fix(examples): phase-3 API alignment for consolidated params on v4.6.52 (#1864)

Co-authored-by: Dhivya-Bharathy <[email protected]>

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

@@ -1,330 +0,0 @@
-<!-- wp:paragraph -->
-<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>
-<!-- /wp:heading -->
-
-<!-- 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>
-<!-- /wp:code -->
-
-<!-- wp:paragraph -->
-<p>Default denied tools include <code>shell.exec</code>, <code>file.delete</code>, <code>eval</code>, and similar destructive operations.</p>
-<!-- /wp:paragraph -->
-
-<!-- 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>
-<!-- /wp:code -->
-
-<!-- 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 -->

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

@@ -222,17 +222,14 @@ runs:
 
         STEP 2 — ARCHITECTURE VALIDATION & ROUTING (MANDATORY before writing code):
         Before implementing anything, answer these questions:
-        - CORE vs WRAPPER vs TOOLS vs PLUGINS ROUTING:
+        - CORE vs WRAPPER vs TOOLS 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).
+          3. Tools (PraisonAI-Tools): Specific integrations, external tools (e.g. SurrealDB, Slack), and community extensions MUST go to the `MervinPraison/PraisonAI-Tools` repository. If the feature is a tool, clone `https://github.com/MervinPraison/PraisonAI-Tools`, implement it there, and create the PR using `gh pr create -R MervinPraison/PraisonAI-Tools`.
         - 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).
+        - Will agent.py grow larger? If the change adds >50 lines to agent.py, find a way to extract instead.
         - 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.
 
@@ -263,24 +260,16 @@ runs:
         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" "$INPUT_MAX_TURNS")
@@ -291,36 +280,11 @@ runs:
         if [[ -n "$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"
-        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" "$DISALLOWED_FLAG")
+          CMD_ARGS+=("--disallowedTools" "$INPUT_DISALLOWED_TOOLS")
         fi
         
         echo "📝 Executing Claude Code with prompt from file..."

.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

@@ -34,17 +34,11 @@ steps:
 
       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:
+      Fourth, 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.
+      Output: routing decision (Core SDK / Wrapper / Tools / 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

.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/workflows/auto-issue-comment.yml

@@ -42,5 +42,5 @@ jobs:
               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: '🤖 Auto-triaging with Claude. Analyzing issue and implementing a fix...\n\nClaude will:\n1. Classify this issue\n2. Search codebase for root cause\n3. Implement a minimal fix following AGENTS.md\n4. Create a PR with the changes'
             });

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

@@ -1,8 +1,11 @@
 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.
+# Review chain: CodeRabbit/Qodo/Gemini review first → Copilot → Claude (final)
+# For human PRs: CodeRabbit/Qodo auto-review → this workflow triggers Copilot → then Claude
+# For bot PRs: CodeRabbit/Qodo skip bots, so we trigger them explicitly first
+#
+# IMPORTANT: @copilot ignores bot comments. All @copilot mentions must use
+# PAT_TOKEN so the comment posts as MervinPraison (a real user).
 #
 # Claude trigger runs IN-BAND (same workflow) to avoid GitHub Actions
 # blocking bot-triggered workflows with action_required approval gates.
@@ -12,247 +15,466 @@ on:
   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:
+    types: [opened]
 
 env:
-  REVIEW_CHAIN_SKIP_COPILOT: '1'
   MAX_POLL_ATTEMPTS: 20
   POLL_DELAY_MS: 30000
   CLAUDE_TRIGGER_LOGINS: '["MervinPraison","github-actions[bot]"]'
 
 jobs:
   # ================================================================
-  # Claude FINAL after CodeRabbit / Greptile / optional Qodo / Gemini
+  # HUMAN PRs: Trigger @copilot AFTER CodeRabbit posts its summary
   # ================================================================
-  claude-after-prior-reviewers:
+  copilot-after-coderabbit:
     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'))
+      github.event_name == 'issue_comment' &&
+      github.event.issue.pull_request &&
+      github.event.comment.user.login == 'coderabbitai[bot]' &&
+      contains(github.event.comment.body, 'summarize by coderabbit')
     runs-on: ubuntu-latest
     permissions:
-      issues: write
-      pull-requests: read
+      pull-requests: write
+    outputs:
+      pr_number: ${{ steps.trigger.outputs.pr_number }}
+      triggered: ${{ steps.trigger.outputs.triggered }}
     steps:
-      - uses: actions/checkout@v4
-        with:
-          persist-credentials: false
-
-      - name: Post Claude FINAL after prior reviewers
+      - name: Post Copilot review request (as user via PAT)
+        id: trigger
         uses: actions/github-script@v7
         with:
           github-token: ${{ secrets.GH_TOKEN }}
           script: |
-            const path = require('path');
-            const chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pr-review-chain.js'));
-            const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
-            const ps = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pipeline-status.js'));
-            const prNumber =
-              context.payload.issue?.number ||
-              context.payload.pull_request?.number;
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const { data: pr } = await github.rest.pulls.get({
-              owner, repo, pull_number: prNumber,
+            const comments = await github.rest.issues.listComments({
+              issue_number: context.issue.number,
+              owner: context.repo.owner,
+              repo: context.repo.repo
             });
-            const result = await chain.maybeTriggerClaudeFinal(
-              github, owner, repo, prNumber,
-              mergeGate.FINAL_CLAUDE_REVIEW_BODY, core,
-              { skipCopilot: true, optionalWaitMs: 0, prCreatedAt: pr.created_at }
+            // Check for duplicates — posted by MervinPraison (PAT) or github-actions[bot] (legacy)
+            const alreadyPosted = comments.data.some(c =>
+              c.body.includes('@copilot') &&
+              (c.user.login === 'MervinPraison' || c.user.login === 'github-actions[bot]')
             );
-            if (result.posted) core.info(`Posted Claude FINAL on PR #${prNumber}`);
-            await ps.ensurePipelineLabels(github, owner, repo, core);
-            await ps.syncPipelineLabels(github, owner, repo, prNumber, core);
+            if (alreadyPosted) {
+              console.log('Copilot already triggered, skipping');
+              core.setOutput('triggered', 'false');
+              core.setOutput('pr_number', context.issue.number.toString());
+              return;
+            }
+            await github.rest.issues.createComment({
+              issue_number: context.issue.number,
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              body: '@copilot Do a thorough review of this PR. Read ALL existing reviewer comments above from Qodo, Coderabbit, and Gemini 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, or Gemini flagged valid issues, include them in your review\n8. Suggest specific improvements with code examples where possible'
+            });
+            core.setOutput('triggered', 'true');
+            core.setOutput('pr_number', context.issue.number.toString());
+
+  # Fallback: Trigger @copilot after Qodo review (if Coderabbit doesn't fire)
+  copilot-after-qodo:
+    if: |
+      github.event_name == 'pull_request_review' &&
+      github.event.review.user.login == 'qodo-code-review[bot]'
+    runs-on: ubuntu-latest
+    permissions:
+      pull-requests: write
+    outputs:
+      pr_number: ${{ steps.trigger.outputs.pr_number }}
+      triggered: ${{ steps.trigger.outputs.triggered }}
+    steps:
+      - name: Post Copilot review request (as user via PAT)
+        id: trigger
+        uses: actions/github-script@v7
+        with:
+          github-token: ${{ secrets.GH_TOKEN }}
+          script: |
+            const comments = await github.rest.issues.listComments({
+              issue_number: context.issue.number,
+              owner: context.repo.owner,
+              repo: context.repo.repo
+            });
+            const alreadyPosted = comments.data.some(c =>
+              c.body.includes('@copilot') &&
+              (c.user.login === 'MervinPraison' || c.user.login === 'github-actions[bot]')
+            );
+            if (alreadyPosted) {
+              console.log('Copilot already triggered, skipping');
+              core.setOutput('triggered', 'false');
+              core.setOutput('pr_number', context.issue.number.toString());
+              return;
+            }
+            await github.rest.issues.createComment({
+              issue_number: context.issue.number,
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              body: '@copilot Do a thorough review of this PR. Read ALL existing reviewer comments above first.\n\nReview areas:\n1. **Bloat check**: Are changes minimal and focused?\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. Suggest specific improvements with code examples where possible'
+            });
+            core.setOutput('triggered', 'true');
+            core.setOutput('pr_number', context.issue.number.toString());
 
