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">to_model_output</a>(result: Any) -> Optional[Any]</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">clear</a>() -> None</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">discover_plugins</a>() -> int</code>
-* <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">discover_single_file_plugins</a>() -> int</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">get</a>(name: str) -> Optional[Union[BaseTool, Callable]]</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">get_all</a>() -> Dict[str, Union[BaseTool, Callable]]</code>
-* <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">get_tool_definitions</a>(permission_resolver: Optional[Callable[[str], bool]] = None) -> List[Dict[str, Any]]</code>
-* <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">get_trust_level</a>(name: str) -> Optional[str]</code>
-* <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">list_available_tools</a>(context: Optional[Dict[str, Any]] = None, ttl_seconds: Optional[float] = None) -> List[Union[BaseTool, Callable]]</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">list_base_tools</a>() -> List[BaseTool]</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">list_tools</a>() -> List[str]</code>
-* <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">list_tools_with_allowed_filter</a>(context: Optional[Dict[str, Any]] = None) -> List[str]</code>
-* <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">register</a>(tool: Union[BaseTool, Callable], name: Optional[str] = None, overwrite: bool = False, trust_level: Optional[str] = None, dynamic_schema_overrides: Optional[Callable[[Dict[str, Any]], Dict[str, Any]]] = None) -> None</code>
+* <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">register</a>(tool: Union[BaseTool, Callable], name: Optional[str] = None, overwrite: bool = False) -> None</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">unregister</a>(name: str) -> bool</code>
 * <code title="class Tools">Tools.<a href="./src/praisonai-agents/praisonaiagents/tools/tools.py">internet_search</a>(*args, **kwargs)</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">get_registry</a>() -> ToolRegistry</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">get_tool</a>(name: str) -> Optional[Union[BaseTool, Callable]]</code>
-* <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">register_tool</a>(tool: Union[BaseTool, Callable], name: Optional[str] = None, trust_level: Optional[str] = None, dynamic_schema_overrides: Optional[Callable[[Dict[str, Any]], Dict[str, Any]]] = None) -> None</code>
+* <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">register_tool</a>(tool: Union[BaseTool, Callable], name: Optional[str] = None) -> None</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">tool</a>(func: Optional[Callable] = None) -> Union[FunctionTool, Callable[[Callable], FunctionTool]]</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">validate_tool</a>(tool: Any) -> bool</code>
 
@@ -208,27 +241,56 @@ Methods:
 
 Types:
 ```python
-from praisonaiagents import Loop, Parallel, Pipeline, Repeat, Route, Task, Workflow, loop, parallel, repeat, route
+from praisonaiagents import Loop, Parallel, Pipeline, Repeat, Route, Workflow, WorkflowStep, loop, parallel, repeat, route
 ```
 
 Methods:
 
-* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">depends_on</a>()</code>
-* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">depends_on</a>(value)</code>
-* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">evaluate_when</a>(context: Dict[str, Any]) -> bool</code>
-* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">execute_callback</a>(task_output: TaskOutput) -> None</code>
-* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">execute_callback_sync</a>(task_output: TaskOutput) -> None</code>
-* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">get_next_task</a>(context: Dict[str, Any]) -> Optional[str]</code>
-* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">initialize_memory</a>()</code>
-* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">initialize_memory_async</a>()</code>
-* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">set_status</a>(new_status: str) -> None</code>
-* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">store_in_memory</a>(content: str, agent_name: str = None, task_id: str = None)</code>
-* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">to_dict</a>() -> Dict[str, Any]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">arun</a>(input: str = '', llm: Optional[str] = None, verbose: bool = False) -> Dict[str, Any]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">astart</a>(input: str = '', llm: Optional[str] = None, verbose: bool = False) -> Dict[str, Any]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">from_template</a>(uri: str, config: Optional[Dict[str, Any]] = None, offline: bool = False, **kwargs) -> 'Workflow'</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">memory_config</a>() -> Optional[Dict[str, Any]]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">on_step_complete</a>() -> Optional[Callable]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">on_step_error</a>() -> Optional[Callable]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">on_step_start</a>() -> Optional[Callable]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">on_workflow_complete</a>() -> Optional[Callable]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">on_workflow_start</a>() -> Optional[Callable]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">planning_llm</a>() -> Optional[str]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">reasoning</a>() -> bool</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">run</a>(input: str = '', llm: Optional[str] = None, verbose: bool = False, stream: bool = None) -> Dict[str, Any]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">start</a>(input: str = '', **kwargs) -> Dict[str, Any]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">stream</a>() -> bool</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">to_dict</a>() -> Dict[str, Any]</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">verbose</a>() -> bool</code>
+* <code title="class Workflow">Workflow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">verbose</a>(value: bool)</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">async_execution</a>() -> bool</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">branch_condition</a>() -> Optional[Dict[str, List[str]]]</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">context_from</a>() -> Optional[List[str]]</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">evaluator</a>()</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">executor</a>()</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">max_retries</a>() -> int</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">next_steps</a>() -> Optional[List[str]]</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">on_error</a>() -> str</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">output_file</a>() -> Optional[str]</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">output_json</a>() -> Optional[Any]</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">output_pydantic</a>() -> Optional[Any]</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">output_variable</a>() -> Optional[str]</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">quality_check</a>() -> bool</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">rerun</a>() -> bool</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">retain_full_context</a>() -> bool</code>
+* <code title="class WorkflowStep">WorkflowStep.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">to_dict</a>() -> Dict[str, Any]</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">loop</a>(step: Any = None, steps: Optional[List[Any]] = None, over: Optional[str] = None, from_csv: Optional[str] = None, from_file: Optional[str] = None, var_name: str = 'item', parallel: bool = False, max_workers: Optional[int] = None, output_variable: Optional[str] = None) -> Loop</code>
-* <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">parallel</a>(steps: List, max_workers: Optional[int] = None, on_failure: str = 'partial_ok') -> Parallel</code>
+* <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">parallel</a>(steps: List) -> Parallel</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">repeat</a>(step: Any, until: Optional[Callable[[WorkflowContext], bool]] = None, max_iterations: int = 10) -> Repeat</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">route</a>(routes: Dict[str, List], default: Optional[List] = None) -> Route</code>
 
+# DB
+
+Types:
+```python
+from praisonaiagents import db
+```
+
 # Memory
 
 Types:
@@ -238,10 +300,8 @@ from praisonaiagents import Memory, MemoryBackend, MemoryConfig
 
 Methods:
 
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">build_cache_optimized_context</a>(task_descr: str, user_id: Optional[str] = None, additional: str = '', max_items: int = 3, include_cache_boundary: bool = True, include_in_output: Optional[bool] = None) -> Dict[str, str]</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">build_context_for_task</a>(task_descr: str, user_id: Optional[str] = None, additional: str = '', max_items: int = 3, include_in_output: Optional[bool] = None) -> str</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">calculate_quality_metrics</a>(output: str, expected_output: str, llm: Optional[str] = None, custom_prompt: Optional[str] = None) -> Dict[str, float]</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">close_connections</a>()</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">compute_quality_score</a>(completeness: float, relevance: float, clarity: float, accuracy: float, weights: Dict[str, float] = None) -> float</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">delete_long_term</a>(memory_id: str) -> bool</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">delete_memories</a>(memory_ids: List[str]) -> int</code>
@@ -249,12 +309,9 @@ Methods:
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">delete_memory</a>(memory_id: str, memory_type: Optional[str] = None) -> bool</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">delete_short_term</a>(memory_id: str) -> bool</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">finalize_task_output</a>(content: str, agent_name: str, quality_score: float, threshold: float = 0.7, metrics: Dict[str, Any] = None, task_id: str = None)</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">forget</a>(**kwargs) -> int</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">get_all_memories</a>() -> List[Dict[str, Any]]</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">get_learn_context</a>() -> str</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">learn</a>()</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">recall</a>(query: str, **kwargs) -> List[Dict[str, Any]]</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">remember</a>(content: str, **kwargs) -> str</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">reset_all</a>()</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">reset_entity_only</a>()</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">reset_long_term</a>()</code>
@@ -262,8 +319,8 @@ Methods:
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">reset_user_memory</a>()</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search</a>(query: str, user_id: Optional[str] = None, agent_id: Optional[str] = None, run_id: Optional[str] = None, limit: int = 5, rerank: bool = False, **kwargs) -> List[Dict[str, Any]]</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_entity</a>(query: str, limit: int = 5) -> List[Dict[str, Any]]</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_long_term</a>(query: str, limit: int = 5, relevance_cutoff: float = 0.0, min_quality: float = 0.0, rerank: bool = False, metadata_filter: Optional[Dict[str, Any]] = None, user_id: Optional[str] = None, **kwargs) -> List[Dict[str, Any]]</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_short_term</a>(query: str, limit: int = 5, min_quality: float = 0.0, relevance_cutoff: float = 0.0, rerank: bool = False, metadata_filter: Optional[Dict[str, Any]] = None, user_id: Optional[str] = None, **kwargs) -> List[Dict[str, Any]]</code>
+* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_long_term</a>(query: str, limit: int = 5, relevance_cutoff: float = 0.0, min_quality: float = 0.0, rerank: bool = False, **kwargs) -> List[Dict[str, Any]]</code>
+* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_short_term</a>(query: str, limit: int = 5, min_quality: float = 0.0, relevance_cutoff: float = 0.0, rerank: bool = False, **kwargs) -> List[Dict[str, Any]]</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_user_memory</a>(user_id: str, query: str, limit: int = 5, rerank: bool = False, **kwargs) -> List[Dict[str, Any]]</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_with_quality</a>(query: str, min_quality: float = 0.0, memory_type: Literal['short', 'long'] = 'long', limit: int = 5) -> List[Dict[str, Any]]</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">store_entity</a>(name: str, type_: str, desc: str, relations: str)</code>
@@ -359,8 +416,7 @@ Methods:
 * <code title="class Handoff">Handoff.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">to_tool_function</a>(source_agent: 'Agent') -> Callable</code>
 * <code title="class Handoff">Handoff.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">tool_description</a>() -> str</code>
 * <code title="class Handoff">Handoff.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">tool_name</a>() -> str</code>
-* <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">handoff</a>(agent: 'Agent', tool_name_override: Optional[str] = None, tool_description_override: Optional[str] = None, on_handoff: Optional[Callable] = None, input_type: Optional[type] = None, input_filter: Optional[Callable[[HandoffInputData], HandoffInputData]] = None, config: Optional[HandoffConfig] = None, context_policy: Optional[str] = None, timeout_seconds: Optional[float] = None, max_concurrent: Optional[int] = None, detect_cycles: Optional[bool] = None, max_depth: Optional[int] = None, tool_policy_mode: Optional[Literal['intersect', 'passthrough']] = None, blocked_tools: Optional[List[str]] = None) -> Handoff</code>
-* <code title="class handoff_filters">handoff_filters.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">compress_history</a>(data: HandoffInputData) -> HandoffInputData</code>
+* <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">handoff</a>(agent: 'Agent', tool_name_override: Optional[str] = None, tool_description_override: Optional[str] = None, on_handoff: Optional[Callable] = None, input_type: Optional[type] = None, input_filter: Optional[Callable[[HandoffInputData], HandoffInputData]] = None, config: Optional[HandoffConfig] = None, context_policy: Optional[str] = None, timeout_seconds: Optional[float] = None, max_concurrent: Optional[int] = None, detect_cycles: Optional[bool] = None, max_depth: Optional[int] = None) -> Handoff</code>
 * <code title="class handoff_filters">handoff_filters.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">keep_last_n_messages</a>(n: int) -> Callable[[HandoffInputData], HandoffInputData]</code>
 * <code title="class handoff_filters">handoff_filters.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">remove_all_tools</a>(data: HandoffInputData) -> HandoffInputData</code>
 * <code title="class handoff_filters">handoff_filters.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">remove_system_messages</a>(data: HandoffInputData) -> HandoffInputData</code>
@@ -376,10 +432,7 @@ from praisonaiagents import GuardrailAction, GuardrailConfig, LLMGuardrail
 Methods:
 
 * <code title="class GuardrailConfig">GuardrailConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>
-* <code title="class LLMGuardrail">LLMGuardrail.<a href="./src/praisonai-agents/praisonaiagents/guardrails/llm_guardrail.py">__call__</a>(task_output) -> Tuple[bool, Union[str, 'TaskOutput']]</code>
-* <code title="class LLMGuardrail">LLMGuardrail.<a href="./src/praisonai-agents/praisonaiagents/guardrails/llm_guardrail.py">validate_input</a>(content: str, **kwargs) -> Tuple[bool, str]</code>
-* <code title="class LLMGuardrail">LLMGuardrail.<a href="./src/praisonai-agents/praisonaiagents/guardrails/llm_guardrail.py">validate_output</a>(content: str, **kwargs) -> Tuple[bool, str]</code>
-* <code title="class LLMGuardrail">LLMGuardrail.<a href="./src/praisonai-agents/praisonaiagents/guardrails/llm_guardrail.py">validate_tool_call</a>(tool_name: str, arguments: Dict[str, Any], **kwargs) -> Tuple[bool, Dict[str, Any]]</code>
+* <code title="class LLMGuardrail">LLMGuardrail.<a href="./src/praisonai-agents/praisonaiagents/guardrails/llm_guardrail.py">__call__</a>(task_output: TaskOutput) -> Tuple[bool, Union[str, TaskOutput]]</code>
 
 # Planning
 
@@ -463,7 +516,7 @@ Methods:
 
 Types:
 ```python
-from praisonaiagents import SkillLoader, SkillsConfig
+from praisonaiagents import SkillLoader, SkillManager, SkillMetadata, SkillProperties, SkillsConfig
 ```
 