   # ================================================================
-  # FALLBACK: Claude FINAL after PR open if reviewers are slow
+  # FALLBACK: Claude trigger for cases where Copilot chain fails/skips
+  # Ensures Claude always runs after sufficient review time
   # ================================================================
   claude-fallback-timeout:
     if: |
-      github.event_name == 'pull_request_target' &&
+      github.event_name == 'pull_request' &&
       github.event.action == 'opened'
     runs-on: ubuntu-latest
-    timeout-minutes: 45
+    timeout-minutes: 20
     permissions:
       issues: write
-      pull-requests: read
+      pull-requests: write
     steps:
-      - uses: actions/checkout@v4
-
-      - name: Wait for prior reviewers (30 min)
-        run: sleep 1800
-
-      - name: Post Claude FINAL (skip Copilot)
+      - name: Wait for review window (15 min)
+        run: sleep 900
+        
+      - name: Check if Claude already triggered
+        id: check_claude
         uses: actions/github-script@v7
+        env:
+          TRIGGER_LOGINS: ${{ env.CLAUDE_TRIGGER_LOGINS }}
         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 }
+            const triggerLogins = JSON.parse(process.env.TRIGGER_LOGINS);
+            const comments = await github.rest.issues.listComments({
+              issue_number: context.issue.number,
+              owner: context.repo.owner,
+              repo: context.repo.repo
+            });
+            const alreadyPosted = comments.data.some(c =>
+              c.body.includes('@claude') && triggerLogins.includes(c.user.login)
             );
-
-  # ================================================================
-  # 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
+            core.setOutput('already_triggered', alreadyPosted ? 'true' : 'false');
+            core.setOutput('comments_count', comments.data.length.toString());
+            
+            // Collect all bot reviewer comments for context
+            const botReviews = comments.data.filter(c => 
+              ['coderabbitai[bot]', 'qodo-code-review[bot]', 'gemini-code-assist[bot]', 
+               'copilot-swe-agent', 'Copilot', 'greptile-apps[bot]'].some(bot => 
+                c.user.login.toLowerCase().includes(bot.toLowerCase())
+              )
+            );
+            core.setOutput('review_count', botReviews.length.toString());
+            
+      - name: Aggregate reviews and trigger Claude
+        if: steps.check_claude.outputs.already_triggered != '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 chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pr-review-chain.js'));
-            const pr = context.payload.pull_request.number;
+            const comments = await github.rest.issues.listComments({issue_number: context.issue.number, owner: context.repo.owner, repo: context.repo.repo, per_page: 100});
+            const reviews = {coderabbit: [], qodo: [], gemini: [], copilot: [], greptile: [], others: []};
+            comments.data.forEach(c => {
+              const login = c.user.login.toLowerCase();
+              const body = c.body.substring(0, 500);
+              if (login.includes('coderabbit')) reviews.coderabbit.push(body);
+              else if (login.includes('qodo')) reviews.qodo.push(body);
+              else if (login.includes('gemini')) reviews.gemini.push(body);
+              else if (login.includes('copilot')) reviews.copilot.push(body);
+              else if (login.includes('greptile')) reviews.greptile.push(body);
+              else if (c.user.type === 'Bot') reviews.others.push(body);
+            });
+            const summaryParts = [];
+            if (reviews.coderabbit.length) summaryParts.push('CodeRabbit: ' + reviews.coderabbit.length + ' comments');
+            if (reviews.qodo.length) summaryParts.push('Qodo: ' + reviews.qodo.length + ' comments');
+            if (reviews.gemini.length) summaryParts.push('Gemini: ' + reviews.gemini.length + ' comments');
+            if (reviews.copilot.length) summaryParts.push('Copilot: ' + reviews.copilot.length + ' comments');
+            if (reviews.greptile.length) summaryParts.push('Greptile: ' + reviews.greptile.length + ' comments');
+            const reviewSummary = summaryParts.length ? summaryParts.join(' | ') : 'No bot reviews detected';
+            const claudeBody = '@claude You are the FINAL architecture reviewer. If the branch is under MervinPraison/PraisonAI (not a fork), you are able to make modifications to this branch and push directly. SCOPE: Focus ONLY on Python packages (praisonaiagents, praisonai). Do NOT modify praisonai-rust or praisonai-ts. ' + reviewSummary + '.\n\n' +
+              'Review Context: ' + comments.data.length + ' total comments, ' + 
+              (reviews.coderabbit.length + reviews.qodo.length + reviews.gemini.length + reviews.copilot.length + reviews.greptile.length) + ' bot reviews.\n\n' +
+              'Phase 1: Review per AGENTS.md principles (protocol-driven, backward compatible, no perf impact).\n' +
+              'Phase 2: FIX valid issues found by prior reviewers.\n' +
+              'Phase 3: Provide final verdict (approve or request changes).';
+            await github.rest.issues.createComment({issue_number: context.issue.number, owner: context.repo.owner, repo: context.repo.repo, body: claudeBody});
+            console.log('Claude fallback triggered on PR #' + context.issue.number + ' with ' + reviewSummary);
+
+  # ================================================================
+  # Claude FINAL review — polls for Copilot's response, then triggers
+  # This runs IN-BAND under the PAT context (MervinPraison), avoiding
+  # the action_required approval gate that blocks bot-triggered workflows.
+  # ================================================================
+  claude-after-copilot:
+    needs: [copilot-after-coderabbit]
+    if: |
+      always() &&
+      needs.copilot-after-coderabbit.result == 'success' &&
+      needs.copilot-after-coderabbit.outputs.triggered == 'true'
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    permissions:
+      issues: write
+      pull-requests: write
+    steps:
+      - name: Wait for Copilot to respond (poll)
+        id: poll
+        uses: actions/github-script@v7
+        env:
+          PR_NUMBER: ${{ needs.copilot-after-coderabbit.outputs.pr_number }}
+          MAX_POLL_ATTEMPTS: ${{ env.MAX_POLL_ATTEMPTS }}
+          POLL_DELAY_MS: ${{ env.POLL_DELAY_MS }}
+        with:
+          github-token: ${{ secrets.GH_TOKEN }}
+          script: |
+            const pr = parseInt(process.env.PR_NUMBER, 10);
             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;
+            // Poll for Copilot's response — check every 30s for up to 10 minutes
+            const maxAttempts = parseInt(process.env.MAX_POLL_ATTEMPTS, 10);
+            const delayMs = parseInt(process.env.POLL_DELAY_MS, 10);
 
-            const hasFinal = mergeGate.hasFinalClaudeReviewTrigger(comments);
-            const isStale = mergeGate.isStaleFinalAfterPush(comments, headPushedAt);
+            for (let i = 0; i < maxAttempts; i++) {
+              console.log(`Poll attempt ${i + 1}/${maxAttempts}...`);
 
-            if (mergeGate.shouldSkipFinalRecovery(comments, headPushedAt)) {
-              core.info('Recent @claude within 35min and FINAL not stale — skip recovery');
-              return;
-            }
+              const comments = await github.rest.issues.listComments({
+                issue_number: pr,
+                owner,
+                repo,
+                per_page: 50,
+                sort: 'created',
+                direction: 'desc'
+              });
 
-            if (await mergeGate.hasInProgressClaudeAssistant(github, owner, repo, pr)) {
-              core.info('Claude workflow in progress — skip recovery');
-              return;
-            }
+              // Look for Copilot's response (copilot-swe-agent or Copilot)
+              const copilotResponse = comments.data.find(c =>
+                (c.user.login === 'copilot-swe-agent' ||
+                 c.user.login === 'Copilot' ||
+                 c.user.login.toLowerCase().includes('copilot')) &&
+                c.user.type === 'Bot'
+              );
 
-            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}`);
+              if (copilotResponse) {
+                console.log(`Copilot responded at ${copilotResponse.created_at}`);
+                core.setOutput('copilot_responded', 'true');
                 return;
               }
-              const result = await chain.maybeTriggerClaudeFinal(
-                github, owner, repo, pr, finalBody, core, opts
+
+              // Also check PR reviews for Copilot
+              const reviews = await github.rest.pulls.listReviews({
+                pull_number: pr,
+                owner,
+                repo
+              });
+
+              const copilotReview = reviews.data.find(r =>
+                r.user.login.toLowerCase().includes('copilot')
               );
-              if (result.posted) core.info(`Posted stale-FINAL recovery @claude on PR #${pr}`);
-              return;
+
+              if (copilotReview) {
+                console.log(`Copilot review submitted at ${copilotReview.submitted_at}`);
+                core.setOutput('copilot_responded', 'true');
+                return;
+              }
+
+              if (i < maxAttempts - 1) {
+                console.log(`Copilot hasn't responded yet, waiting ${delayMs/1000}s...`);
+                await new Promise(resolve => setTimeout(resolve, delayMs));
+              }
             }
 
-            if (hasFinal) {
-              core.info('FINAL Claude review current on HEAD — skip recovery');
-              return;
-            }
+            console.log('Copilot did not respond within timeout, triggering Claude anyway');
+            core.setOutput('copilot_responded', 'timeout');
 
-            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
+      - name: Check if Claude already triggered
+        id: check_claude
         uses: actions/github-script@v7
+        env:
+          PR_NUMBER: ${{ needs.copilot-after-coderabbit.outputs.pr_number }}
+          TRIGGER_LOGINS: ${{ env.CLAUDE_TRIGGER_LOGINS }}
         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);
+            const pr = parseInt(process.env.PR_NUMBER, 10);
+            const triggerLogins = JSON.parse(process.env.TRIGGER_LOGINS);
+            const comments = await github.rest.issues.listComments({
+              issue_number: pr,
+              owner: context.repo.owner,
+              repo: context.repo.repo
+            });
+            const alreadyPosted = comments.data.some(c =>
+              c.body.includes('@claude') && triggerLogins.includes(c.user.login)
+            );
+            core.setOutput('already_triggered', alreadyPosted ? 'true' : 'false');
 