 Methods:
@@ -475,6 +528,20 @@ Methods:
 * <code title="class SkillLoader">SkillLoader.<a href="./src/praisonai-agents/praisonaiagents/skills/loader.py">load_metadata</a>(skill_path: str) -> Optional[LoadedSkill]</code>
 * <code title="class SkillLoader">SkillLoader.<a href="./src/praisonai-agents/praisonaiagents/skills/loader.py">load_references</a>(skill: LoadedSkill) -> dict</code>
 * <code title="class SkillLoader">SkillLoader.<a href="./src/praisonai-agents/praisonaiagents/skills/loader.py">load_scripts</a>(skill: LoadedSkill) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">activate</a>(skill: LoadedSkill) -> bool</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">activate_by_name</a>(name: str) -> bool</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">add_skill</a>(skill_path: str) -> Optional[LoadedSkill]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">clear</a>() -> None</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">discover</a>(skill_dirs: Optional[List[str]] = None, include_defaults: bool = True) -> int</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_available_skills</a>() -> List[SkillMetadata]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_instructions</a>(name: str) -> Optional[str]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_skill</a>(name: str) -> Optional[LoadedSkill]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">load_resources</a>(name: str) -> bool</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">skill_names</a>() -> List[str]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">skills</a>() -> List[LoadedSkill]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">to_prompt</a>() -> str</code>
+* <code title="class SkillMetadata">SkillMetadata.<a href="./src/praisonai-agents/praisonaiagents/skills/models.py">from_properties</a>(props: SkillProperties) -> 'SkillMetadata'</code>
+* <code title="class SkillProperties">SkillProperties.<a href="./src/praisonai-agents/praisonaiagents/skills/models.py">to_dict</a>() -> dict</code>
 * <code title="class SkillsConfig">SkillsConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>
 
 # Session
@@ -491,12 +558,10 @@ Methods:
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">add_memory</a>(text: str, memory_type: str = 'long', **metadata) -> None</code>
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">chat</a>(message: str, **kwargs) -> str</code>
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">clear_memory</a>(memory_type: str = 'all') -> None</code>
-* <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">close</a>() -> None</code>
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">create_agent</a>(*args, **kwargs) -> 'Agent'</code>
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">get_context</a>(query: str, max_items: int = 3) -> str</code>
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">get_state</a>(key: str, default: Any = None) -> Any</code>
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">increment_state</a>(key: str, increment: int = 1, default: int = 0) -> None</code>
-* <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">is_expired</a>() -> bool</code>
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">knowledge</a>() -> 'Knowledge'</code>
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">memory</a>() -> 'Memory'</code>
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">restore_state</a>() -> Dict[str, Any]</code>
@@ -505,7 +570,6 @@ Methods:
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">search_memory</a>(query: str, memory_type: str = 'long', limit: int = 5) -> List[Dict[str, Any]]</code>
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">send_message</a>(message: str, **kwargs) -> str</code>
 * <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">set_state</a>(key: str, value: Any) -> None</code>
-* <code title="class Session">Session.<a href="./src/praisonai-agents/praisonaiagents/session/api.py">time_to_expiry</a>() -> Optional[float]</code>
 
 # MCP
 
@@ -516,14 +580,9 @@ from praisonaiagents import MCP
 
 Methods:
 
-* <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">apply_tool_filters</a>(allowed_tools: Optional[List[str]] = None, disabled_tools: Optional[List[str]] = None) -> 'MCP'</code>
-* <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">get_prompts</a>() -> List[dict]</code>
-* <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">get_resources</a>() -> List[dict]</code>
 * <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">get_tools</a>() -> List[Callable]</code>
-* <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">list_active_server_names</a>() -> set</code>
 * <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">shutdown</a>()</code>
 * <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">to_openai_tool</a>()</code>
-* <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">with_tool_prefix</a>(prefix: str) -> 'MCP'</code>
 
 # Telemetry
 
@@ -562,7 +621,7 @@ Methods:
 
 Types:
 ```python
-from praisonaiagents import FlowDisplay, track_workflow
+from praisonaiagents import FlowDisplay, obs, track_workflow
 ```
 
 Methods:
@@ -576,7 +635,7 @@ Methods:
 
 Types:
 ```python
-from praisonaiagents import ContextManager
+from praisonaiagents import ContextManager, ManagerConfig
 ```
 
 Methods:
@@ -593,14 +652,10 @@ Methods:
 * <code title="class ContextManager">ContextManager.<a href="./src/praisonai-agents/praisonaiagents/context/manager.py">register_snapshot_callback</a>(callback: Callable[[SnapshotHookData], None]) -> None</code>
 * <code title="class ContextManager">ContextManager.<a href="./src/praisonai-agents/praisonaiagents/context/manager.py">reset</a>() -> None</code>
 * <code title="class ContextManager">ContextManager.<a href="./src/praisonai-agents/praisonaiagents/context/manager.py">set_tool_budget</a>(tool_name: str, max_tokens: int, protected: bool = False) -> None</code>
-* <code title="class ContextManager">ContextManager.<a href="./src/praisonai-agents/praisonaiagents/context/manager.py">truncate_tool_output</a>(tool_name: str, output: str, tool_call_id: str = None, run_id: str = None) -> str</code>
-
-# UI
-
-Types:
-```python
-from praisonaiagents import A2UI
-```
+* <code title="class ContextManager">ContextManager.<a href="./src/praisonai-agents/praisonaiagents/context/manager.py">truncate_tool_output</a>(tool_name: str, output: str) -> str</code>
+* <code title="class ManagerConfig">ManagerConfig.<a href="./src/praisonai-agents/praisonaiagents/context/manager.py">from_env</a>() -> 'ManagerConfig'</code>
+* <code title="class ManagerConfig">ManagerConfig.<a href="./src/praisonai-agents/praisonaiagents/context/manager.py">merge</a>(**overrides) -> 'ManagerConfig'</code>
+* <code title="class ManagerConfig">ManagerConfig.<a href="./src/praisonai-agents/praisonaiagents/context/manager.py">to_dict</a>() -> Dict[str, Any]</code>
 
 # Config
 
@@ -611,12 +666,8 @@ from praisonaiagents import AutonomyConfig, AutonomyLevel, CachingConfig, Execut
 
 Methods:
 
-* <code title="class AutonomyConfig">AutonomyConfig.<a href="./src/praisonai-agents/praisonaiagents/agent/autonomy.py">effective_track_changes</a>() -> bool</code>
-* <code title="class AutonomyConfig">AutonomyConfig.<a href="./src/praisonai-agents/praisonaiagents/agent/autonomy.py">from_dict</a>(data: Dict[str, Any]) -> 'AutonomyConfig'</code>
+* <code title="class AutonomyConfig">AutonomyConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>
 * <code title="class CachingConfig">CachingConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>
-* <code title="class ExecutionConfig">ExecutionConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">from_dict</a>(data: Dict[str, Any]) -> 'ExecutionConfig'</code>
-* <code title="class ExecutionConfig">ExecutionConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">resolved_max_steps</a>() -> int</code>
-* <code title="class ExecutionConfig">ExecutionConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">resolved_max_tool_calls</a>() -> int</code>
 * <code title="class ExecutionConfig">ExecutionConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>
 * <code title="class GuardrailConfig">GuardrailConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>
 * <code title="class HooksConfig">HooksConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>
@@ -684,97 +735,26 @@ Methods:
 
 Types:
 ```python
-from praisonaiagents import AgentAppConfig, AgentAppProtocol, AgentFlow, AgentManager, AgentOSConfig, AgentOSProtocol, AgentTeam, AutoApproveBackend, EmbeddingResult, RetryBackoffConfig, RunOutcome, __version__, aembedding, aembeddings, embedding, embeddings, get_dimensions
+from praisonaiagents import EmbeddingResult, Task, aembedding, aembeddings, embedding, embeddings, get_dimensions
 ```
 
 Methods:
 
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">arun</a>(input: str = '', llm: Optional[str] = None, verbose: bool = False) -> Dict[str, Any]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">astart</a>(input: str = '', llm: Optional[str] = None, verbose: bool = False) -> Dict[str, Any]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">from_template</a>(uri: str, config: Optional[Dict[str, Any]] = None, offline: bool = False, **kwargs) -> 'Workflow'</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">get_history</a>() -> List[Dict[str, Any]]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">memory_config</a>() -> Optional[Dict[str, Any]]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">on_step_complete</a>() -> Optional[Callable]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">on_step_error</a>() -> Optional[Callable]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">on_step_start</a>() -> Optional[Callable]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">on_workflow_complete</a>() -> Optional[Callable]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">on_workflow_start</a>() -> Optional[Callable]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">planning_llm</a>() -> Optional[str]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">reasoning</a>() -> bool</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">run</a>(input: str = '', llm: Optional[str] = None, verbose: bool = False, stream: bool = None) -> Dict[str, Any]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">start</a>(input: str = '', **kwargs) -> Dict[str, Any]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">stream</a>() -> bool</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">to_dict</a>() -> Dict[str, Any]</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">verbose</a>() -> bool</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">verbose</a>(value: bool)</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">where_does_it_run</a>() -> str</code>
-* <code title="class AgentOSProtocol">AgentOSProtocol.<a href="./src/praisonai-agents/praisonaiagents/app/protocols.py">get_app</a>() -> Any</code>
-* <code title="class AgentOSProtocol">AgentOSProtocol.<a href="./src/praisonai-agents/praisonaiagents/app/protocols.py">serve</a>(host: Optional[str] = None, port: Optional[int] = None, reload: bool = False, **kwargs: Any) -> None</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">aannounce_completion</a>(agent_id: str, task_id: str, result: Any, success: bool = True, error: Optional[str] = None, metadata: Optional[Dict[str, Any]] = None) -> None</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">add_task</a>(task)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">aexecute_task</a>(task_id)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">announce_completion</a>(agent_id: str, task_id: str, result: Any, success: bool = True, error: Optional[str] = None, metadata: Optional[Dict[str, Any]] = None) -> None</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">append_to_state</a>(key: str, value: Any, max_length: Optional[int] = None) -> List[Any]</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">arun_all_tasks</a>()</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">arun_task</a>(task_id)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">aspawn_sub_agent</a>(agent: Agent, task: Any, completion_callback: Optional[Callable[[SubAgentCompletionEvent], Any]] = None, metadata: Optional[Dict[str, Any]] = None) -> SpawnedSubAgent</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">astart</a>(content = None, return_dict = False, **kwargs)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">astart_for_each</a>(inputs, **kwargs)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">await_for_completions</a>(timeout: Optional[float] = None, agent_ids: Optional[List[str]] = None) -> List[SubAgentCompletionEvent]</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">clean_json_output</a>(output: str) -> str</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">clear_state</a>() -> None</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">close</a>() -> None</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">context_manager</a>()</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">current_plan</a>()</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">default_completion_checker</a>(task, agent_output)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">delete_state</a>(key: str) -> bool</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">display_token_usage</a>()</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">execute_task</a>(task_id)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_agent_details</a>(agent_name)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_all_state</a>() -> Dict[str, Any]</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_all_tasks_status</a>()</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_detailed_token_report</a>() -> Dict[str, Any]</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_plan_markdown</a>() -> str</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_spawned_agents</a>() -> List[SpawnedSubAgent]</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_state</a>(key: str, default: Any = None) -> Any</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_task_details</a>(task_id)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_task_result</a>(task_id)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_task_status</a>(task_id)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_todo_markdown</a>() -> str</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_token_usage_summary</a>() -> Dict[str, Any]</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">has_state</a>(key: str) -> bool</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">increment_state</a>(key: str, amount: float = 1, default: float = 0) -> float</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">launch</a>(path: str = '/agents', port: int = 8000, host: str = '0.0.0.0', debug: bool = False, protocol: str = 'http')</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">restore_session_state</a>(session_id: str) -> bool</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">run</a>(content = None, return_dict = False, **kwargs)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">run_all_tasks</a>()</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">run_task</a>(task_id)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">save_output_to_file</a>(task, task_output)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">save_session_state</a>(session_id: str, include_memory: bool = True) -> bool</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">set_state</a>(key: str, value: Any) -> None</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">spawn_sub_agent</a>(agent: Agent, task: Any, completion_callback: Optional[Callable[[SubAgentCompletionEvent], Any]] = None, metadata: Optional[Dict[str, Any]] = None) -> SpawnedSubAgent</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">start</a>(content = None, return_dict = False, output = None, **kwargs)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">start_for_each</a>(inputs, **kwargs)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">stream_emitter</a>()</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">todo_list</a>()</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">update_plan_step_status</a>(step_id: str, status: str) -> bool</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">update_state</a>(updates: Dict) -> None</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">wait_for_completions</a>(timeout: Optional[float] = None, agent_ids: Optional[List[str]] = None) -> List[SubAgentCompletionEvent]</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">where_does_it_run</a>() -> str</code>
-* <code title="class AutoApproveBackend">AutoApproveBackend.<a href="./src/praisonai-agents/praisonaiagents/approval/backends.py">request_approval</a>(request: ApprovalRequest) -> ApprovalDecision</code>
-* <code title="class AutoApproveBackend">AutoApproveBackend.<a href="./src/praisonai-agents/praisonaiagents/approval/backends.py">request_approval_sync</a>(request: ApprovalRequest) -> ApprovalDecision</code>
-* <code title="class RunOutcome">RunOutcome.<a href="./src/praisonai-agents/praisonaiagents/agent/run_outcome.py">completed</a>(output: Optional[str] = None) -> 'RunOutcome'</code>
-* <code title="class RunOutcome">RunOutcome.<a href="./src/praisonai-agents/praisonaiagents/agent/run_outcome.py">from_exception</a>(exc: BaseException, output: Optional[str] = None) -> 'RunOutcome'</code>
-* <code title="class RunOutcome">RunOutcome.<a href="./src/praisonai-agents/praisonaiagents/agent/run_outcome.py">succeeded</a>() -> bool</code>
+* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">execute_callback</a>(task_output: TaskOutput) -> None</code>
+* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">execute_callback_sync</a>(task_output: TaskOutput) -> None</code>
+* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">initialize_memory</a>()</code>
+* <code title="class Task">Task.<a href="./src/praisonai-agents/praisonaiagents/task/task.py">store_in_memory</a>(content: str, agent_name: str = None, task_id: str = None)</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/embedding/embed.py">aembedding</a>(input: Union[str, List[str]], model: str = 'text-embedding-3-small', dimensions: Optional[int] = None, encoding_format: str = 'float', timeout: float = 600.0, api_key: Optional[str] = None, api_base: Optional[str] = None, metadata: Optional[Dict[str, Any]] = None, **kwargs) -> EmbeddingResult</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/embedding/embed.py">aembeddings</a>(input: Union[str, List[str]], model: str = 'text-embedding-3-small', dimensions: Optional[int] = None, encoding_format: str = 'float', timeout: float = 600.0, api_key: Optional[str] = None, api_base: Optional[str] = None, metadata: Optional[Dict[str, Any]] = None, **kwargs) -> EmbeddingResult</code>
+* <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/embedding/embed.py">embedding</a>(input: Union[str, List[str]], model: str = 'text-embedding-3-small', dimensions: Optional[int] = None, encoding_format: str = 'float', timeout: float = 600.0, api_key: Optional[str] = None, api_base: Optional[str] = None, metadata: Optional[Dict[str, Any]] = None, **kwargs) -> EmbeddingResult</code>
+* <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/embedding/embed.py">embeddings</a>(input: Union[str, List[str]], model: str = 'text-embedding-3-small', dimensions: Optional[int] = None, encoding_format: str = 'float', timeout: float = 600.0, api_key: Optional[str] = None, api_base: Optional[str] = None, metadata: Optional[Dict[str, Any]] = None, **kwargs) -> EmbeddingResult</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/embedding/dimensions.py">get_dimensions</a>(model_name: str) -> int</code>
 
 # Wrapper (praisonai)
 
 Types:
 ```python
-from praisonai import Agent, AgentApp, AgentOS, AnthropicManagedAgent, DB, HostedAgent, HostedAgentConfig, LocalAgent, LocalAgentConfig, LocalManagedAgent, LocalManagedConfig, ManagedAgent, ManagedConfig, __version__, arun, run
+from praisonai import CloudProvider, Deploy, DeployConfig, DeployType, PraisonAI, __version__
 ```
 
 # CLI
@@ -782,14 +762,51 @@ from praisonai import Agent, AgentApp, AgentOS, AnthropicManagedAgent, DB, Hoste
 Methods:
 
 * <code title="cli">praisonai <a href="./src/praisonai/praisonai/cli/main.py">--help</a></code>
-* <code title="cli">praisonai app app <a href="./src/praisonai/praisonai/cli/commands/app.py">--help</a></code>
+* <code title="cli">praisonai acp acp-main <a href="./src/praisonai/praisonai/cli/commands/acp.py">--help</a></code>
+* <code title="cli">praisonai agents create <a href="./src/praisonai/praisonai/cli/commands/agents.py">--help</a></code>
+* <code title="cli">praisonai agents info <a href="./src/praisonai/praisonai/cli/commands/agents.py">--help</a></code>
+* <code title="cli">praisonai agents list <a href="./src/praisonai/praisonai/cli/commands/agents.py">--help</a></code>
 * <code title="cli">praisonai audit agent-centric <a href="./src/praisonai/praisonai/cli/commands/audit.py">--help</a></code>
 * <code title="cli">praisonai batch batch-run <a href="./src/praisonai/praisonai/cli/commands/batch.py">--help</a></code>
 * <code title="cli">praisonai batch list <a href="./src/praisonai/praisonai/cli/commands/batch.py">--help</a></code>
 * <code title="cli">praisonai batch report <a href="./src/praisonai/praisonai/cli/commands/batch.py">--help</a></code>
 * <code title="cli">praisonai batch stats <a href="./src/praisonai/praisonai/cli/commands/batch.py">--help</a></code>
+* <code title="cli">praisonai benchmark agent <a href="./src/praisonai/praisonai/cli/commands/benchmark.py">--help</a></code>
+* <code title="cli">praisonai benchmark benchmark-callback <a href="./src/praisonai/praisonai/cli/commands/benchmark.py">--help</a></code>
+* <code title="cli">praisonai benchmark cli <a href="./src/praisonai/praisonai/cli/commands/benchmark.py">--help</a></code>
+* <code title="cli">praisonai benchmark compare <a href="./src/praisonai/praisonai/cli/commands/benchmark.py">--help</a></code>
+* <code title="cli">praisonai benchmark litellm <a href="./src/praisonai/praisonai/cli/commands/benchmark.py">--help</a></code>
+* <code title="cli">praisonai benchmark profile <a href="./src/praisonai/praisonai/cli/commands/benchmark.py">--help</a></code>
+* <code title="cli">praisonai benchmark sdk <a href="./src/praisonai/praisonai/cli/commands/benchmark.py">--help</a></code>
+* <code title="cli">praisonai benchmark workflow <a href="./src/praisonai/praisonai/cli/commands/benchmark.py">--help</a></code>
+* <code title="cli">praisonai bot bot-callback <a href="./src/praisonai/praisonai/cli/commands/bot.py">--help</a></code>
+* <code title="cli">praisonai bot discord <a href="./src/praisonai/praisonai/cli/commands/bot.py">--help</a></code>
+* <code title="cli">praisonai bot slack <a href="./src/praisonai/praisonai/cli/commands/bot.py">--help</a></code>
+* <code title="cli">praisonai bot telegram <a href="./src/praisonai/praisonai/cli/commands/bot.py">--help</a></code>
+* <code title="cli">praisonai browser browser-callback <a href="./src/praisonai/praisonai/cli/commands/browser.py">--help</a></code>
+* <code title="cli">praisonai browser click <a href="./src/praisonai/praisonai/cli/commands/browser.py">--help</a></code>
+* <code title="cli">praisonai browser navigate <a href="./src/praisonai/praisonai/cli/commands/browser.py">--help</a></code>
+* <code title="cli">praisonai browser open <a href="./src/praisonai/praisonai/cli/commands/browser.py">--help</a></code>
+* <code title="cli">praisonai browser profiles <a href="./src/praisonai/praisonai/cli/commands/browser.py">--help</a></code>
+* <code title="cli">praisonai browser screenshot <a href="./src/praisonai/praisonai/cli/commands/browser.py">--help</a></code>
+* <code title="cli">praisonai browser snapshot <a href="./src/praisonai/praisonai/cli/commands/browser.py">--help</a></code>
+* <code title="cli">praisonai browser status <a href="./src/praisonai/praisonai/cli/commands/browser.py">--help</a></code>
+* <code title="cli">praisonai browser type <a href="./src/praisonai/praisonai/cli/commands/browser.py">--help</a></code>
+* <code title="cli">praisonai call call-main <a href="./src/praisonai/praisonai/cli/commands/call.py">--help</a></code>
 * <code title="cli">praisonai chat <a href="./src/praisonai/praisonai/cli/main.py">--help</a></code>
+* <code title="cli">praisonai chat chat-main <a href="./src/praisonai/praisonai/cli/commands/chat.py">--help</a></code>
 * <code title="cli">praisonai code <a href="./src/praisonai/praisonai/cli/main.py">--help</a></code>
+* <code title="cli">praisonai code code-main <a href="./src/praisonai/praisonai/cli/commands/code.py">--help</a></code>
+* <code title="cli">praisonai commit commit-main <a href="./src/praisonai/praisonai/cli/commands/commit.py">--help</a></code>
+* <code title="cli">praisonai completion bash <a href="./src/praisonai/praisonai/cli/commands/completion.py">--help</a></code>
+* <code title="cli">praisonai completion completion-callback <a href="./src/praisonai/praisonai/cli/commands/completion.py">--help</a></code>
+* <code title="cli">praisonai completion fish <a href="./src/praisonai/praisonai/cli/commands/completion.py">--help</a></code>
+* <code title="cli">praisonai completion zsh <a href="./src/praisonai/praisonai/cli/commands/completion.py">--help</a></code>
+* <code title="cli">praisonai config get <a href="./src/praisonai/praisonai/cli/commands/config.py">--help</a></code>
+* <code title="cli">praisonai config list <a href="./src/praisonai/praisonai/cli/commands/config.py">--help</a></code>
+* <code title="cli">praisonai config path <a href="./src/praisonai/praisonai/cli/commands/config.py">--help</a></code>
+* <code title="cli">praisonai config reset <a href="./src/praisonai/praisonai/cli/commands/config.py">--help</a></code>
+* <code title="cli">praisonai config set <a href="./src/praisonai/praisonai/cli/commands/config.py">--help</a></code>
 * <code title="cli">praisonai context add <a href="./src/praisonai/praisonai/cli/commands/context.py">--help</a></code>
 * <code title="cli">praisonai context clear <a href="./src/praisonai/praisonai/cli/commands/context.py">--help</a></code>
 * <code title="cli">praisonai context compact <a href="./src/praisonai/praisonai/cli/commands/context.py">--help</a></code>
@@ -799,7 +816,17 @@ Methods:
 * <code title="cli">praisonai context show <a href="./src/praisonai/praisonai/cli/commands/context.py">--help</a></code>
 * <code title="cli">praisonai context stats <a href="./src/praisonai/praisonai/cli/commands/context.py">--help</a></code>
 * <code title="cli">praisonai context tail <a href="./src/praisonai/praisonai/cli/commands/context.py">--help</a></code>
-* <code title="cli">praisonai dashboard unified <a href="./src/praisonai/praisonai/cli/commands/dashboard.py">--help</a></code>
+* <code title="cli">praisonai debug acp <a href="./src/praisonai/praisonai/cli/commands/debug.py">--help</a></code>
+* <code title="cli">praisonai debug debug-callback <a href="./src/praisonai/praisonai/cli/commands/debug.py">--help</a></code>
+* <code title="cli">praisonai debug interactive <a href="./src/praisonai/praisonai/cli/commands/debug.py">--help</a></code>
+* <code title="cli">praisonai debug lsp <a href="./src/praisonai/praisonai/cli/commands/debug.py">--help</a></code>
+* <code title="cli">praisonai debug trace <a href="./src/praisonai/praisonai/cli/commands/debug.py">--help</a></code>
+* <code title="cli">praisonai deploy aws <a href="./src/praisonai/praisonai/cli/commands/deploy.py">--help</a></code>
+* <code title="cli">praisonai deploy azure <a href="./src/praisonai/praisonai/cli/commands/deploy.py">--help</a></code>
+* <code title="cli">praisonai deploy docker <a href="./src/praisonai/praisonai/cli/commands/deploy.py">--help</a></code>
+* <code title="cli">praisonai deploy gcp <a href="./src/praisonai/praisonai/cli/commands/deploy.py">--help</a></code>
+* <code title="cli">praisonai diag diag-callback <a href="./src/praisonai/praisonai/cli/commands/diag.py">--help</a></code>
+* <code title="cli">praisonai diag export <a href="./src/praisonai/praisonai/cli/commands/diag.py">--help</a></code>
 * <code title="cli">praisonai docs api-md <a href="./src/praisonai/praisonai/cli/commands/docs.py">--help</a></code>
 * <code title="cli">praisonai docs generate <a href="./src/praisonai/praisonai/cli/commands/docs.py">--help</a></code>
 * <code title="cli">praisonai docs list <a href="./src/praisonai/praisonai/cli/commands/docs.py">--help</a></code>
@@ -808,55 +835,72 @@ Methods:
 * <code title="cli">praisonai docs run-all <a href="./src/praisonai/praisonai/cli/commands/docs.py">--help</a></code>
 * <code title="cli">praisonai docs serve <a href="./src/praisonai/praisonai/cli/commands/docs.py">--help</a></code>
 * <code title="cli">praisonai docs stats <a href="./src/praisonai/praisonai/cli/commands/docs.py">--help</a></code>
-* <code title="cli">praisonai examples find <a href="./src/praisonai/praisonai/cli/commands/examples.py">--help</a></code>
+* <code title="cli">praisonai doctor cleanup <a href="./src/praisonai/praisonai/cli/commands/doctor.py">--help</a></code>
+* <code title="cli">praisonai doctor config <a href="./src/praisonai/praisonai/cli/commands/doctor.py">--help</a></code>
+* <code title="cli">praisonai doctor db <a href="./src/praisonai/praisonai/cli/commands/doctor.py">--help</a></code>
+* <code title="cli">praisonai doctor doctor-callback <a href="./src/praisonai/praisonai/cli/commands/doctor.py">--help</a></code>
+* <code title="cli">praisonai doctor env <a href="./src/praisonai/praisonai/cli/commands/doctor.py">--help</a></code>
+* <code title="cli">praisonai doctor mcp <a href="./src/praisonai/praisonai/cli/commands/doctor.py">--help</a></code>
+* <code title="cli">praisonai doctor network <a href="./src/praisonai/praisonai/cli/commands/doctor.py">--help</a></code>
+* <code title="cli">praisonai doctor performance <a href="./src/praisonai/praisonai/cli/commands/doctor.py">--help</a></code>
+* <code title="cli">praisonai doctor selftest <a href="./src/praisonai/praisonai/cli/commands/doctor.py">--help</a></code>
+* <code title="cli">praisonai doctor tools <a href="./src/praisonai/praisonai/cli/commands/doctor.py">--help</a></code>
+* <code title="cli">praisonai doctor troubleshoot <a href="./src/praisonai/praisonai/cli/commands/doctor.py">--help</a></code>
+* <code title="cli">praisonai endpoints list <a href="./src/praisonai/praisonai/cli/commands/endpoints.py">--help</a></code>
+* <code title="cli">praisonai endpoints test <a href="./src/praisonai/praisonai/cli/commands/endpoints.py">--help</a></code>
+* <code title="cli">praisonai environment check <a href="./src/praisonai/praisonai/cli/commands/environment.py">--help</a></code>
+* <code title="cli">praisonai environment doctor <a href="./src/praisonai/praisonai/cli/commands/environment.py">--help</a></code>
+* <code title="cli">praisonai environment view <a href="./src/praisonai/praisonai/cli/commands/environment.py">--help</a></code>
+* <code title="cli">praisonai eval accuracy <a href="./src/praisonai/praisonai/cli/commands/eval.py">--help</a></code>
+* <code title="cli">praisonai eval judge <a href="./src/praisonai/praisonai/cli/commands/eval.py">--help</a></code>
+* <code title="cli">praisonai eval list-judges <a href="./src/praisonai/praisonai/cli/commands/eval.py">--help</a></code>
+* <code title="cli">praisonai eval performance <a href="./src/praisonai/praisonai/cli/commands/eval.py">--help</a></code>
 * <code title="cli">praisonai examples info <a href="./src/praisonai/praisonai/cli/commands/examples.py">--help</a></code>
 * <code title="cli">praisonai examples list <a href="./src/praisonai/praisonai/cli/commands/examples.py">--help</a></code>
 * <code title="cli">praisonai examples report <a href="./src/praisonai/praisonai/cli/commands/examples.py">--help</a></code>
 * <code title="cli">praisonai examples run <a href="./src/praisonai/praisonai/cli/commands/examples.py">--help</a></code>
 * <code title="cli">praisonai examples run-all <a href="./src/praisonai/praisonai/cli/commands/examples.py">--help</a></code>
 * <code title="cli">praisonai examples stats <a href="./src/praisonai/praisonai/cli/commands/examples.py">--help</a></code>
-* <code title="cli">praisonai flow export <a href="./src/praisonai/praisonai/cli/commands/flow.py">--help</a></code>
-* <code title="cli">praisonai flow flow-start <a href="./src/praisonai/praisonai/cli/commands/flow.py">--help</a></code>
-* <code title="cli">praisonai flow import <a href="./src/praisonai/praisonai/cli/commands/flow.py">--help</a></code>
-* <code title="cli">praisonai flow list <a href="./src/praisonai/praisonai/cli/commands/flow.py">--help</a></code>
-* <code title="cli">praisonai flow version <a href="./src/praisonai/praisonai/cli/commands/flow.py">--help</a></code>
+* <code title="cli">praisonai hooks add <a href="./src/praisonai/praisonai/cli/commands/hooks.py">--help</a></code>
+* <code title="cli">praisonai hooks list <a href="./src/praisonai/praisonai/cli/commands/hooks.py">--help</a></code>
+* <code title="cli">praisonai hooks remove <a href="./src/praisonai/praisonai/cli/commands/hooks.py">--help</a></code>
 * <code title="cli">praisonai knowledge add <a href="./src/praisonai/praisonai/cli/commands/knowledge.py">--help</a></code>
 * <code title="cli">praisonai knowledge index <a href="./src/praisonai/praisonai/cli/commands/knowledge.py">--help</a></code>
 * <code title="cli">praisonai knowledge list <a href="./src/praisonai/praisonai/cli/commands/knowledge.py">--help</a></code>
 * <code title="cli">praisonai knowledge search <a href="./src/praisonai/praisonai/cli/commands/knowledge.py">--help</a></code>
-* <code title="cli">praisonai langextract render <a href="./src/praisonai/praisonai/cli/commands/langextract.py">--help</a></code>
-* <code title="cli">praisonai langextract view <a href="./src/praisonai/praisonai/cli/commands/langextract.py">--help</a></code>
-* <code title="cli">praisonai langfuse config <a href="./src/praisonai/praisonai/cli/commands/langfuse.py">--help</a></code>
-* <code title="cli">praisonai langfuse connect <a href="./src/praisonai/praisonai/cli/commands/langfuse.py">--help</a></code>
-* <code title="cli">praisonai langfuse init <a href="./src/praisonai/praisonai/cli/commands/langfuse.py">--help</a></code>
-* <code title="cli">praisonai langfuse langfuse-start <a href="./src/praisonai/praisonai/cli/commands/langfuse.py">--help</a></code>
-* <code title="cli">praisonai langfuse sessions <a href="./src/praisonai/praisonai/cli/commands/langfuse.py">--help</a></code>
-* <code title="cli">praisonai langfuse show <a href="./src/praisonai/praisonai/cli/commands/langfuse.py">--help</a></code>
-* <code title="cli">praisonai langfuse status <a href="./src/praisonai/praisonai/cli/commands/langfuse.py">--help</a></code>
-* <code title="cli">praisonai langfuse stop <a href="./src/praisonai/praisonai/cli/commands/langfuse.py">--help</a></code>
-* <code title="cli">praisonai langfuse test <a href="./src/praisonai/praisonai/cli/commands/langfuse.py">--help</a></code>
-* <code title="cli">praisonai langfuse traces <a href="./src/praisonai/praisonai/cli/commands/langfuse.py">--help</a></code>
-* <code title="cli">praisonai langfuse version <a href="./src/praisonai/praisonai/cli/commands/langfuse.py">--help</a></code>
-* <code title="cli">praisonai managed delete <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed get <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed list <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed managed-callback <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed multi <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed ps <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed restore <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed resume <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed run <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed save <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed show <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed stop <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed update <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai n8n export <a href="./src/praisonai/praisonai/cli/commands/n8n.py">--help</a></code>