-  # 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'
+      - name: Trigger Claude final review
+        if: steps.check_claude.outputs.already_triggered != 'true'
+        uses: actions/github-script@v7
+        env:
+          PR_NUMBER: ${{ needs.copilot-after-coderabbit.outputs.pr_number }}
+        with:
+          github-token: ${{ secrets.GH_TOKEN }}
+          script: |
+            const pr = parseInt(process.env.PR_NUMBER, 10);
+            await github.rest.issues.createComment({
+              issue_number: pr,
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              body: '@claude You are the FINAL architecture reviewer. If the branch is under MervinPraison/PraisonAI (not a fork), you are able to make modifications to this branch and push directly. SCOPE: Focus ONLY on Python packages (praisonaiagents, praisonai). Do NOT modify praisonai-rust or praisonai-ts. Read ALL comments above from Gemini, Qodo, CodeRabbit, and Copilot carefully before responding.\n\n**Phase 1: Review per AGENTS.md**\n1. Protocol-driven: check heavy implementations vs core SDK\n2. Backward compatible: ensure zero feature regressions\n3. Performance: no hot-path regressions\n\n**Phase 2: FIX Valid Issues**\n4. For any VALID bugs or architectural flaws found by Gemini, CodeRabbit, Qodo, Copilot, or any other reviewer: implement the fix\n5. Push all code fixes directly to THIS branch (do NOT create a new PR)\n6. Comment a summary of exact files modified and what you skipped\n\n**Phase 3: Final Verdict**\n7. If all issues are resolved, approve the PR / close the Issue\n8. If blocking issues remain, request changes / leave clear action items'
+            });
+            console.log(`Claude triggered on PR #${pr}`);
+
+  # ================================================================
+  # Claude after Qodo fallback path (same polling approach)
+  # ================================================================
+  claude-after-copilot-qodo:
+    needs: [copilot-after-qodo]
+    if: |
+      always() &&
+      needs.copilot-after-qodo.result == 'success' &&
+      needs.copilot-after-qodo.outputs.triggered == 'true'
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    permissions:
+      issues: write
+      pull-requests: write
+    steps:
+      - name: Wait for Copilot to respond (poll)
+        id: poll
+        uses: actions/github-script@v7
+        env:
+          PR_NUMBER: ${{ needs.copilot-after-qodo.outputs.pr_number }}
+          MAX_POLL_ATTEMPTS: ${{ env.MAX_POLL_ATTEMPTS }}
+          POLL_DELAY_MS: ${{ env.POLL_DELAY_MS }}
+        with:
+          github-token: ${{ secrets.GH_TOKEN }}
+          script: |
+            const pr = parseInt(process.env.PR_NUMBER, 10);
+            const owner = context.repo.owner;
+            const repo = context.repo.repo;
+            const maxAttempts = parseInt(process.env.MAX_POLL_ATTEMPTS, 10);
+            const delayMs = parseInt(process.env.POLL_DELAY_MS, 10);
+
+            for (let i = 0; i < maxAttempts; i++) {
+              console.log(`Poll attempt ${i + 1}/${maxAttempts}...`);
+              const comments = await github.rest.issues.listComments({
+                issue_number: pr, owner, repo,
+                per_page: 50, sort: 'created', direction: 'desc'
+              });
+              const copilotResponse = comments.data.find(c =>
+                (c.user.login === 'copilot-swe-agent' ||
+                 c.user.login === 'Copilot' ||
+                 c.user.login.toLowerCase().includes('copilot')) &&
+                c.user.type === 'Bot'
+              );
+              if (copilotResponse) {
+                console.log(`Copilot responded at ${copilotResponse.created_at}`);
+                core.setOutput('copilot_responded', 'true');
+                return;
+              }
+              const reviews = await github.rest.pulls.listReviews({
+                pull_number: pr, owner, repo
+              });
+              const copilotReview = reviews.data.find(r =>
+                r.user.login.toLowerCase().includes('copilot')
+              );
+              if (copilotReview) {
+                console.log(`Copilot review submitted at ${copilotReview.submitted_at}`);
+                core.setOutput('copilot_responded', 'true');
+                return;
+              }
+              if (i < maxAttempts - 1) {
+                await new Promise(resolve => setTimeout(resolve, delayMs));
+              }
+            }
+            console.log('Copilot did not respond within timeout, triggering Claude anyway');
+            core.setOutput('copilot_responded', 'timeout');
+
+      - name: Check if Claude already triggered
+        id: check_claude
+        uses: actions/github-script@v7
+        env:
+          PR_NUMBER: ${{ needs.copilot-after-qodo.outputs.pr_number }}
+          TRIGGER_LOGINS: ${{ env.CLAUDE_TRIGGER_LOGINS }}
+        with:
+          github-token: ${{ secrets.GH_TOKEN }}
+          script: |
+            const pr = parseInt(process.env.PR_NUMBER, 10);
+            const triggerLogins = JSON.parse(process.env.TRIGGER_LOGINS);
+            const comments = await github.rest.issues.listComments({
+              issue_number: pr,
+              owner: context.repo.owner,
+              repo: context.repo.repo
+            });
+            const alreadyPosted = comments.data.some(c =>
+              c.body.includes('@claude') && triggerLogins.includes(c.user.login)
+            );
+            core.setOutput('already_triggered', alreadyPosted ? 'true' : 'false');
+
+      - name: Trigger Claude final review
+        if: steps.check_claude.outputs.already_triggered != 'true'
+        uses: actions/github-script@v7
+        env:
+          PR_NUMBER: ${{ needs.copilot-after-qodo.outputs.pr_number }}
+        with:
+          github-token: ${{ secrets.GH_TOKEN }}
+          script: |
+            const pr = parseInt(process.env.PR_NUMBER, 10);
+            await github.rest.issues.createComment({
+              issue_number: pr,
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              body: '@claude You are the FINAL architecture reviewer. If the branch is under MervinPraison/PraisonAI (not a fork), you are able to make modifications to this branch and push directly. SCOPE: Focus ONLY on Python packages (praisonaiagents, praisonai). Do NOT modify praisonai-rust or praisonai-ts. Read ALL comments above from Gemini, Qodo, CodeRabbit, and Copilot carefully before responding.\n\n**Phase 1: Review per AGENTS.md**\n1. Protocol-driven: check heavy implementations vs core SDK\n2. Backward compatible: ensure zero feature regressions\n3. Performance: no hot-path regressions\n\n**Phase 2: FIX Valid Issues**\n4. For any VALID bugs or architectural flaws found by Gemini, CodeRabbit, Qodo, Copilot, or any other reviewer: implement the fix\n5. Push all code fixes directly to THIS branch (do NOT create a new PR)\n6. Comment a summary of exact files modified and what you skipped\n\n**Phase 3: Final Verdict**\n7. If all issues are resolved, approve the PR / close the Issue\n8. If blocking issues remain, request changes / leave clear action items'
+            });
+            console.log(`Claude triggered on PR #${pr}`);
+
+  # ================================================================
+  # Claude after Gemini — restores the trigger lost from the deleted
+  # chain-claude-after-copilot.yml workflow.
+  # Fires when Gemini posts a review comment on a PR or issue.
+  # ================================================================
+  claude-after-gemini:
+    if: |
+      github.event_name == 'issue_comment' &&
+      (
+        github.event.comment.user.login == 'gemini-code-assist[bot]' ||
+        contains(github.event.comment.body, 'Review completed by Gemini CLI') ||
+        contains(github.event.comment.body, 'The fix is ready for review. Please test')
+      )
     runs-on: ubuntu-latest
     permissions:
       issues: write
-      pull-requests: read
+      pull-requests: write
     steps:
-      - uses: actions/checkout@v4
+      - name: Check if Claude already triggered
+        id: check_claude
+        uses: actions/github-script@v7
+        env:
+          TRIGGER_LOGINS: ${{ env.CLAUDE_TRIGGER_LOGINS }}
+        with:
+          github-token: ${{ secrets.GH_TOKEN }}
+          script: |
+            const triggerLogins = JSON.parse(process.env.TRIGGER_LOGINS);
+            const comments = await github.rest.issues.listComments({
+              issue_number: context.issue.number,
+              owner: context.repo.owner,
+              repo: context.repo.repo
+            });
+            const alreadyPosted = comments.data.some(c =>
+              c.body.includes('@claude') && triggerLogins.includes(c.user.login)
+            );
+            core.setOutput('already_triggered', alreadyPosted ? 'true' : 'false');
 