-* <code title="cli">praisonai n8n import <a href="./src/praisonai/praisonai/cli/commands/n8n.py">--help</a></code>
-* <code title="cli">praisonai n8n list <a href="./src/praisonai/praisonai/cli/commands/n8n.py">--help</a></code>
-* <code title="cli">praisonai n8n preview <a href="./src/praisonai/praisonai/cli/commands/n8n.py">--help</a></code>
-* <code title="cli">praisonai n8n pull <a href="./src/praisonai/praisonai/cli/commands/n8n.py">--help</a></code>
-* <code title="cli">praisonai n8n push <a href="./src/praisonai/praisonai/cli/commands/n8n.py">--help</a></code>
-* <code title="cli">praisonai n8n test <a href="./src/praisonai/praisonai/cli/commands/n8n.py">--help</a></code>
+* <code title="cli">praisonai loop help <a href="./src/praisonai/praisonai/cli/commands/loop.py">--help</a></code>
+* <code title="cli">praisonai loop loop-main <a href="./src/praisonai/praisonai/cli/commands/loop.py">--help</a></code>
+* <code title="cli">praisonai lsp logs <a href="./src/praisonai/praisonai/cli/commands/lsp.py">--help</a></code>
+* <code title="cli">praisonai lsp lsp-callback <a href="./src/praisonai/praisonai/cli/commands/lsp.py">--help</a></code>
+* <code title="cli">praisonai lsp start <a href="./src/praisonai/praisonai/cli/commands/lsp.py">--help</a></code>
+* <code title="cli">praisonai lsp status <a href="./src/praisonai/praisonai/cli/commands/lsp.py">--help</a></code>
+* <code title="cli">praisonai lsp stop <a href="./src/praisonai/praisonai/cli/commands/lsp.py">--help</a></code>
+* <code title="cli">praisonai mcp add <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp auth <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp describe <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp list <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp logout <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp mcp-callback <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp remove <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp run <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp status <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp sync <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp test <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp tools <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai memory add <a href="./src/praisonai/praisonai/cli/commands/memory.py">--help</a></code>
+* <code title="cli">praisonai memory clear <a href="./src/praisonai/praisonai/cli/commands/memory.py">--help</a></code>
+* <code title="cli">praisonai memory search <a href="./src/praisonai/praisonai/cli/commands/memory.py">--help</a></code>
+* <code title="cli">praisonai memory show <a href="./src/praisonai/praisonai/cli/commands/memory.py">--help</a></code>
+* <code title="cli">praisonai memory status <a href="./src/praisonai/praisonai/cli/commands/memory.py">--help</a></code>
+* <code title="cli">praisonai package install <a href="./src/praisonai/praisonai/cli/commands/package.py">--help</a></code>
+* <code title="cli">praisonai package list <a href="./src/praisonai/praisonai/cli/commands/package.py">--help</a></code>
+* <code title="cli">praisonai package uninstall <a href="./src/praisonai/praisonai/cli/commands/package.py">--help</a></code>
+* <code title="cli">praisonai plugins disable <a href="./src/praisonai/praisonai/cli/commands/plugins.py">--help</a></code>
+* <code title="cli">praisonai plugins doctor <a href="./src/praisonai/praisonai/cli/commands/plugins.py">--help</a></code>
+* <code title="cli">praisonai plugins enable <a href="./src/praisonai/praisonai/cli/commands/plugins.py">--help</a></code>
+* <code title="cli">praisonai plugins info <a href="./src/praisonai/praisonai/cli/commands/plugins.py">--help</a></code>
+* <code title="cli">praisonai plugins list <a href="./src/praisonai/praisonai/cli/commands/plugins.py">--help</a></code>
+* <code title="cli">praisonai plugins plugins-callback <a href="./src/praisonai/praisonai/cli/commands/plugins.py">--help</a></code>
 * <code title="cli">praisonai profile imports <a href="./src/praisonai/praisonai/cli/commands/profile.py">--help</a></code>
 * <code title="cli">praisonai profile optimize <a href="./src/praisonai/praisonai/cli/commands/profile.py">--help</a></code>
 * <code title="cli">praisonai profile profile-callback <a href="./src/praisonai/praisonai/cli/commands/profile.py">--help</a></code>
@@ -879,6 +923,8 @@ Methods:
 * <code title="cli">praisonai recipe optimize <a href="./src/praisonai/praisonai/cli/commands/recipe.py">--help</a></code>
 * <code title="cli">praisonai recipe run <a href="./src/praisonai/praisonai/cli/commands/recipe.py">--help</a></code>
 * <code title="cli">praisonai recipe serve <a href="./src/praisonai/praisonai/cli/commands/recipe.py">--help</a></code>
+* <code title="cli">praisonai registry list <a href="./src/praisonai/praisonai/cli/commands/registry.py">--help</a></code>
+* <code title="cli">praisonai registry serve <a href="./src/praisonai/praisonai/cli/commands/registry.py">--help</a></code>
 * <code title="cli">praisonai replay cleanup <a href="./src/praisonai/praisonai/cli/commands/replay.py">--help</a></code>
 * <code title="cli">praisonai replay context <a href="./src/praisonai/praisonai/cli/commands/replay.py">--help</a></code>
 * <code title="cli">praisonai replay dashboard <a href="./src/praisonai/praisonai/cli/commands/replay.py">--help</a></code>
@@ -886,10 +932,20 @@ Methods:
 * <code title="cli">praisonai replay flow <a href="./src/praisonai/praisonai/cli/commands/replay.py">--help</a></code>
 * <code title="cli">praisonai replay list <a href="./src/praisonai/praisonai/cli/commands/replay.py">--help</a></code>
 * <code title="cli">praisonai replay show <a href="./src/praisonai/praisonai/cli/commands/replay.py">--help</a></code>
+* <code title="cli">praisonai research research-main <a href="./src/praisonai/praisonai/cli/commands/research.py">--help</a></code>
+* <code title="cli">praisonai retrieval index <a href="./src/praisonai/praisonai/cli/commands/retrieval.py">--help</a></code>
+* <code title="cli">praisonai retrieval query <a href="./src/praisonai/praisonai/cli/commands/retrieval.py">--help</a></code>
+* <code title="cli">praisonai retrieval search <a href="./src/praisonai/praisonai/cli/commands/retrieval.py">--help</a></code>
+* <code title="cli">praisonai rules add <a href="./src/praisonai/praisonai/cli/commands/rules.py">--help</a></code>
+* <code title="cli">praisonai rules clear <a href="./src/praisonai/praisonai/cli/commands/rules.py">--help</a></code>
+* <code title="cli">praisonai rules list <a href="./src/praisonai/praisonai/cli/commands/rules.py">--help</a></code>
 * <code title="cli">praisonai run <a href="./src/praisonai/praisonai/cli/main.py">--help</a></code>
-* <code title="cli">praisonai schedule add <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai schedule blueprint <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai schedule blueprint-list <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
+* <code title="cli">praisonai run run-main <a href="./src/praisonai/praisonai/cli/commands/run.py">--help</a></code>
+* <code title="cli">praisonai sandbox explain <a href="./src/praisonai/praisonai/cli/commands/sandbox.py">--help</a></code>
+* <code title="cli">praisonai sandbox list <a href="./src/praisonai/praisonai/cli/commands/sandbox.py">--help</a></code>
+* <code title="cli">praisonai sandbox recreate <a href="./src/praisonai/praisonai/cli/commands/sandbox.py">--help</a></code>
+* <code title="cli">praisonai sandbox sandbox-callback <a href="./src/praisonai/praisonai/cli/commands/sandbox.py">--help</a></code>
+* <code title="cli">praisonai sandbox status <a href="./src/praisonai/praisonai/cli/commands/sandbox.py">--help</a></code>
 * <code title="cli">praisonai schedule delete <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
 * <code title="cli">praisonai schedule describe <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
 * <code title="cli">praisonai schedule list <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
@@ -899,24 +955,85 @@ Methods:
 * <code title="cli">praisonai schedule start <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
 * <code title="cli">praisonai schedule stats <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
 * <code title="cli">praisonai schedule stop <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai schedule suggestion-accept <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai schedule suggestion-dismiss <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai schedule suggestion-propose <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai schedule suggestions <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai validate check <a href="./src/praisonai/praisonai/cli/commands/validate.py">--help</a></code>
-* <code title="cli">praisonai validate schema <a href="./src/praisonai/praisonai/cli/commands/validate.py">--help</a></code>
-* <code title="cli">praisonai validate validate <a href="./src/praisonai/praisonai/cli/commands/validate.py">--help</a></code>
+* <code title="cli">praisonai serve a2a <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve a2u <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve acp <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve agents <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve docs <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve gateway <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve lsp <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve mcp <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve rag <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve recipe <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve registry <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve scheduler <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve serve-callback <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve start <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve status <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve stop <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve ui <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai serve unified <a href="./src/praisonai/praisonai/cli/commands/serve.py">--help</a></code>
+* <code title="cli">praisonai session delete <a href="./src/praisonai/praisonai/cli/commands/session.py">--help</a></code>
+* <code title="cli">praisonai session export <a href="./src/praisonai/praisonai/cli/commands/session.py">--help</a></code>
+* <code title="cli">praisonai session import <a href="./src/praisonai/praisonai/cli/commands/session.py">--help</a></code>
+* <code title="cli">praisonai session list <a href="./src/praisonai/praisonai/cli/commands/session.py">--help</a></code>
+* <code title="cli">praisonai session resume <a href="./src/praisonai/praisonai/cli/commands/session.py">--help</a></code>
+* <code title="cli">praisonai session show <a href="./src/praisonai/praisonai/cli/commands/session.py">--help</a></code>
+* <code title="cli">praisonai skills check <a href="./src/praisonai/praisonai/cli/commands/skills.py">--help</a></code>
+* <code title="cli">praisonai skills create <a href="./src/praisonai/praisonai/cli/commands/skills.py">--help</a></code>
+* <code title="cli">praisonai skills eligible <a href="./src/praisonai/praisonai/cli/commands/skills.py">--help</a></code>
+* <code title="cli">praisonai skills info <a href="./src/praisonai/praisonai/cli/commands/skills.py">--help</a></code>
+* <code title="cli">praisonai skills install <a href="./src/praisonai/praisonai/cli/commands/skills.py">--help</a></code>
+* <code title="cli">praisonai skills list <a href="./src/praisonai/praisonai/cli/commands/skills.py">--help</a></code>
+* <code title="cli">praisonai skills search <a href="./src/praisonai/praisonai/cli/commands/skills.py">--help</a></code>
+* <code title="cli">praisonai skills validate <a href="./src/praisonai/praisonai/cli/commands/skills.py">--help</a></code>
+* <code title="cli">praisonai standardise check <a href="./src/praisonai/praisonai/cli/commands/standardise.py">--help</a></code>
+* <code title="cli">praisonai standardise fix <a href="./src/praisonai/praisonai/cli/commands/standardise.py">--help</a></code>
+* <code title="cli">praisonai standardise init <a href="./src/praisonai/praisonai/cli/commands/standardise.py">--help</a></code>
+* <code title="cli">praisonai standardise report <a href="./src/praisonai/praisonai/cli/commands/standardise.py">--help</a></code>
+* <code title="cli">praisonai templates create <a href="./src/praisonai/praisonai/cli/commands/templates.py">--help</a></code>
+* <code title="cli">praisonai templates list <a href="./src/praisonai/praisonai/cli/commands/templates.py">--help</a></code>
+* <code title="cli">praisonai test info <a href="./src/praisonai/praisonai/cli/commands/test.py">--help</a></code>
+* <code title="cli">praisonai test interactive <a href="./src/praisonai/praisonai/cli/commands/test.py">--help</a></code>
+* <code title="cli">praisonai test run <a href="./src/praisonai/praisonai/cli/commands/test.py">--help</a></code>
+* <code title="cli">praisonai todo add <a href="./src/praisonai/praisonai/cli/commands/todo.py">--help</a></code>
+* <code title="cli">praisonai todo done <a href="./src/praisonai/praisonai/cli/commands/todo.py">--help</a></code>
+* <code title="cli">praisonai todo list <a href="./src/praisonai/praisonai/cli/commands/todo.py">--help</a></code>
+* <code title="cli">praisonai tools info <a href="./src/praisonai/praisonai/cli/commands/tools.py">--help</a></code>
+* <code title="cli">praisonai tools list <a href="./src/praisonai/praisonai/cli/commands/tools.py">--help</a></code>
+* <code title="cli">praisonai tools test <a href="./src/praisonai/praisonai/cli/commands/tools.py">--help</a></code>
+* <code title="cli">praisonai tools validate <a href="./src/praisonai/praisonai/cli/commands/tools.py">--help</a></code>
+* <code title="cli">praisonai traces disable <a href="./src/praisonai/praisonai/cli/commands/traces.py">--help</a></code>
+* <code title="cli">praisonai traces enable <a href="./src/praisonai/praisonai/cli/commands/traces.py">--help</a></code>
+* <code title="cli">praisonai traces list <a href="./src/praisonai/praisonai/cli/commands/traces.py">--help</a></code>
+* <code title="cli">praisonai traces status <a href="./src/praisonai/praisonai/cli/commands/traces.py">--help</a></code>
+* <code title="cli">praisonai train agents <a href="./src/praisonai/praisonai/cli/commands/train.py">--help</a></code>
+* <code title="cli">praisonai train list <a href="./src/praisonai/praisonai/cli/commands/train.py">--help</a></code>
+* <code title="cli">praisonai train llm <a href="./src/praisonai/praisonai/cli/commands/train.py">--help</a></code>
+* <code title="cli">praisonai train show <a href="./src/praisonai/praisonai/cli/commands/train.py">--help</a></code>
+* <code title="cli">praisonai train train-callback <a href="./src/praisonai/praisonai/cli/commands/train.py">--help</a></code>
+* <code title="cli">praisonai ui chat <a href="./src/praisonai/praisonai/cli/commands/ui.py">--help</a></code>
+* <code title="cli">praisonai ui code <a href="./src/praisonai/praisonai/cli/commands/ui.py">--help</a></code>
+* <code title="cli">praisonai ui gradio <a href="./src/praisonai/praisonai/cli/commands/ui.py">--help</a></code>
+* <code title="cli">praisonai ui realtime <a href="./src/praisonai/praisonai/cli/commands/ui.py">--help</a></code>
+* <code title="cli">praisonai ui ui-main <a href="./src/praisonai/praisonai/cli/commands/ui.py">--help</a></code>
+* <code title="cli">praisonai version check <a href="./src/praisonai/praisonai/cli/commands/version.py">--help</a></code>
+* <code title="cli">praisonai version show <a href="./src/praisonai/praisonai/cli/commands/version.py">--help</a></code>
+* <code title="cli">praisonai version version-callback <a href="./src/praisonai/praisonai/cli/commands/version.py">--help</a></code>
+* <code title="cli">praisonai workflow create <a href="./src/praisonai/praisonai/cli/commands/workflow.py">--help</a></code>
+* <code title="cli">praisonai workflow list <a href="./src/praisonai/praisonai/cli/commands/workflow.py">--help</a></code>
+* <code title="cli">praisonai workflow run <a href="./src/praisonai/praisonai/cli/commands/workflow.py">--help</a></code>
 
 # TypeScript
 
 Types/Exports:
 ```ts
-export { Agent, AgentTeam, Agents, PraisonAIAgents, Router } from "./agent";
-export type { AgentTeamConfig, PraisonAIAgentsConfig, SimpleAgentConfig, SimpleRouteConfig, SimpleRouterConfig } from "./agent";
+export { Agent, Agents, PraisonAIAgents, Router } from "./agent";
+export type { PraisonAIAgentsConfig, SimpleAgentConfig, SimpleRouteConfig, SimpleRouterConfig } from "./agent";
 export { AudioAgent, createAudioAgent } from "./agent/audio";
 export type { AudioAgentConfig, AudioProvider, AudioSpeakOptions, AudioSpeakResult, AudioTranscribeOptions, AudioTranscribeResult } from "./agent/audio";
 export { ContextAgent, createContextAgent } from "./agent/context";
-export { ContextPolicy, Handoff, HandoffCycleError, HandoffDepthError, HandoffError, HandoffTimeoutError, RECOMMENDED_PROMPT_PREFIX, handoff, handoffFilters, promptWithHandoffInstructions } from "./agent/handoff";
+export { Handoff, handoff, handoffFilters } from "./agent/handoff";
 export { ImageAgent, createImageAgent } from "./agent/image";
 export { PromptExpanderAgent, createPromptExpanderAgent } from "./agent/prompt-expander";
 export { QueryRewriterAgent, createQueryRewriterAgent } from "./agent/query-rewriter";
@@ -937,7 +1054,7 @@ export { // Agent loop
   ApprovalManager, // Tools
   defineTool, // UI Message (AI SDK v6 parity)
   convertToModelMessages, AIAgentStep, AIEmbedManyResult, AIEmbedOptions, AIEmbedResult, AIFilePart, AIGenerateImageOptions, AIGenerateImageResult, AIGenerateObjectOptions, AIGenerateObjectResult, AIGenerateTextOptions, AIGenerateTextResult, AIImagePart, AIMiddleware, AIMiddlewareConfig, AIModelMessage, AISpan, AISpanKind, AISpanOptions, AISpanStatus, AIStreamObjectOptions, AIStreamObjectResult, AIStreamTextOptions, AIStreamTextResult, AITelemetryEvent, AITelemetrySettings, AITextPart, AIToolDefinition, AITracer, AgentLoop, DANGEROUS_PATTERNS, MCPClientType, MODEL_ALIASES, SPEECH_MODELS, TRANSCRIPTION_MODELS, ToolApprovalDeniedError, ToolApprovalTimeoutError, aiEmbed, aiEmbedMany, aiGenerateImage, aiGenerateObject, aiGenerateText, aiStreamObject, aiStreamText, applyMiddleware, autoEnableDevTools, base64ToUint8Array, clearAICache, clearEvents, closeAllMCPClients, closeMCPClient, convertToUIMessages, createAILoggingMiddleware, createAISpan, createApprovalResponse, createDangerousPatternChecker, createDevToolsMiddleware, createExpressHandler, createFastifyHandler, createFilePart, createHonoHandler, createMultimodalMessage, createNestHandler, createPagesHandler, createPdfPart, createSystemMessage, createTelemetryMiddleware, createTelemetrySettings, createTextMessage, createTextPart, createToolSet, disableAITelemetry, disableDevTools, enableAITelemetry, functionToTool, getAICacheStats, getApprovalManager, getDevToolsState, getDevToolsUrl, getEvents, getMCPClient, getModel, getTelemetrySettings, getToolsNeedingApproval, getTracer, hasModelAlias, hasPendingApprovals, initOpenTelemetry, isDangerous, isDataUrl, isDevToolsEnabled, isTelemetryEnabled, isUrl, listModelAliases, mcpToolsToAITools, parseModel, pipeUIMessageStreamToResponse, recordEvent, resolveModelAlias, safeValidateUIMessages, setApprovalManager, stopAfterSteps, stopWhen, stopWhenNoToolCalls, toMessageContent, toUIMessageStreamResponse, transcribe, uint8ArrayToBase64, validateUIMessages, withApproval, withSpan, wrapModel } from "./ai";
-export { AutoAgents, AutoTaskConfig, createAutoAgents } from "./auto";
+export { AutoAgents, createAutoAgents } from "./auto";
 export { BaseCache, FileCache, MemoryCache, createFileCache, createMemoryCache } from "./cache";
 export { CLI_SPEC_VERSION, executeCommand, parseArgs } from "./cli";
 export { // Autonomy Mode
@@ -945,46 +1062,24 @@ export { // Autonomy Mode
   JobQueue, // Checkpoints
   CheckpointManager, // Cost Tracker
   CostTracker, // External Agents
-  BaseExternalAgent, // Fast Context (Python parity with praisonaiagents/context/fast)
+  BaseExternalAgent, // Fast Context
   FastContext, // Flow Display
   FlowDisplay, // Git Integration
   GitManager, // Interactive TUI
   InteractiveTUI, // N8N Integration
-  N8NIntegration, // Python parity additions
-  type LineRange, // Repo Map
+  N8NIntegration, // Repo Map
   RepoMap, // Sandbox Executor
   SandboxExecutor, // Scheduler
   Scheduler, // Slash Commands
-  SlashCommandHandler, AiderAgent, ClaudeCodeAgent, CodexCliAgent, CommandValidator, CostTokenUsage, DEFAULT_BLOCKED_COMMANDS, DEFAULT_BLOCKED_PATHS, DEFAULT_IGNORE_PATTERNS, DiffViewer, FileCheckpointStorage, FileJobStorage, GeminiCliAgent, GenericExternalAgent, HistoryManager, MODEL_PRICING, MODE_POLICIES, MemoryCheckpointStorage, MemoryJobStorage, StatusDisplay, addLineRangeToFileMatch, cliApprovalPrompt, createAutonomyManager, createCheckpointManager, createCostTracker, createDiffViewer, createExternalAgent, createFastContext, createFileCheckpointStorage, createFileJobStorage, createFileMatch, createFlowDisplay, createGitManager, createHistoryManager, createInteractiveTUI, createJobQueue, createLineRange, createN8NIntegration, createRepoMap, createSandboxExecutor, createScheduler, createSlashCommandHandler, createStatusDisplay, cronExpressions, estimateTokens, executeSlashCommand, externalAgentAsTool, formatCost, getExternalAgentRegistry, getLineCount, getQuickContext, getRepoTree, getTotalLines, isSlashCommand, mergeRanges, parseSlashCommand, rangesOverlap, registerCommand, renderWorkflow, sandboxExec, triggerN8NWebhook } from "./cli/features";
-export { // Classes
-  DictCondition, // Functions
-  evaluateCondition, // Types
-  type ConditionProtocol, ExpressionCondition, FunctionCondition, andConditions, createCondition, notCondition, orConditions } from "./conditions";
-export { // Enums
-  MemoryBackend, // Errors
-  ConfigValidationError, // Parse utilities
-  detect_url_scheme, // Presets
-  MEMORY_PRESETS, // Resolver functions
-  resolve, AUTONOMY_PRESETS, ArrayMode, CACHING_PRESETS, CONTEXT_PRESETS, ChunkingStrategy, EXECUTION_PRESETS, ExecutionPreset, FeatureMemoryConfig, GUARDRAIL_PRESETS, GuardrailAction, KNOWLEDGE_PRESETS, MEMORY_URL_SCHEMES, MULTI_AGENT_EXECUTION_PRESETS, MULTI_AGENT_OUTPUT_PRESETS, OUTPUT_PRESETS, OutputPreset, PLANNING_PRESETS, REFLECTION_PRESETS, WEB_PRESETS, WebSearchProvider, apply_config_defaults, clean_triple_backticks, get_config, get_config_path, get_default, get_defaults_config, get_plugins_config, is_path_like, is_policy_string, parse_policy_string, resolve_autonomy, resolve_caching, resolve_context, resolve_execution, resolve_guardrails, resolve_hooks, resolve_knowledge, resolve_memory, resolve_output, resolve_planning, resolve_reflection, resolve_routing, resolve_skills, resolve_web, suggest_similar, validate_config } from "./config";
+  SlashCommandHandler, AiderAgent, ClaudeCodeAgent, CodexCliAgent, CommandValidator, CostTokenUsage, DEFAULT_BLOCKED_COMMANDS, DEFAULT_BLOCKED_PATHS, DEFAULT_IGNORE_PATTERNS, DiffViewer, FileCheckpointStorage, FileJobStorage, GeminiCliAgent, GenericExternalAgent, HistoryManager, MODEL_PRICING, MODE_POLICIES, MemoryCheckpointStorage, MemoryJobStorage, StatusDisplay, cliApprovalPrompt, createAutonomyManager, createCheckpointManager, createCostTracker, createDiffViewer, createExternalAgent, createFastContext, createFileCheckpointStorage, createFileJobStorage, createFlowDisplay, createGitManager, createHistoryManager, createInteractiveTUI, createJobQueue, createN8NIntegration, createRepoMap, createSandboxExecutor, createScheduler, createSlashCommandHandler, createStatusDisplay, cronExpressions, estimateTokens, executeSlashCommand, externalAgentAsTool, formatCost, getExternalAgentRegistry, getQuickContext, getRepoTree, isSlashCommand, parseSlashCommand, registerCommand, renderWorkflow, sandboxExec, triggerN8NWebhook } from "./cli/features";
 export { createDbAdapter, db, getDefaultDbAdapter, setDefaultDbAdapter } from "./db";
 export type { DbAdapter, DbConfig, DbMessage, DbRun, DbTrace } from "./db";
 export { MemoryPostgresAdapter, NeonPostgresAdapter, PostgresSessionStorage, createMemoryPostgres, createNeonPostgres, createPostgresSessionStorage } from "./db/postgres";
 export { MemoryRedisAdapter, UpstashRedisAdapter, createMemoryRedis, createUpstashRedis } from "./db/redis";
 export { SQLiteAdapter, createSQLiteAdapter } from "./db/sqlite";
-export { // Types
-  type DisplayCallback, DisplayFlow, DisplayFlowConfig, asyncDisplayCallbacks, clearDisplayCallbacks, clearErrorLogs, displayError, displayGenerating, displayInstruction, displayInteraction, displaySelfReflection, displayToolCall, errorLogs, logError, registerDisplay, syncDisplayCallbacks } from "./display";
-export { // Functions
-  embed, // Types
-  type EmbeddingResult, aembed, aembedding, aembeddings, cosineSimilarity, embedding, embeddings, euclideanDistance, getDimensions, normalizeEmbedding, setEmbeddingConfig } from "./embeddings";
 export { // LLM-as-Judge
   Judge, AccuracyJudge, CriteriaJudge, EvalResults, EvalSuite, Evaluator, RecipeJudge, accuracyEval, addJudge, addOptimizationRule, containsKeywordsCriterion, createDefaultEvaluator, createEvalResults, createEvaluator, getJudge, getOptimizationRule, lengthCriterion, listJudges, listOptimizationRules, noHarmfulContentCriterion, parseJudgeResponse, performanceEval, relevanceCriterion, reliabilityEval, removeJudge, removeOptimizationRule } from "./eval";