-      - name: Post missing/stale FINAL @claude on open PRs
+      - name: Post Claude analysis request (Lead Engineer)
+        if: steps.check_claude.outputs.already_triggered != '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 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,
+            await github.rest.issues.createComment({
+              issue_number: context.issue.number,
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              body: '@claude You are the Lead Engineer. If the branch is under MervinPraison/PraisonAI (not a fork), you are able to make modifications to this branch and push directly. SCOPE: Focus ONLY on Python packages (praisonaiagents, praisonai). Do NOT modify praisonai-rust or praisonai-ts. Read ALL analysis and reviews above carefully (Gemini, CodeRabbit, Qodo, Copilot, etc).\n\n**Phase 1: Review per AGENTS.md**\n1. Protocol-driven: check heavy implementations vs core SDK\n2. Backward compatible: ensure zero feature regressions\n3. Performance: no hot-path regressions\n\n**Phase 2: FIX Valid Issues**\n4. For any VALID bugs or architectural flaws found by Gemini, CodeRabbit, Qodo, Copilot, or any other reviewer: implement the fix\n5. Push all code fixes directly to THIS branch (do NOT create a new PR)\n6. Comment a summary of exact files modified and what you skipped\n\n**Phase 3: Final Verdict**\n7. If all issues are resolved, approve the PR / close the Issue\n8. If blocking issues remain, request changes / leave clear action items'
             });
-            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 PRs: CodeRabbit/Qodo skip bot-authored PRs by default.
+  # Trigger them explicitly. Do NOT trigger Copilot here — it will
+  # be triggered by copilot-after-coderabbit/qodo when they finish.
   # ================================================================
   bot-pr-trigger-reviews:
     if: |
@@ -266,29 +488,38 @@ jobs:
     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
         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);
+            const owner = context.repo.owner;
+            const repo = context.repo.repo;
 
-      - name: Sync pipeline status labels
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const ps = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pipeline-status.js'));
-            const pr = context.payload.pull_request.number;
-            await ps.ensurePipelineLabels(github, context.repo.owner, context.repo.repo, core);
-            await ps.syncPipelineLabels(github, context.repo.owner, context.repo.repo, pr, core);
+            // 1. Trigger CodeRabbit review
+            await github.rest.issues.createComment({
+              issue_number: pr, owner, repo,
+              body: '@coderabbitai review'
+            });
+            console.log(`Triggered CodeRabbit for bot PR #${pr}`);
+
+            // 2. Trigger Qodo review
+            await github.rest.issues.createComment({
+              issue_number: pr, owner, repo,
+              body: '/review'
+            });
+            console.log(`Triggered Qodo for bot PR #${pr}`);
+
+            // 3. Trigger Gemini review (commented out)
+            // await github.rest.issues.createComment({
+            //   issue_number: pr, owner, repo,
+            //   body: '@gemini review this PR'
+            // });
+            // console.log(`Triggered Gemini for bot PR #${pr}`);
+
+            // NOTE: @copilot is NOT triggered here.
+            // It will be triggered by copilot-after-coderabbit or copilot-after-qodo
+            // once those bots finish, ensuring Copilot always reviews LAST.
+            console.log('Copilot will be triggered after CodeRabbit/Qodo complete.');

.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/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-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

@@ -49,14 +49,12 @@ jobs:
             // --- Label triage ---
             const labels = [];
 
-            // Kind labels (bug before "how to" — bug reports often include "## How to fix")
+            // Kind labels
             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'))) {
+            } else if (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')) {
+            } else if (content.includes('question') || content.includes('how do i') || content.includes('how to')) {
               labels.push('question');
             }
 
@@ -98,21 +96,13 @@ jobs:
                   '- 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).'
+                  '_A maintainer can trigger deeper analysis by commenting `@claude` on this issue._'
                 ].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) {
+            // --- For owner: add 'claude' label to trigger the code-fix job ---
+            if (isOwner) {
               await github.rest.issues.addLabels({
                 issue_number: issue.number,
                 owner: context.repo.owner,
@@ -122,43 +112,25 @@ jobs:
             }
 
   # ================================================================
-  # Job 2: Full Claude code-fix
+  # Job 2: Full Claude code-fix (owner/collaborator only)
   # 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)
+    # Allow: human users, github-actions[bot] (auto-comments/labels)
+    # Block: dependabot, cursor, renovate, other bots
     # Skip 'opened' events — triage job handles those above
     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')) &&
+      (github.event_name != 'issue_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 == '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
     runs-on: ubuntu-latest
     permissions:
       contents: write
@@ -179,67 +151,26 @@ jobs:
         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;
+            const isPR = context.eventName === 'pull_request' || (context.payload.issue && context.payload.issue.pull_request);
+            if (isPR) {
+              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
+              });
+              
+              core.setOutput('pr_branch', pr.data.head.ref);
+              
+              if (pr.data.head.repo && pr.data.head.repo.full_name !== context.repo.full_name) {
+                core.setOutput('is_fork', 'true');
+                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
@@ -249,40 +180,31 @@ jobs:
           token: ${{ steps.app-token.outputs.token }}
 
       - name: Fetch PR branch and Setup Remote
-        if: steps.check_fork.outputs.is_pr == 'true'
+        if: github.event.issue.pull_request
         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)"
+          # Fetch PR head from base repo and put it into local branch
+          git fetch origin pull/${{ github.event.issue.number }}/head:"${PR_BRANCH}"
+          
+          # If it's a fork, make origin point to local to trick claude-code-action's `git fetch origin <branch>`
+          if [ "${IS_FORK}" = "true" ]; then
+            git remote set-url origin file://$(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 }}
+          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
           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) || '' }}
+            ${{ steps.check_fork.outputs.is_fork == 'true' && 'CRITICAL: THIS IS A PULL REQUEST FROM A FORK. YOU DO NOT HAVE PUSH PERMISSIONS TO THIS REPOSITORY. ONLY READ FILES, VALIDATE CODE, AND PROVIDE YOUR COMMENTS/FEEDBACK DIRECTLY IN THIS PR VIA COMMENTS. DO NOT ATTEMPT TO PUSH OR CREATE PULL REQUESTS.\n\n' || 'NOTE: The branch is under MervinPraison/PraisonAI (not a fork). You are able to make modifications and push directly to this branch.\n\n' }}
             You are working on the PraisonAI SDK. Follow AGENTS.md strictly.
 
             STEP 0 — SETUP GIT IDENTITY & AUTH (GLOBAL — required for all repos):
@@ -294,29 +216,32 @@ jobs:
             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.
+              3. Tools (PraisonAI-Tools): Capabilities Agents actively call during execution (e.g. SurrealDB tool, Slack tool).
               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.
+              5. Plugins (PraisonAI-Plugins): Framework lifecycle extensions replacing systemic behavior (e.g. tracing, logging, metrics, hooks, guardrails).
               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 duplicate existing functionality? Check if Agent already supports this via existing params (reflection, planning, tools, hooks, memory).
             - 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).
+            - Will agent.py grow larger? If the change adds >50 lines to agent.py, find a way to extract instead.
             - 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-$(date +%Y%m%d)\nDo NOT stop after pushing. Do NOT say "manually create a PR". Always create the PR automatically.\n' || '' }}
+            STEP 3 — IMPLEMENT (for changes in THIS repo — PraisonAI):
+            - Create a fix branch: git checkout -b claude/issue-$ISSUE_NUMBER-$(date +%Y%m%d)
+            - Implement a minimal, focused fix
+            - Follow protocol-driven design: protocols in core SDK, heavy implementations in wrapper
+            - Keep changes small and backward-compatible
+            - Commit: git add -A && git commit -m "fix: <description> (fixes #$ISSUE_NUMBER)"
+            - Push: git push origin claude/issue-$ISSUE_NUMBER-$(date +%Y%m%d)
+            CRITICAL: 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)
+            Do NOT stop after pushing. Do NOT say "manually create a PR". Always create the PR automatically.
 
             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.
@@ -342,7 +267,10 @@ jobs:
             - 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' }}
+            STEP 5 — CREATE PR:
+            - Commit with descriptive message, push, and create PR using `gh pr create`
+            - For external repos, use `gh pr create -R MervinPraison/<REPO_NAME>`
+            CRITICAL: You MUST create the PR automatically using `gh pr create`. Do NOT just provide a link or say "manual push required".
             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:*)
@@ -364,60 +292,3 @@ jobs:
             mcp__github__get_issue_comments
             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
-        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,
-              }
-            );
-            if (!check.ready) {
-              core.info(`PR #${prNumber} not ready for merge gate: ${check.reasons.join(', ')}`);
-              return;
-            }
-            await github.rest.repos.createDispatchEvent({
-              owner,
-              repo,
-              event_type: 'claude-merge-gate',
-              client_payload: { pr_number: prNumber },
-            });
-            core.info(`Dispatched merge gate for PR #${prNumber}`);

.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

@@ -22,6 +22,8 @@ jobs:
         uses: actions/checkout@v4
         with:
           persist-credentials: false
+        with:
+          persist-credentials: false
 
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3

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

@@ -36,6 +36,9 @@ jobs:
         uses: actions/checkout@v4
         with:
           persist-credentials: false
+        with:
+          persist-credentials: false
+        with:
           token: ${{ steps.generate_token.outputs.token }}
 
       - name: Run Gemini Issue Triage

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

@@ -37,6 +37,9 @@ jobs:
         uses: actions/checkout@v4
         with:
           persist-credentials: false
+        with:
+          persist-credentials: false
+        with:
           token: ${{ steps.generate_token.outputs.token }}
 