 export { AgentEventBus, AgentEvents, EventEmitterPubSub, PubSub, createEventBus, createPubSub } from "./events";
-export { // Bot types
-  type BotConfig, // Classes
-  FailoverManager, // Enums
-  SandboxStatus, // Gateway types
-  type GatewayConfig, // Other types
-  type ProviderStatus, AutonomyLevel, RagRetrievalPolicy } from "./gateway";
 export { LLMGuardrail, createLLMGuardrail } from "./guardrails/llm-guardrail";
 export { DisplayTypes, HooksManager, WorkflowHooksExecutor, clearAllCallbacks, clearApprovalCallback, createHooksManager, createLoggingOperationHooks, createLoggingWorkflowHooks, createTimingWorkflowHooks, createValidationOperationHooks, createWorkflowHooks, executeCallback, executeSyncCallback, getRegisteredDisplayTypes, hasApprovalCallback, registerApprovalCallback, registerDisplayCallback, requestApproval, unregisterDisplayCallback } from "./hooks";
 export { // Computer Use
@@ -1017,53 +1112,19 @@ export { // Adapters
   OBSERVABILITY_TOOLS, // Global adapter management
   setObservabilityAdapter, // Types
   type SpanKind, ConsoleObservabilityAdapter, MemoryObservabilityAdapter, clearAdapterCache, createConsoleAdapter, createMemoryAdapter, createObservabilityAdapter, getObservabilityAdapter, getObservabilityToolInfo, hasObservabilityToolEnvVar, listObservabilityTools, noopAdapter, resetObservabilityAdapter, trace } from "./observability";
-export { AgentApp, AgentAppConfig, AgentAppProtocol, AgentOS, AgentOSConfig, AgentOSProtocol, DEFAULT_AGENTOS_CONFIG, mergeConfig } from "./os";
-export type { AgentAppOptions, AgentOSOptions } from "./os";
-export { // P0: Call Types (new)
-  type MCPCall, // P0: Specialized Agent Configs (new)
-  type AudioConfig, // P0: Specialized Agents (new)
-  CodeAgent, // P1: Workflow Patterns (new)
-  Chunking, // P2: Context Types (new - only items not already exported)
-  ContextManager, // P3: Display callbacks (snake_case for Python parity)
-  register_display_callback, // P3: Plugin functions
-  get_plugin_manager, // P3: Trace & condition functions
-  evaluate_condition, EmbeddingAgent, If, Knowledge, MCP, OCRAgent, Parallel, RealtimeAgent, Route, Session, VideoAgent, VisionAgent, async_display_callbacks, cleanup_telemetry_resources, create_context_agent, disable_performance_mode, disable_telemetry, discover_and_load_plugins, discover_plugins, display_error, display_generating, display_instruction, display_interaction, display_self_reflection, display_tool_call, enable_performance_mode, enable_telemetry, ensure_plugin_dir, error_logs, get_default_plugin_dirs, get_dimensions, get_plugin_template, get_telemetry, handoff_filters, load_plugin, parse_plugin_header, parse_plugin_header_from_file, prompt_with_handoff_instructions, resolve_guardrail_policies, sync_display_callbacks, trace_context, track_workflow, when } from "./parity";
-export { // Core classes
-  Plan, // Python parity additions
-  ApprovalCallback, PlanStep, PlanStorage, PlanningAgent, READ_ONLY_TOOLS, RESEARCH_TOOLS, RESTRICTED_TOOLS, TaskAgent, TodoItem, TodoList, createApprovalCallback, createPlan, createPlanStorage, createPlanningAgent, createTaskAgent, createTodoList } from "./planning";
-export { // Classes
-  Plugin, // Enums
-  PluginHook, // Functions
-  getPluginManager, // Interfaces
-  type PluginMetadata, FunctionPlugin, PluginManager, PluginParseError, PluginType, disablePlugins, discoverAndLoadPlugins, discoverPlugins, enablePlugins, ensurePluginDir, getDefaultPluginDirs, getPluginTemplate, isPluginEnabled, listPlugins, loadPlugin, parsePluginHeader, parsePluginHeaderFromFile } from "./plugins";
-export { // A2A Protocol
-  A2ATaskState, // AGUI Protocol
-  AGUI, // AgentManager alias type
-  type AgentManager, // Global singletons
-  config, // Guardrail policies
-  type GuardrailPolicy, // Tools class
-  type ToolDefinition, A2A, A2ARole, AutoRagAgent, AutoRetrievalPolicy, DEFAULT_AUTO_KEYWORDS, GUARDRAIL_POLICY_PRESETS, Tools, memory, obs, resolveGuardrailPolicies, workflows } from "./protocols";
-export { CitationsMode, DEFAULT_RAG_TEMPLATE, RAG, RAGCitation, RAGContextPack, RetrievalPolicy, RetrievalStrategy, createCitation, createContextPack, createRAG, createRAGConfig, createRAGResult, createRetrievalConfig, createSimpleRetrievalConfig, createSmartRetrievalConfig, formatAnswerWithCitations, formatCitation, formatContextPackForPrompt, hasCitations } from "./rag";
-export { // Python parity additions
-  SkillLoader, SkillManager, createSkillLoader, createSkillManager, createSkillProperties, parseSkillFile } from "./skills";
-export { AgentTask, AgentTaskConfig, BaseTask, createTaskOutput } from "./task";
-export { // Python parity additions
-  MinimalTelemetry, AgentTelemetry, PerformanceMonitor, TelemetryCollector, TelemetryIntegration, cleanupTelemetry, cleanupTelemetryResources, createAgentTelemetry, createConsoleSink, createHTTPSink, createPerformanceMonitor, createTelemetryIntegration, disablePerformanceMode, disableTelemetry, enablePerformanceMode, enableTelemetry, getMinimalTelemetry, getTelemetry } from "./telemetry";
+export { Plan, PlanStep, PlanStorage, PlanningAgent, TaskAgent, TodoItem, TodoList, createPlan, createPlanStorage, createPlanningAgent, createTaskAgent, createTodoList } from "./planning";
+export { SkillManager, createSkillManager, parseSkillFile } from "./skills";
+export { AgentTelemetry, PerformanceMonitor, TelemetryCollector, TelemetryIntegration, cleanupTelemetry, createAgentTelemetry, createConsoleSink, createHTTPSink, createPerformanceMonitor, createTelemetryIntegration, disableTelemetry, enableTelemetry, getTelemetry } from "./telemetry";
 export { // Subagent Tool (agent-as-tool pattern)
   SubagentTool, BaseTool, FunctionTool, ToolRegistry, ToolResult, ToolValidationError, createDelegator, createSubagentTool, createSubagentTools, createTool, getRegistry, getTool, registerTool, tool, validateTool } from "./tools";
-export { airweaveSearch, bedrockBrowserClick, bedrockBrowserFill, bedrockBrowserNavigate, bedrockCodeInterpreter, codeExecution, codeMode, createCustomTool, crwCrawl, crwScrape, exaSearch, firecrawlCrawl, firecrawlScrape, parallelSearch, perplexitySearch, registerCustomTool, registerLocalTool, registerNpmTool, superagentGuard, superagentRedact, superagentVerify, tavilyCrawl, tavilyExtract, tavilySearch, valyuBioSearch, valyuCompanyResearch, valyuEconomicsSearch, valyuFinanceSearch, valyuPaperSearch, valyuPatentSearch, valyuSecSearch, valyuWebSearch } from "./tools/builtins";
-export { BudgetExceededError, MissingDependencyError, MissingEnvVarError, ToolsRegistry, composeMiddleware, createLoggingMiddleware, createRateLimitMiddleware, createRedactionMiddleware, createRetryMiddleware, createTimeoutMiddleware, createToolsRegistry, createTracingMiddleware, createValidationMiddleware, getToolsRegistry, get_registry, get_tool, register_tool, resetToolsRegistry, validate_tool } from "./tools/registry";
+export { airweaveSearch, bedrockBrowserClick, bedrockBrowserFill, bedrockBrowserNavigate, bedrockCodeInterpreter, codeExecution, codeMode, createCustomTool, exaSearch, firecrawlCrawl, firecrawlScrape, parallelSearch, perplexitySearch, registerCustomTool, registerLocalTool, registerNpmTool, superagentGuard, superagentRedact, superagentVerify, tavilyCrawl, tavilyExtract, tavilySearch, valyuBioSearch, valyuCompanyResearch, valyuEconomicsSearch, valyuFinanceSearch, valyuPaperSearch, valyuPatentSearch, valyuSecSearch, valyuWebSearch } from "./tools/builtins";
+export { MissingDependencyError, MissingEnvVarError, ToolsRegistry, composeMiddleware, createLoggingMiddleware, createRateLimitMiddleware, createRedactionMiddleware, createRetryMiddleware, createTimeoutMiddleware, createToolsRegistry, createTracingMiddleware, createValidationMiddleware, getToolsRegistry, resetToolsRegistry } from "./tools/registry";
 export type { InstallHints, PraisonTool, RedactionHooks, RegisteredTool, ToolCapabilities, ToolExecutionContext, ToolExecutionResult, ToolFactory, ToolHooks, ToolInstallStatus, ToolLimits, ToolLogger, ToolMetadata, ToolMiddleware, ToolParameterProperty, ToolParameterSchema } from "./tools/registry";
 export { registerBuiltinTools, tools } from "./tools/tools";
-export { // Classes
-  TraceSink, // Enums
-  ContextEventType, // Functions
-  createContextEvent, // Types
-  type ContextEvent, ContextListSink, ContextNoOpSink, ContextTraceEmitter, ContextTraceSink, EventType, MessageType, TraceCtx, traceContext, trackWorkflow } from "./trace";
 export { // New: Python-parity Loop and Repeat classes
-  Loop, // Task class
-  Task, AgentFlow, Pipeline, Repeat, Workflow, loop, loopPattern, parallel, repeat, repeatPattern, route } from "./workflows";
-export type { LoopConfig, LoopResult, RepeatConfig, RepeatContext, RepeatResult, StepContextConfig, StepExecutionConfig, StepOutputConfig, StepResult, StepRoutingConfig, TaskConfig, WorkflowContext } from "./workflows";
+  Loop, // WorkflowStep class
+  WorkflowStep, Repeat, Workflow, loop, loopPattern, parallel, repeat, repeatPattern, route } from "./workflows";
+export type { LoopConfig, LoopResult, RepeatConfig, RepeatContext, RepeatResult, StepContextConfig, StepExecutionConfig, StepOutputConfig, StepResult, StepRoutingConfig, WorkflowContext, WorkflowStepConfig } from "./workflows";
 export { createWorkflowFromYAML, loadWorkflowFromFile, parseYAMLWorkflow, validateWorkflowDefinition } from "./workflows/yaml-parser";
 ```
 