       - name: Set up Git

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

@@ -48,6 +48,9 @@ jobs:
         uses: actions/checkout@v4
         with:
           persist-credentials: false
+        with:
+          persist-credentials: false
+        with:
           token: ${{ steps.generate_token.outputs.token }}
           ref: ${{ steps.checkout_ref.outputs.ref }}
           fetch-depth: 0

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

@@ -7,18 +7,12 @@ on:
       - '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:
@@ -46,16 +40,16 @@ jobs:
         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
+        python -m pip install --upgrade pip
+        # Install PraisonAI packages in development mode
+        cd PraisonAI/src/praisonai-agents
+        pip install -e .
+        cd ../praisonai
+        pip install -e ".[ui,dev]"
+        # Install PraisonAIUI in development mode
+        cd ../../../PraisonAIUI
         pip install -e .
-        pip install pytest pytest-cov
         
     - name: Verify versions
       run: |
@@ -66,16 +60,16 @@ jobs:
     - name: Run PraisonAI integration tests
       run: |
         cd PraisonAI/src/praisonai
-        python -m pytest tests/integration/test_aiui_* -v
+        python -m pytest tests/integration/test_aiui_* -v --timeout=300
         
     - 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
+          python -m pytest tests/integration/test_agentic_roundtrip.py -v --timeout=300
         fi
         if [ -f tests/test_feature_sdk_backends.py ]; then
-          python -m pytest tests/test_feature_sdk_backends.py -v
+          python -m pytest tests/test_feature_sdk_backends.py -v --timeout=300
         fi
         
     - name: Test Pattern C CLI
@@ -143,14 +137,13 @@ jobs:
         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
+        python -m pip install --upgrade pip
+        cd PraisonAI/src/praisonai-agents
+        pip install -e .
+        cd ../praisonai
+        pip install -e ".[ui,dev]"
+        cd ../../../PraisonAIUI
         pip install -e .
         
     - name: Run agentic integration test
@@ -159,7 +152,7 @@ jobs:
       run: |
         cd PraisonAI/src/praisonai
         if [ -n "$OPENAI_API_KEY" ]; then
-          python -m pytest tests/integration/test_aiui_host_agentic.py -v
+          python -m pytest tests/integration/test_aiui_host_agentic.py -v --timeout=600
         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

@@ -49,12 +49,10 @@ jobs:
           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]"
+        run: |
+          pip install uv
+          cd src/praisonai-agents && uv pip install --system -e ".[all]"
+          cd ../praisonai && uv pip install --system -e ".[all]"
         
       - name: Run PraisonAI Issue Triage
         env:

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

@@ -16,20 +16,16 @@ 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'))
-      )
+      (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

.github/workflows/python-package.yml

@@ -15,8 +15,8 @@ jobs:
 
     steps:
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v5
       with:
@@ -30,12 +30,10 @@ jobs:
         echo "PYTHONPATH=${{ github.workspace }}/src/praisonai-agents:$PYTHONPATH" >> $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: |
+        cd src/praisonai
+        python -m pip install --upgrade pip
+        python -m pip install ."[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
         python -m pip install duckduckgo_search pytest pytest-asyncio pytest-cov
         python -m pip install "praisonaiagents[knowledge]"
 

.github/workflows/python-publish.yml

@@ -8,18 +8,15 @@
 
 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
 

.github/workflows/release.yml

@@ -26,8 +26,11 @@ jobs:
     # First checkout the upstream repo at the specified tag
     - name: Checkout upstream repo
       uses: actions/checkout@v4
+        with:
+          persist-credentials: false
+        with:
+          persist-credentials: false
       with:
-        persist-credentials: false
         repository: MervinPraison/PraisonAI
         ref: ${{ github.event.inputs.tag }}
         fetch-depth: 0
@@ -45,8 +48,11 @@ jobs:
     # Now checkout the fork at main branch
     - name: Checkout fork
       uses: actions/checkout@v4
+        with:
+          persist-credentials: false
+        with:
+          persist-credentials: false
       with:
-        persist-credentials: false
         repository: ${{ github.event.inputs.fork_owner }}/PraisonAI
         ref: main
         fetch-depth: 0
@@ -443,8 +449,11 @@ jobs:
     # First checkout the fork's main branch
     - name: Checkout fork repo
       uses: actions/checkout@v4
+        with:
+          persist-credentials: false
+        with:
+          persist-credentials: false
       with:
-        persist-credentials: false
         fetch-depth: 0
         token: ${{ secrets.PAT_TOKEN }}
         repository: ${{ github.event.inputs.fork_owner }}/PraisonAI

.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 +37,10 @@ jobs:
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
+        with:
+          persist-credentials: false
 
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v5
@@ -53,13 +55,12 @@ 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: |

.github/workflows/test-core.yml

@@ -5,320 +5,70 @@ on:
     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: 20
+
     steps:
-    - name: Report Core Tests result
-      shell: bash
+    - 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: |
-        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
-        fi
-        echo "Core Tests passed"
+        curl -LsSf https://astral.sh/uv/install.sh | sh
+        echo "$HOME/.local/bin" >> $GITHUB_PATH
+
+    - name: Install dependencies
+      run: |
+        cd src/praisonai
+        uv pip install --system ."[ui,gradio,api,agentops,google,openai,anthropic,cohere,chat,code,realtime,call,crewai,autogen]"
+        uv pip install --system duckduckgo_search
+        uv pip install --system pytest pytest-asyncio pytest-cov pytest-timeout
+        uv pip install --system "praisonaiagents[knowledge]"
+
+    - name: Set environment variables
+      run: |
+        echo "OPENAI_API_KEY=${{ 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' }}" >> $GITHUB_ENV
+        echo "PYTHONPATH=${{ github.workspace }}/src/praisonai-agents:$PYTHONPATH" >> $GITHUB_ENV
+
+    - name: Run Unit Tests
+      run: |
+        cd src/praisonai && python -m pytest tests/unit/ -v --tb=short --disable-warnings \
+          --cov=praisonai --cov-report=xml --cov-branch \
+          --timeout=60 || echo "Some unit tests failed"
+      continue-on-error: true
+
+    - name: Run Integration Tests
+      run: |
+        cd src/praisonai && python -m pytest tests/integration/ -v --tb=short --disable-warnings \
+          --timeout=60 \
+          --ignore=tests/integration/test_tracker_complex_tasks.py \
+          --ignore=tests/integration/test_serve_integration.py \
+          || echo "Some integration tests failed"
+
+    - name: Upload coverage to Codecov
+      if: always()
+      uses: codecov/codecov-action@v5
+      with:
+        token: ${{ secrets.CODECOV_TOKEN || '' }}
+        files: src/praisonai/coverage.xml
+        flags: core-tests
+        fail_ci_if_error: false

.github/workflows/test-extended.yml

@@ -13,8 +13,10 @@ jobs:
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
+        with:
+          persist-credentials: false
 
     - name: Set up Python
       uses: actions/setup-python@v5
@@ -29,12 +31,11 @@ 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 +81,10 @@ jobs:
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
+        with:
+          persist-credentials: false
 
     - name: Set up Python
       uses: actions/setup-python@v5
@@ -96,12 +99,11 @@ 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 +33,10 @@ jobs:
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
+        with:
+          persist-credentials: false
 
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v5
@@ -49,12 +51,10 @@ 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

@@ -42,11 +42,11 @@ jobs:
   # ============================================
   smoke:
     runs-on: ubuntu-latest
-    timeout-minutes: 12
+    timeout-minutes: 5
     steps:
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
     - name: Set up Python 3.11
       uses: actions/setup-python@v5
       with:
@@ -64,233 +64,28 @@ 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 +98,15 @@ 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
+        with:
+          persist-credentials: false
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v5
       with:
@@ -329,37 +124,36 @@ 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'
@@ -393,8 +187,8 @@ jobs:
         fi
     
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
       if: steps.check-key.outputs.has_key == 'true'
     
     - name: Set up Python 3.11
@@ -416,12 +210,11 @@ 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 +259,8 @@ jobs:
         fi
     
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
       if: steps.check-key.outputs.has_key == 'true'
     
     - name: Set up Python 3.11
@@ -480,12 +273,11 @@ 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'
@@ -526,8 +318,8 @@ jobs:
         fi
     
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
       if: steps.check-key.outputs.has_key == 'true'
     
     - name: Set up Python 3.11
@@ -540,12 +332,11 @@ 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'
@@ -586,8 +377,8 @@ jobs:
         fi
     
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
       if: steps.check-key.outputs.has_key == 'true'
     
     - name: Set up Python 3.11
@@ -600,11 +391,11 @@ 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'
@@ -645,8 +436,8 @@ jobs:
         fi
     
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
       if: steps.check-key.outputs.has_key == 'true'
     
     - name: Set up Python 3.11
@@ -659,11 +450,11 @@ 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'
@@ -704,8 +495,8 @@ jobs:
         fi
     
     - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
       if: steps.check-key.outputs.has_key == 'true'
     
     - name: Set up Python 3.11
@@ -718,12 +509,11 @@ 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 +535,6 @@ 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

@@ -45,8 +45,10 @@ jobs:
         
     - name: Checkout code
       uses: actions/checkout@v4
-      with:
-        persist-credentials: false
+        with:
+          persist-credentials: false
+        with:
+          persist-credentials: false
 
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v5
@@ -61,12 +63,11 @@ 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: |

.github/workflows/test-windows.yml

@@ -7,20 +7,18 @@ on:
       - '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
@@ -35,10 +33,18 @@ jobs:
       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 -e .
+      shell: bash
+    
+    - name: Install praisonai wrapper
+      run: |
+        cd src/praisonai
+        pip install -e .
       shell: bash
-    - uses: ./.github/actions/install-monorepo-packages
 
     # ==================== CORE IMPORTS ====================
     - name: Test core imports
@@ -176,7 +182,6 @@ jobs:
         echo "Testing both entry point methods..."
         python -m praisonai --version
         praisonai --version
-        praisonai-bot gateway --help
 
     - name: Test doctor packaging command
       run: |

.gitignore

@@ -12,7 +12,6 @@ assets
 .DS_Store
 .pytest_cache
 praisonAI.egg-info
-src/*/build/
 flagged
 test.yaml
 db
@@ -23,24 +22,11 @@ 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
 
@@ -102,9 +88,6 @@ issue_details.json
 .internal
 .praisonai
 
-# Backup files
-*.bak
-
 # Rust / Cargo
 target/
 Cargo.lock

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

README.md

@@ -41,6 +41,10 @@ curl -fsSL https://praison.ai/install.sh | bash
   <img src=".github/images/dashboard.png" alt="PraisonAI Dashboard" width="800" />
 </p>
 
+<p align="center">
+  <img src=".github/images/agentflow.gif" alt="PraisonAI AgentFlow" width="800" />
+</p>
+
 ```
  ██████╗ ██████╗  █████╗ ██╗███████╗ ██████╗ ███╗   ██╗     █████╗ ██╗
  ██╔══██╗██╔══██╗██╔══██╗██║██╔════╝██╔═══██╗████╗  ██║    ██╔══██╗██║
@@ -52,6 +56,12 @@ curl -fsSL https://praison.ai/install.sh | bash
  pip install praisonai
 ```
 
+<p align="center">
+  <img src=".github/images/latest_ai_news_and_crawl_each_url_to_find_info.gif" alt="PraisonAI command execution" width="800" />
+</p>
+
+\* `export TAVILY_API_KEY=xxxxx`
+
 <div align="center">
   <a href="https://docs.praison.ai">
     <p align="center">
@@ -96,203 +106,6 @@ agent.start("Analyze the top 3 tech trends of 2026 and format as a markdown tabl
 
 ---
 
-## 🧬 The Five-Layer Agent Stack
-
-Most frameworks hand you one or two layers and leave the rest as homework. PraisonAI covers **all five** — plus the outer layer that decides *where* your agent actually runs.
-
-Each layer wraps the one inside it. When an agent misbehaves, the layer tells you where to look.
-
-```
-┌─────────────────────────────────────────────────────────────────┐
-│ ⬡ MANAGED AGENTS — Where does it actually run?                  │
-│ ┌─────────────────────────────────────────────────────────────┐ │
-│ │ 5 · GRAPH — Who runs when, and who checks whom?             │ │
-│ │ ┌─────────────────────────────────────────────────────────┐ │ │
-│ │ │ 4 · LOOP — When do we stop?                             │ │ │
-│ │ │ ┌─────────────────────────────────────────────────────┐ │ │ │
-│ │ │ │ 3 · HARNESS — Can it act, and be checked?           │ │ │ │
-│ │ │ │ ┌─────────────────────────────────────────────────┐ │ │ │ │
-│ │ │ │ │ 2 · CONTEXT — Is the right thing in the window? │ │ │ │ │
-│ │ │ │ │ ┌─────────────────────────────────────────────┐ │ │ │ │ │
-│ │ │ │ │ │ 1 · PROMPT — Did I say it clearly?          │ │ │ │ │ │
-│ │ │ │ │ └─────────────────────────────────────────────┘ │ │ │ │ │
-│ │ │ │ └─────────────────────────────────────────────────┘ │ │ │ │
-│ │ │ └─────────────────────────────────────────────────────┘ │ │ │
-│ │ └─────────────────────────────────────────────────────────┘ │ │
-│ └─────────────────────────────────────────────────────────────┘ │
-└─────────────────────────────────────────────────────────────────┘
-```
-
-| Layer | The question it answers | PraisonAI |
-|:--|:--|:--|
-| **1 · Prompt** | Did I say it clearly? | `instructions=`, `role`/`goal`/`backstory`, `output=`, `templates=` |
-| **2 · Context** | Is the right thing in the window? | `memory=`, `knowledge=`, `context=`, handoff `ContextPolicy` |
-| **3 · Harness** | Can it act, and be checked? | `tools=`, `MCP()`, `guardrails=`, `approval=`, `hooks=`, `sandbox=` |
-| **4 · Loop** | When do we stop? | `execution=ExecutionConfig(...)`, `reflection=`, `autonomy=`, doom-loop detection |
-| **5 · Graph** | Who runs when, and who checks whom? | `AgentFlow`, `route()`, `parallel()`, `loop()`, `repeat()` |
-| **⬡ Managed** | *Where does it actually run?* | `run_on="docker"` — one shared remote sandbox, or a fully hosted loop |
-
-### Layer 1 · Prompt — *Did I say it clearly?*
-
-Role, instructions, examples, output format.
-
-```python
-from praisonaiagents import Agent
-
-agent = Agent(
-    role="Senior Data Analyst",
-    goal="Turn raw numbers into decisions",
-    output="verbose",              # markdown-formatted output
-)
-agent.start("Summarise Q3 revenue trends")
-```
-
-### Layer 2 · Context — *Is the right thing in the window?*
-
-Write, select, compress, isolate — the four context operations, one parameter each.
-
-```python
-from praisonaiagents import Agent
-
-agent = Agent(
-    instructions="You are a support engineer.",
-    memory={"user_id": "u-42"},    # write    — persists across runs (needs a user_id)
-    knowledge=["docs/"],           # select   — retrieves only what's relevant
-    context="summarize",           # compress — auto-compacts before the limit
-)
-```
-
-> **Isolate** is `handoffs=[specialist]` — a sub-agent inherits the last few messages and the intersection of your tools, not your whole transcript. [📖 Handoffs](https://docs.praison.ai/docs/concepts/handoffs)
-
-### Layer 3 · Harness — *Can it act, and be checked?*
-
-*Agent = Model + Harness.* Tool dispatch, plus the guides that steer before acting and the sensors that observe after.
-
-```python
-from praisonaiagents import Agent, MCP, tool
-
-@tool
-def deploy(env: str) -> str:
-    """Deploy the current build to an environment."""
-    return f"Deployed to {env}"
-
-agent = Agent(
-    name="ReleaseEngineer",
-    instructions="You are a release engineer.",
-    tools=[deploy, MCP("npx -y @modelcontextprotocol/server-filesystem /tmp")],
-    approval=True,                 # guide — human gate before risky tools run
-)
-agent.start("Deploy to staging, then list the files you can read")
-```
-
-### Layer 4 · Loop — *When do we stop?*
-
-Hard iteration caps, budget ceilings, no-progress detection and completion checks — every brake is explicit.
-
-```python
-from praisonaiagents import Agent, ExecutionConfig
-
-agent = Agent(
-    instructions="Fix the failing tests.",
-    execution=ExecutionConfig(max_iter=30, max_budget=0.50, on_budget_exceeded="stop"),
-    autonomy=True,                 # required to drive the loop with run_autonomous()
-)
-result = agent.run_autonomous("Refactor the auth module", max_iterations=5)
-
-print(result.completion_reason)
-# goal | no_tool_calls | max_iterations | timeout | doom_loop | needs_help | error
-# (with on_budget_exceeded="stop", hitting the cap raises BudgetExceededError,
-#  surfaced here as completion_reason="error")
-```
-
-> **Doom-loop detection is on by default.** Repeated identical tool calls and A→B→A→B oscillation get caught — while a poller whose output keeps changing does not. [📖 Doom Loop Detection](https://docs.praison.ai/docs/features/doom-loop-detection)
-
-### Layer 5 · Graph — *Who runs when, and who checks whom?*
-
-Topology as a versionable artifact: prompt chaining, routing, parallelisation, orchestrator-worker.
-
-```python
-from praisonaiagents import AgentFlow
-from praisonaiagents.workflows import route, parallel, repeat
-
-flow = AgentFlow(steps=[
-    classifier,
-    route({"bug": [bug_agent], "feature": [feature_agent], "default": [triage]}),
-    parallel([reviewer, tester]),                      # fan out, join automatically
-    repeat(editor, until=lambda ctx: "approved" in ctx.previous_result.lower(),
-           max_iterations=3),                          # evaluator–optimizer
-])
-flow.run("Ticket #123: login fails on Safari")
-```
-
-> The same graph is expressible in YAML with no Python at all. [📖 AgentFlow](https://docs.praison.ai/docs/concepts/agentflow)
-
-### ⬡ Outside the stack: Managed Agents — *Where does it actually run?*
-
-The harness is commoditising; **where** the agent executes is the next multiplier. Rather than burning your laptop's CPU, hand an agent a short-lived cloud sandbox — repo, tools and tests run there.
-
-```bash
-pip install praisonai
-```
-
-The simplest way in is `run_on=` — one whole team or workflow shares **one** sandbox, so a file written by step 1 is there for step 2:
-
-```python
-from praisonaiagents import Agent, AgentFlow
-
-writer = Agent(name="Writer", instructions="You write files.")
-reader = Agent(name="Reader", instructions="You read files.")
-
-flow = AgentFlow(run_on="docker", steps=[writer, reader])   # or e2b | modal | daytona | flyio
-flow.run("Write 'hello' to /workspace/note.txt, then read it back")
-```
-
-Same thing with no Python at all:
-
-```yaml
-name: remote-demo
-run_on: docker            # every step shares one sandbox
-agents:
-  writer: {role: Writer, goal: Write files}
-  reader: {role: Reader, goal: Read files}
-steps:
-  - agent: writer
-    action: "Write 'hello' to /workspace/note.txt"
-  - agent: reader
-    action: "Read /workspace/note.txt"
-```
-
-For a single agent, pick the axis you need — remote **tools** or a remote **loop**:
-
-```python
-from praisonai import Agent, LocalAgent, LocalAgentConfig, HostedAgent
-
-# A. Tools run in a remote sandbox; the agent loop stays local
-agent = Agent(name="builder", backend=LocalAgent(
-    compute="e2b",                     # or modal | daytona | flyio | docker | tenki
-    config=LocalAgentConfig(model="gpt-4o-mini", name="RemoteTools"),
-))
-
-# B. The entire agent loop runs in the cloud (needs ANTHROPIC_API_KEY)
-agent = Agent(name="teacher", backend=HostedAgent(provider="anthropic"))
-agent.start("Write a Python script that prints the first 10 primes, then run it")
-```
-
-See what is running and reclaim strays:
-
-```bash
-praisonai managed ps          # list running sandboxes
-praisonai managed stop --all  # reclaim them
-```
-
-Sandboxes shut themselves down when idle (`auto_shutdown`, `idle_timeout_s`), and a post-setup snapshot is reused so the next run skips the image pull and dependency install. Commit a `.praisonai/environment.yaml` and the environment travels with the repo.
-
-> 📖 [20 runnable examples](examples/python/managed-agents/) · manage sessions with `praisonai managed sessions list <agent-id>` or `praisonai managed sessions resume <session-id> "<prompt>"`
-
-<sub>Stack framing adapted from [The Five-Layer Agent Stack](https://mer.vin/2026/07/five-layer-agent-stack-match-bug-to-right-layer/) and [Agent Harnesses vs Orbs](https://mer.vin/2026/08/agent-harnesses-vs-orbs-why-remote-sandboxes-beat-local-agent-loops/).</sub>
-
----
-
 ## 🌌 The PraisonAI Ecosystem
 