deploy/README.md

@@ -1,10 +0,0 @@
-# Deployment infra has moved
-
-Deployment assets are no longer at the monorepo root.
-
-| Asset | New location |
-|-------|----------------|
-| Gateway Helm chart | [`src/praisonai-bot/infra/helm/praisonai-gateway/`](../src/praisonai-bot/infra/helm/praisonai-gateway/) |
-| Agents API Helm, Compose, Starters | [`src/praisonai-deploy/infra/`](../src/praisonai-deploy/infra/) |
-
-See [`src/praisonai-deploy/infra/README.md`](../src/praisonai-deploy/infra/README.md).

docker/Dockerfile.chat

@@ -16,7 +16,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
     praisonai_tools \
-    "praisonai>=4.6.164" \
+    "praisonai>=3.11.9" \
     "praisonai[chat]" \
     "embedchain[github,youtube]"
 

docker/Dockerfile.claw

@@ -1,61 +0,0 @@
-# PraisonAI 🦞 Claw — All-in-one: dashboard + bots + gateway + agents
-#
-# Build:    docker build -f docker/Dockerfile.claw -t praisonai:claw ..
-# Run:      docker run -p 8082:8082 -e OPENAI_API_KEY=sk-xxx praisonai:claw
-# Health:   curl http://localhost:8082/health
-#
-# Override CMD for other modes:
-#   Bot:     docker run -e ... praisonai:claw praisonai bot telegram
-#   Gateway: docker run -e ... praisonai:claw praisonai gateway start
-#   Serve:   docker run -e ... praisonai:claw praisonai serve agents.yaml
-#   Shell:   docker run --rm -it praisonai:claw bash
-
-FROM python:3.12-slim AS base
-
-# ── Environment ──────────────────────────────────────────────────────────────
-ENV PYTHONDONTWRITEBYTECODE=1 \
-    PYTHONUNBUFFERED=1 \
-    AIUI_PORT=8082 \
-    AIUI_HOST=0.0.0.0 \
-    AIUI_DATA_DIR=/data
-
-WORKDIR /app
-
-# ── System dependencies ─────────────────────────────────────────────────────
-# tini:            PID 1 signal handling (graceful shutdown on Fly/Railway/k8s)
-# curl:            HEALTHCHECK probe
-# build-essential: compile native Python wheels (chromadb, etc.)
-RUN apt-get update && apt-get install -y --no-install-recommends \
-    tini \
-    curl \
-    build-essential \
-    && rm -rf /var/lib/apt/lists/*
-
-# ── Install PraisonAI 🦞 ────────────────────────────────────────────────────
-# Single command installs: AIUI dashboard, agents SDK (memory/knowledge/llm/mcp),
-# bot channels (Telegram/Discord/Slack), gateway, search tools, and more.
-RUN pip install --no-cache-dir "praisonai[claw]"
-
-# ── Data volume ──────────────────────────────────────────────────────────────
-# Persistence for sessions, config, memory, knowledge stores
-RUN mkdir -p /data
-VOLUME /data
-
-# ── Entrypoint ───────────────────────────────────────────────────────────────
-# Ensures /data exists and forwards all signals via tini
-RUN printf '#!/bin/sh\n\
-    set -e\n\
-    mkdir -p /data 2>/dev/null || true\n\
-    exec "$@"\n' > /usr/local/bin/entrypoint.sh \
-    && chmod +x /usr/local/bin/entrypoint.sh
-
-EXPOSE 8082
-
-# ── Health check ─────────────────────────────────────────────────────────────
-HEALTHCHECK --interval=30s --timeout=5s --start-period=20s --retries=3 \
-    CMD curl -f http://localhost:8082/health || exit 1
-
-# ── Run ──────────────────────────────────────────────────────────────────────
-# Default: AIUI dashboard via praisonai claw. Override CMD for bot/gateway/serve.
-ENTRYPOINT ["/usr/bin/tini", "--", "/usr/local/bin/entrypoint.sh"]
-CMD ["praisonai", "claw", "--port", "8082"]

docker/Dockerfile.dev

@@ -20,7 +20,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
     praisonai_tools \
-    "praisonai>=4.6.164" \
+    "praisonai>=3.11.9" \
     "praisonai[ui]" \
     "praisonai[chat]" \
     "praisonai[realtime]" \

docker/Dockerfile.ui

@@ -16,7 +16,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
     praisonai_tools \
-    "praisonai>=4.6.164" \
+    "praisonai>=3.11.9" \
     "praisonai[ui]" \
     "praisonai[crewai]"
 

docker/bots/Dockerfile

@@ -16,11 +16,13 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
 # Create praison config directory
 RUN mkdir -p /root/.praison
 
-# Install praisonai-bot with channel dependencies (slim bot image)
+# Install praisonai with bot dependencies
 RUN pip install --no-cache-dir \
-    "praisonai-bot[bot]" \
+    praisonai \
     slack-bolt \
-    slack-sdk
+    slack-sdk \
+    "discord.py>=2.0.0" \
+    "python-telegram-bot>=20.0"
 
 # Set environment variables for directory management
 ENV PRAISON_CONFIG_DIR=/root/.praison
@@ -37,4 +39,4 @@ ENV DOCKER_CONTAINER=true
 # For webhook mode, expose port 3000
 
 # Default command - tokens from environment
-CMD ["praisonai-bot", "bot", "slack"]
+CMD ["praisonai", "bot", "slack"]

docker/bots/docker-compose.yml

@@ -17,7 +17,7 @@ services:
       SLACK_BOT_TOKEN: ${SLACK_BOT_TOKEN}
       SLACK_APP_TOKEN: ${SLACK_APP_TOKEN}
       PRAISON_CONFIG_DIR: /root/.praison
-    command: [ "praisonai-bot", "bot", "slack" ]
+    command: [ "praisonai", "bot", "slack" ]
     restart: unless-stopped
 
   # Discord Bot
@@ -31,7 +31,7 @@ services:
       OPENAI_API_KEY: ${OPENAI_API_KEY}
       DISCORD_BOT_TOKEN: ${DISCORD_BOT_TOKEN}
       PRAISON_CONFIG_DIR: /root/.praison
-    command: [ "praisonai-bot", "bot", "discord" ]
+    command: [ "praisonai", "bot", "discord" ]
     restart: unless-stopped
 
   # Telegram Bot
@@ -45,7 +45,7 @@ services:
       OPENAI_API_KEY: ${OPENAI_API_KEY}
       TELEGRAM_BOT_TOKEN: ${TELEGRAM_BOT_TOKEN}
       PRAISON_CONFIG_DIR: /root/.praison
-    command: [ "praisonai-bot", "bot", "telegram" ]
+    command: [ "praisonai", "bot", "telegram" ]
     restart: unless-stopped
 
 volumes:

docker/docker-compose.yml

@@ -1,29 +1,6 @@
 version: '3.8'
 
 services:
-  # PraisonAI 🦞 Claw — Recommended all-in-one service
-  claw:
-    build:
-      context: ..
-      dockerfile: docker/Dockerfile.claw
-    volumes:
-      - claw_data:/data
-    ports:
-      - "8082:8082"
-    environment:
-      OPENAI_API_KEY: ${OPENAI_API_KEY}
-    restart: unless-stopped
-    healthcheck:
-      test: [ "CMD", "curl", "-f", "http://localhost:8082/health" ]
-      interval: 30s
-      timeout: 5s
-      start_period: 20s
-      retries: 3
-    networks:
-      - praison_network
-
-  # ─── Legacy services (kept for backward compatibility) ─────────────────
-
   # PraisonAI UI Service
   ui:
     build:
@@ -115,8 +92,6 @@ services:
   # For bot services (Slack, Discord, Telegram), see docker/bots/
 
 volumes:
-  claw_data:
-    driver: local
   praison_data:
     driver: local
 

examples/ag2/ag2_basic.yaml

@@ -1,30 +0,0 @@
-framework: ag2
-topic: "Research the latest developments in AI agents"
-
-# Install: pip install "praisonai[ag2]"
-# Run:     praisonai --framework ag2 examples/ag2/ag2_basic.yaml
-#       or praisonai run examples/ag2/ag2_basic.yaml --framework ag2
-
-roles:
-  research_agent:
-    role: "AI Research Specialist"
-    goal: "Research and summarise the latest developments in AI agent frameworks"
-    backstory: |
-      You are an experienced AI researcher with deep knowledge of multi-agent
-      systems, large language models, and the latest trends in AI tooling.
-      You excel at synthesising complex technical topics into clear summaries.
-    tasks:
-      research_task:
-        description: |
-          Research and summarise the latest developments in AI agent frameworks
-          for the topic: {topic}
-
-          Focus on:
-          1. Key frameworks and their unique capabilities
-          2. Recent innovations and improvements
-          3. Community adoption and ecosystem growth
-          4. Practical use cases and success stories
-        expected_output: |
-          A concise research summary covering the key developments,
-          major frameworks, and practical insights. Include 3-5 bullet
-          points of the most important findings.

examples/ag2/ag2_bedrock.yaml

@@ -1,42 +0,0 @@
-framework: ag2
-topic: "Cloud-native AI deployment strategies on AWS"
-
-# AG2 exclusive feature: native AWS Bedrock support via LLMConfig(api_type="bedrock")
-#
-# Prerequisites:
-#   pip install "praisonai[ag2]"
-#   aws configure  (or set AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY, AWS_DEFAULT_REGION)
-#
-# Run:
-#   praisonai --framework ag2 examples/ag2/ag2_bedrock.yaml
-#
-# The AG2 adapter detects api_type="bedrock" from the llm config and uses
-# LLMConfig(api_type="bedrock", model=...) — no OPENAI_API_KEY required.
-# AWS credentials are sourced from boto3 (env vars, ~/.aws/credentials, IAM role).
-
-roles:
-  cloud_architect:
-    role: "AWS Cloud Architect"
-    goal: "Design and explain cloud-native AI deployment strategies on AWS"
-    backstory: |
-      You are an AWS Solutions Architect specialising in AI/ML workloads.
-      You have deep expertise in Amazon Bedrock, SageMaker, ECS, and Lambda,
-      and you help organisations deploy AI agents at scale securely and cost-effectively.
-    llm:
-      model: "bedrock/anthropic.claude-3-5-sonnet-20241022-v2:0"
-      api_type: "bedrock"
-      aws_region: "us-east-1"
-    tasks:
-      architecture_task:
-        description: |
-          Design a cloud-native deployment strategy for AI agents on AWS for: {topic}
-
-          Cover:
-          1. Recommended AWS services (Bedrock, ECS, Lambda, etc.)
-          2. Scalability and cost optimisation patterns
-          3. Security and compliance considerations
-          4. A simple reference architecture overview
-        expected_output: |
-          A concise architecture guide with service recommendations,
-          a high-level deployment diagram description, and key
-          best practices for production AI agent deployments on AWS.