 Start simple with the core SDK, or expand to full visual builders and dashboards when you're ready.
@@ -387,9 +200,9 @@ Powered by 100+ LLMs (OpenAI, Anthropic, Gemini & local models).
 | 🧠 | **Planning Mode** — plan → execute → reason | `planning=True` |
 | 🔍 | **Deep Research** — multi-step autonomous research | [Docs](https://docs.praison.ai/docs/agents/deep-research) |
 | 🤖 | **External Agents** — orchestrate Claude Code, Gemini CLI, Codex | [Docs](https://docs.praison.ai/docs/code/external-agents) |
-| 🔄 | **Agent Handoffs** — seamless conversation passing | `handoffs=[other_agent]` |
+| 🔄 | **Agent Handoffs** — seamless conversation passing | `handoff=True` |
 | 🛡️ | **Guardrails** — input/output validation | [Docs](https://docs.praison.ai/docs/concepts/guardrails) |
-|  | **Web Search + Fetch** — native browsing | `web=True` |
+|  | **Web Search + Fetch** — native browsing | `web_search=True` |
 | 🪞 | **Self Reflection** — agent reviews its own output | [Docs](https://docs.praison.ai/docs/concepts/reflection) |
 | 🔀 | **Workflow Patterns** — route, parallel, loop, repeat | [Docs](https://docs.praison.ai/docs/concepts/agentflow) |
 | 🧠 | **Memory (zero deps)** — works out of the box | `memory=True` |
@@ -399,9 +212,9 @@ Powered by 100+ LLMs (OpenAI, Anthropic, Gemini & local models).
 
 | | Feature | How |
 |--|---------|-----|
-| 💡 | **Prompt Caching** — reduce latency + cost | `caching=True` |
+| 💡 | **Prompt Caching** — reduce latency + cost | `prompt_caching=True` |
 | 💾 | **Sessions + Auto-Save** — persistent state across restarts | `auto_save="my-project"` |
-| 💭 | **Thinking Budgets** — control reasoning depth | `agent.thinking_budget = 1024` |
+| 💭 | **Thinking Budgets** — control reasoning depth | `thinking_budget=1024` |
 | 📚 | **RAG + Quality-Based RAG** — auto quality scoring retrieval | [Docs](https://docs.praison.ai/docs/concepts/rag) |
 | 📊 | **Model Router** — auto-routes to cheapest capable model | [Docs](https://docs.praison.ai/docs/features/model-router) |
 | 🧊 | **Shadow Git Checkpoints** — auto-rollback on failure | [Docs](https://docs.praison.ai/docs/features/checkpoints) |
@@ -528,10 +341,8 @@ from praisonaiagents import Agent, db
 
 agent = Agent(
     name="Assistant",
-    memory={
-        "db": db(database_url="postgresql://localhost/mydb"),
-        "session_id": "my-session",
-    },
+    db=db(database_url="postgresql://localhost/mydb"),
+    session_id="my-session"
 )
 agent.chat("Hello!")  # Auto-persists messages, runs, traces
 ```
@@ -757,7 +568,7 @@ praisonai agents.yaml
 | Query Rewriter Agent | [Example](examples/python/agents/query-rewriter-agent.py) | [📖](https://docs.praison.ai/docs/agents/query-rewriter) |
 | Native Web Search | [Example](examples/python/agents/websearch-agent.py) | [📖](https://docs.praison.ai/docs/agents/websearch) |
 | Built-in Search Tools | [Example](examples/python/agents/websearch-agent.py) | [📖](https://docs.praison.ai/docs/tools/tavily) |
-| Unified Web Search | [Example](examples/python/web_search_example.py) | [📖](https://docs.praison.ai/docs/tools/web-search) |
+| Unified Web Search | [Example](src/praisonai-agents/examples/web_search_example.py) | [📖](https://docs.praison.ai/docs/tools/web-search) |
 | Web Fetch (Anthropic) | [Example](examples/python/agents/web-fetch-agent.py) | [📖](https://docs.praison.ai/docs/features/model-capabilities) |
 
 </details>
@@ -959,11 +770,11 @@ agent.start('Write a movie script about a robot in Mars');
 
 ## ⚡ Performance
 
-PraisonAI is built for speed, with agent instantiation in around 14μs. This reduces overhead, improves responsiveness, and helps multi-agent systems scale efficiently in real-world production workloads.
+PraisonAI is built for speed, with agent instantiation in under 4μs. This reduces overhead, improves responsiveness, and helps multi-agent systems scale efficiently in real-world production workloads.
 
 | Performance Metric | PraisonAI |
 |--------------------|-----------|
-| Avg Instantiation Time | **14 μs** |
+| Avg Instantiation Time | **3.77 μs** |
 
 ---
 
@@ -977,16 +788,6 @@ PraisonAI is built for speed, with agent instantiation in around 14μs. This red
 
 ---
 
-<p align="center">
-  <img src=".github/images/agentflow.gif" alt="PraisonAI AgentFlow" width="800" />
-</p>
-
-<p align="center">
-  <img src=".github/images/latest_ai_news_and_crawl_each_url_to_find_info.gif" alt="PraisonAI command execution" width="800" />
-</p>
-
-\* `export TAVILY_API_KEY=xxxxx`
-
 ## 🔍 Langfuse Tracing
 
 ```bash
@@ -1090,10 +891,8 @@ from praisonaiagents import Agent, db
 
 agent = Agent(
     name="Assistant",
-    memory={
-        "db": db(database_url="postgresql://localhost/mydb"),
-        "session_id": "my-session",
-    },
+    db=db(database_url="postgresql://localhost/mydb"),
+    session_id="my-session"
 )
 ```
 
@@ -1109,8 +908,8 @@ from praisonaiagents import Agent
 
 agent = Agent(
     name="Assistant",
-    # Enables file-based memory (no extra deps!)
-    memory={"user_id": "user123"},
+    memory=True,  # Enables file-based memory (no extra deps!)
+    user_id="user123"
 )
 ```
 

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:
@@ -15,28 +15,31 @@ 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, 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">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">background</a>() -> Optional[bool]</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">background</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">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">checkpoints</a>() -> Optional[bool]</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">checkpoints</a>(value: Optional[bool]) -> None</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>
@@ -55,10 +58,6 @@ Methods:
 * <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>
@@ -68,25 +67,21 @@ Methods:
 * <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_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">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">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</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">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">store_memory</a>(content: str, memory_type: str = 'short_term', **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 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>
@@ -175,7 +170,6 @@ 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>
@@ -183,24 +177,21 @@ Methods:
 * <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_available_tools</a>(context: Optional[Dict[str, Any]] = 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>
 