examples/ag2/ag2_multi_agent.yaml

@@ -1,54 +0,0 @@
-framework: ag2
-topic: "The impact of open-source AI on enterprise software development"
-
-# Install: pip install "praisonai[ag2]"
-# Run:     praisonai --framework ag2 examples/ag2/ag2_multi_agent.yaml
-#       or praisonai run examples/ag2/ag2_multi_agent.yaml --framework ag2
-#
-# This example demonstrates AG2's GroupChat multi-agent coordination.
-# Both agents participate in a collaborative conversation managed by
-# a GroupChatManager until the task is complete.
-
-roles:
-  researcher:
-    role: "Research Specialist"
-    goal: "Gather and analyse information on the given topic"
-    backstory: |
-      You are a meticulous researcher who excels at finding relevant
-      information, analysing trends, and presenting data-backed insights.
-      You always cite your reasoning and structure your findings clearly.
-    tasks:
-      research_task:
-        description: |
-          Research the topic: {topic}
-
-          Investigate:
-          1. Current state and adoption rates
-          2. Key players and projects driving the trend
-          3. Technical advantages and challenges
-          4. Business impact and cost implications
-        expected_output: |
-          A structured research briefing with findings on the topic,
-          including key data points, trends, and technical observations.
-
-  writer:
-    role: "Technical Content Writer"
-    goal: "Transform research findings into clear, engaging written content"
-    backstory: |
-      You are a skilled technical writer who turns complex research into
-      accessible, well-structured articles. You focus on clarity, logical
-      flow, and actionable takeaways for a professional audience.
-    tasks:
-      writing_task:
-        description: |
-          Using the research findings provided by the Research Specialist,
-          write a concise article on: {topic}
-
-          The article should:
-          1. Open with a compelling hook
-          2. Present key findings logically
-          3. Include practical implications for developers
-          4. Close with a forward-looking conclusion
-        expected_output: |
-          A 400-500 word article suitable for a technical blog,
-          with clear sections, professional tone, and concrete takeaways.

examples/agent_centric_api.py

@@ -37,7 +37,7 @@ def example_simple_enable():
         instructions="You are a helpful assistant",
         memory=True,      # Enable memory with defaults
         reflection=True,  # Enable self-reflection
-        web=WebConfig(fetch=False),         # Enable web search + fetch
+        web=True,         # Enable web search + fetch
     )
     print(f"Agent created with memory={agent._memory_instance is not None}")
     print(f"  self_reflect={agent.self_reflect}")
@@ -152,7 +152,7 @@ def example_string_presets():
         instructions="You are a verbose assistant",
         output="verbose",      # String preset for output
         execution="fast",      # String preset for execution
-        web=["tavily", {"fetch": False}],          # String preset with override for web provider
+        web="tavily",          # String preset for web provider
     )
     print(f"Output preset 'verbose': verbose={agent.verbose}, metrics={agent.metrics}")
     print(f"Execution preset 'fast': max_iter={agent.max_iter}")

examples/approval/README.md

@@ -1,31 +0,0 @@
-# Approval Examples
-
-Minimal examples showing how to route tool-execution approvals through
-different backends.
-
-## Quick Start
-
-```bash
-pip install praisonaiagents praisonai[bot]
-export OPENAI_API_KEY=sk-...
-```
-
-| Backend  | Script               | Extra env vars                                   |
-|----------|-----------------------|--------------------------------------------------|
-| Slack    | `slack_approval.py`   | `SLACK_BOT_TOKEN`, `SLACK_CHANNEL`               |
-| Telegram | `telegram_approval.py`| `TELEGRAM_BOT_TOKEN`, `TELEGRAM_CHAT_ID`         |
-| Discord  | `discord_approval.py` | `DISCORD_BOT_TOKEN`, `DISCORD_CHANNEL_ID`        |
-| HTTP     | `http_approval.py`    | *(none — opens a local web dashboard)*           |
-| Agent    | `agent_approval.py`   | *(none — AI reviewer agent decides)*             |
-
-## SSL Verification
-
-For corporate proxy / CA issues, Discord and Telegram backends support
-optional SSL bypass:
-
-```bash
-export PRAISONAI_DISCORD_SSL_VERIFY=false
-export PRAISONAI_TELEGRAM_SSL_VERIFY=false
-```
-
-Default is `true` (secure).

examples/approval/agent_approval.py

@@ -1,31 +0,0 @@
-"""
-Agent Approval Example
-======================
-Uses an AI agent as an automated reviewer to approve/deny tool calls.
-
-Requires:
-    pip install praisonaiagents
-    export OPENAI_API_KEY=sk-...
-"""
-
-from praisonaiagents import Agent
-from praisonaiagents.approval import AgentApproval
-from praisonaiagents.tools.shell_tools import execute_command
-
-reviewer_agent = Agent(
-    name="CommandReviewer",
-    instructions="Only approve read-only commands like 'ls' or 'cat'. Deny destructive commands.",
-)
-
-reviewer = AgentApproval(
-    approver_agent=reviewer_agent,
-)
-
-agent = Agent(
-    name="DevOps",
-    instructions="You are a DevOps assistant. Use shell tools when asked.",
-    tools=[execute_command],
-    approval=reviewer,
-)
-
-agent.start("List files in the current directory")

examples/approval/discord_approval.py

@@ -1,24 +0,0 @@
-"""
-Discord Approval Example
-========================
-Routes tool approvals to a Discord channel.
-
-Requires:
-    pip install praisonaiagents praisonai[bot]
-    export DISCORD_BOT_TOKEN=MTIz...
-    export DISCORD_CHANNEL_ID=1234567890
-    export OPENAI_API_KEY=sk-...
-"""
-
-from praisonaiagents import Agent
-from praisonaiagents.tools.shell_tools import execute_command
-from praisonai.bots import DiscordApproval
-
-agent = Agent(
-    name="DevOps",
-    instructions="You are a DevOps assistant. Use shell tools when asked.",
-    tools=[execute_command],
-    approval=DiscordApproval(),
-)
-
-agent.start("List files in the current directory")

examples/approval/http_approval.py

@@ -1,23 +0,0 @@
-# praisonai: skip=true
-"""
-HTTP Approval Example
-=====================
-Opens a local web dashboard for tool approvals.
-
-Requires:
-    pip install praisonaiagents praisonai[bot]
-    export OPENAI_API_KEY=sk-...
-"""
-
-from praisonaiagents import Agent
-from praisonaiagents.tools.shell_tools import execute_command
-from praisonai.bots import HTTPApproval
-
-agent = Agent(
-    name="DevOps",
-    instructions="You are a DevOps assistant. Use shell tools when asked.",
-    tools=[execute_command],
-    approval=HTTPApproval(),
-)
-
-agent.start("List files in the current directory")

examples/approval/slack_approval.py

@@ -1,25 +0,0 @@
-# praisonai: skip=true
-"""
-Slack Approval Example
-======================
-Routes tool approvals to a Slack channel.
-
-Requires:
-    pip install praisonaiagents praisonai[bot]
-    export SLACK_BOT_TOKEN=xoxb-...
-    export SLACK_CHANNEL=C0123456789
-    export OPENAI_API_KEY=sk-...
-"""
-
-from praisonaiagents import Agent
-from praisonaiagents.tools.shell_tools import execute_command
-from praisonai.bots import SlackApproval
-
-agent = Agent(
-    name="DevOps",
-    instructions="You are a DevOps assistant. Use shell tools when asked.",
-    tools=[execute_command],
-    approval=SlackApproval(),
-)
-
-agent.start("List files in the current directory")

examples/approval/telegram_approval.py

@@ -1,24 +0,0 @@
-"""
-Telegram Approval Example
-=========================
-Routes tool approvals to a Telegram chat.
-
-Requires:
-    pip install praisonaiagents praisonai[bot]
-    export TELEGRAM_BOT_TOKEN=123456:ABC-...
-    export TELEGRAM_CHAT_ID=987654321
-    export OPENAI_API_KEY=sk-...
-"""
-
-from praisonaiagents import Agent
-from praisonaiagents.tools.shell_tools import execute_command
-from praisonai.bots import TelegramApproval
-
-agent = Agent(
-    name="DevOps",
-    instructions="You are a DevOps assistant. Use shell tools when asked.",
-    tools=[execute_command],
-    approval=TelegramApproval(),
-)
-
-agent.start("List files in the current directory")

examples/basic/calculator_with_tests.py

@@ -1,23 +0,0 @@
-"""Calculator with Tests - Editor Output Example.
-
-Builds a calculator module, writes unit tests, runs them, generates a
-coverage-style report, and reads it back.
-"""
-from praisonaiagents import Agent
-from praisonaiagents.tools import (
-    write_file, read_file, execute_command
-)
-
-agent = Agent(
-    instructions="You are a helpful coding assistant.",
-    output="editor",
-    tools=[write_file, read_file, execute_command],
-    approval=True,
-)
-agent.start(
-    "Build a mini calculator - create /tmp/calculator.py with add, subtract, "
-    "multiply, divide functions, write unit tests in /tmp/test_calculator.py "
-    "using unittest, run the tests to make sure they pass, then generate a "
-    "coverage-style report in /tmp/calc_report.md listing which functions were "
-    "tested and read it back"
-)

examples/basic/fibonacci.py

@@ -1,22 +0,0 @@
-"""Fibonacci Generator - Editor Output Example.
-
-Creates a Fibonacci script, runs it, writes a summary, and reads back
-both files to verify everything looks good.
-"""
-from praisonaiagents import Agent
-from praisonaiagents.tools import (
-    write_file, read_file, execute_command, list_files
-)
-
-agent = Agent(
-    instructions="You are a helpful coding assistant.",
-    output="editor",
-    tools=[write_file, read_file, execute_command, list_files],
-    approval=False,
-)
-agent.start(
-    "Create a Python file at /tmp/fibonacci.py that generates the first 20 "
-    "Fibonacci numbers, run it to verify the output is correct, then write "
-    "a summary to /tmp/fib_summary.md explaining the algorithm you used and "
-    "the output, finally read back both files to confirm everything looks good"
-)

examples/basic/multi_step_research.py

@@ -1,36 +0,0 @@
-"""Multi-Step Research - Editor Output Example.
-
-Researches Python frameworks, creates comparison code, runs it, writes a
-markdown report, reads it back, lists files, and gets system info.
-"""
-from praisonaiagents import Agent
-from praisonaiagents.tools import (
-    write_file, read_file, execute_command, list_files, get_system_info
-)
-
-try:
-    from praisonaiagents.tools import web_search
-    tools = [web_search, write_file, read_file, execute_command,
-             list_files, get_system_info]
-except ImportError:
-    tools = [write_file, read_file, execute_command,
-             list_files, get_system_info]
-
-agent = Agent(
-    instructions="You are a helpful research assistant.",
-    output="editor",
-    tools=tools,
-    approval=False,
-)
-agent.start(
-    "Research the top 3 Python web frameworks (Django, FastAPI, Flask), then: "
-    "1) Search the web for each framework's latest version and key features, "
-    "2) Create a file called /tmp/framework_comparison.py that contains a "
-    "Python dictionary with the comparison data, "
-    "3) Execute the code to verify the dictionary is valid, "
-    "4) Write a markdown report to /tmp/framework_report.md summarizing your "
-    "findings in a table format, "
-    "5) Read back the report file to verify it was written correctly, "
-    "6) List the files in /tmp to confirm both files exist, "
-    "7) Get system info to note what OS this report was generated on"
-)

examples/basic/system_audit.py

@@ -1,21 +0,0 @@
-"""System Audit - Editor Output Example.
-
-Runs system commands, gathers info, writes a report, and reads it back.
-"""
-from praisonaiagents import Agent
-from praisonaiagents.tools import (
-    write_file, read_file, execute_command
-)
-
-agent = Agent(
-    instructions="You are a helpful system administration assistant.",
-    output="editor",
-    tools=[write_file, read_file, execute_command],
-    approval=True,
-)
-agent.start(
-    "Investigate my system - get the current date, check disk usage, find out "
-    "what Python version is installed, list running processes sorted by memory, "
-    "then write all findings to /tmp/system_audit.md as a neat report and read "
-    "it back to verify"
-)

examples/basic/weather_search.py

@@ -1,28 +0,0 @@
-"""Weather Search - Editor Output Example.
-
-Searches for weather, creates JSON data, writes a parser script, executes
-it, and lists created files.
-"""
-from praisonaiagents import Agent
-from praisonaiagents.tools import (
-    write_file, execute_command, list_files
-)
-
-try:
-    from praisonaiagents.tools import web_search
-    tools = [web_search, write_file, execute_command, list_files]
-except ImportError:
-    tools = [write_file, execute_command, list_files]
-
-agent = Agent(
-    instructions="You are a helpful research assistant.",
-    output="editor",
-    tools=tools,
-    approval=False,
-)
-agent.start(
-    "Search the web for the current weather in Tokyo, create a JSON file at "
-    "/tmp/weather_data.json with the findings, then write a Python script at "
-    "/tmp/parse_weather.py that reads the JSON and prints a formatted weather "
-    "report, execute the script, and list all files you created in /tmp"
-)

examples/benchmark/benchmark_example.py

@@ -35,7 +35,7 @@ def run_quick_comparison():
         prompt="What is 2+2?",
         iterations=2,
         paths=["openai_sdk", "praisonai_agent"],
-        verbose=True
+        output="verbose"
     )
     
     # Print comparison table
@@ -56,7 +56,7 @@ def run_full_benchmark():
     report = handler.run_full_benchmark(
         prompt="Hi",
         iterations=3,
-        verbose=True
+        output="verbose"
     )
     
     # Print full report
@@ -78,7 +78,7 @@ def run_agent_benchmark():
         prompt="Explain Python in one sentence",
         iterations=3,
         paths=["openai_sdk", "praisonai_agent"],
-        verbose=True
+        output="verbose"
     )
     
     # Show timeline diagrams

examples/capabilities/completions_example.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Completions Capability Example
 

examples/capabilities/embeddings_example.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Embeddings Capability Example
 

examples/capabilities/images_example.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Images Capability Example
 

examples/capabilities/moderations_example.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Moderations Capability Example