@@ -229,6 +220,13 @@ Methods:
 * <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:
@@ -238,7 +236,6 @@ 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>
@@ -249,12 +246,9 @@ 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 +256,8 @@ 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>
@@ -359,7 +353,7 @@ 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="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">compress_history</a>(data: HandoffInputData) -> HandoffInputData</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>
@@ -463,7 +457,7 @@ Methods:
 
 Types:
 ```python
-from praisonaiagents import SkillLoader, SkillsConfig
+from praisonaiagents import SkillLoader, SkillManager, SkillMetadata, SkillProperties, SkillsConfig
 ```
 
 Methods:
@@ -475,6 +469,32 @@ 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">create_skill</a>(name: str, content: str, category: str = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">delete_skill</a>(name: str) -> dict</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">edit_skill</a>(name: str, content: str) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_allowed_tools</a>(name: str) -> List[str]</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_available_skills_by_state</a>(state: SkillState) -> List[LoadedSkill]</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">get_skills_diagnostics</a>() -> Dict[str, ValidationResult]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_user_invocable_skills</a>() -> List[LoadedSkill]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">invoke</a>(name: str, raw_args: str = '', session_id: Optional[str] = None, shell_exec: bool = False) -> Optional[str]</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">patch_skill</a>(name: str, old_string: str, new_string: str, file_path: str = None, replace_all: bool = False) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">remove_skill_file</a>(name: str, file_path: str) -> dict</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 SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">validate_skill_capabilities</a>(skill_name: str, force_refresh: bool = False) -> ValidationResult</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">write_skill_file</a>(name: str, file_path: str, file_content: str) -> dict</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 +511,10 @@ 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 +523,6 @@ 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 +533,9 @@ 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
 
@@ -593,7 +605,7 @@ 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>
+* <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>
 
 # UI
 
@@ -614,9 +626,6 @@ 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 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>
@@ -684,7 +693,7 @@ 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 AgentAppConfig, AgentAppProtocol, AgentFlow, AgentManager, AgentOSConfig, AgentOSProtocol, AgentTeam, AutoApproveBackend, EmbeddingResult, aembedding, aembeddings, embedding, embeddings, get_dimensions
 ```
 
 Methods:
@@ -707,20 +716,14 @@ Methods:
 * <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>
@@ -735,7 +738,6 @@ Methods:
 * <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>
@@ -750,22 +752,14 @@ Methods:
 * <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">save_session_state</a>(session_id: str, include_memory: bool = True) -> None</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="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/dimensions.py">get_dimensions</a>(model_name: str) -> int</code>
@@ -774,7 +768,7 @@ Methods:
 
 Types:
 ```python
-from praisonai import Agent, AgentApp, AgentOS, AnthropicManagedAgent, DB, HostedAgent, HostedAgentConfig, LocalAgent, LocalAgentConfig, LocalManagedAgent, LocalManagedConfig, ManagedAgent, ManagedConfig, __version__, arun, run
+from praisonai import Agent, AgentApp, AgentOS, AnthropicManagedAgent, CloudProvider, DB, Deploy, DeployConfig, DeployType, HostedAgent, HostedAgentConfig, LocalAgent, LocalAgentConfig, LocalManagedAgent, LocalManagedConfig, ManagedAgent, ManagedConfig, PraisonAI, __version__, arun, run, run_integrated_gateway
 ```
 
 # CLI
@@ -782,14 +776,64 @@ 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 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 app app <a href="./src/praisonai/praisonai/cli/commands/app.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 agentmail <a href="./src/praisonai/praisonai/cli/commands/bot.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 email <a href="./src/praisonai/praisonai/cli/commands/bot.py">--help</a></code>
+* <code title="cli">praisonai bot install-daemon <a href="./src/praisonai/praisonai/cli/commands/bot.py">--help</a></code>
+* <code title="cli">praisonai bot linear <a href="./src/praisonai/praisonai/cli/commands/bot.py">--help</a></code>
+* <code title="cli">praisonai bot list <a href="./src/praisonai/praisonai/cli/commands/bot.py">--help</a></code>
+* <code title="cli">praisonai bot purge <a href="./src/praisonai/praisonai/cli/commands/bot.py">--help</a></code>
+* <code title="cli">praisonai bot replay <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 start <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 bot whatsapp <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 claw claw <a href="./src/praisonai/praisonai/cli/commands/claw.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 doctor <a href="./src/praisonai/praisonai/cli/commands/config.py">--help</a></code>
+* <code title="cli">praisonai config env <a href="./src/praisonai/praisonai/cli/commands/config.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>
@@ -800,6 +844,17 @@ Methods:
 * <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>
@@ -808,6 +863,28 @@ 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 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 packaging <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 skills <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 find <a href="./src/praisonai/praisonai/cli/commands/examples.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>
@@ -820,6 +897,32 @@ Methods:
 * <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 gateway channels <a href="./src/praisonai/praisonai/cli/commands/gateway.py">--help</a></code>
+* <code title="cli">praisonai gateway gateway-callback <a href="./src/praisonai/praisonai/cli/commands/gateway.py">--help</a></code>
+* <code title="cli">praisonai gateway install <a href="./src/praisonai/praisonai/cli/commands/gateway.py">--help</a></code>
+* <code title="cli">praisonai gateway logs <a href="./src/praisonai/praisonai/cli/commands/gateway.py">--help</a></code>
+* <code title="cli">praisonai gateway mint-link <a href="./src/praisonai/praisonai/cli/commands/gateway.py">--help</a></code>
+* <code title="cli">praisonai gateway send <a href="./src/praisonai/praisonai/cli/commands/gateway.py">--help</a></code>
+* <code title="cli">praisonai gateway start <a href="./src/praisonai/praisonai/cli/commands/gateway.py">--help</a></code>
+* <code title="cli">praisonai gateway status <a href="./src/praisonai/praisonai/cli/commands/gateway.py">--help</a></code>
+* <code title="cli">praisonai gateway stop <a href="./src/praisonai/praisonai/cli/commands/gateway.py">--help</a></code>
+* <code title="cli">praisonai gateway uninstall <a href="./src/praisonai/praisonai/cli/commands/gateway.py">--help</a></code>
+* <code title="cli">praisonai github triage <a href="./src/praisonai/praisonai/cli/commands/github.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 kanban block <a href="./src/praisonai/praisonai/cli/commands/kanban.py">--help</a></code>
+* <code title="cli">praisonai kanban boards <a href="./src/praisonai/praisonai/cli/commands/kanban.py">--help</a></code>
+* <code title="cli">praisonai kanban comment <a href="./src/praisonai/praisonai/cli/commands/kanban.py">--help</a></code>
+* <code title="cli">praisonai kanban complete <a href="./src/praisonai/praisonai/cli/commands/kanban.py">--help</a></code>
+* <code title="cli">praisonai kanban create <a href="./src/praisonai/praisonai/cli/commands/kanban.py">--help</a></code>
+* <code title="cli">praisonai kanban dispatch <a href="./src/praisonai/praisonai/cli/commands/kanban.py">--help</a></code>
+* <code title="cli">praisonai kanban link <a href="./src/praisonai/praisonai/cli/commands/kanban.py">--help</a></code>
+* <code title="cli">praisonai kanban list <a href="./src/praisonai/praisonai/cli/commands/kanban.py">--help</a></code>
+* <code title="cli">praisonai kanban move <a href="./src/praisonai/praisonai/cli/commands/kanban.py">--help</a></code>
+* <code title="cli">praisonai kanban reclaim <a href="./src/praisonai/praisonai/cli/commands/kanban.py">--help</a></code>
+* <code title="cli">praisonai kanban show <a href="./src/praisonai/praisonai/cli/commands/kanban.py">--help</a></code>
+* <code title="cli">praisonai kanban unblock <a href="./src/praisonai/praisonai/cli/commands/kanban.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>
@@ -837,19 +940,41 @@ Methods:
 * <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 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 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 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 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>
@@ -857,6 +982,30 @@ Methods:
 * <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 obs obs-fallback <a href="./src/praisonai/praisonai/cli/commands/obs.py">--help</a></code>
+* <code title="cli">praisonai onboard onboard-callback <a href="./src/praisonai/praisonai/cli/commands/onboard.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 pairing approve <a href="./src/praisonai/praisonai/cli/commands/pairing.py">--help</a></code>
+* <code title="cli">praisonai pairing clear <a href="./src/praisonai/praisonai/cli/commands/pairing.py">--help</a></code>
+* <code title="cli">praisonai pairing list <a href="./src/praisonai/praisonai/cli/commands/pairing.py">--help</a></code>
+* <code title="cli">praisonai pairing revoke <a href="./src/praisonai/praisonai/cli/commands/pairing.py">--help</a></code>
+* <code title="cli">praisonai paths show <a href="./src/praisonai/praisonai/cli/commands/paths.py">--help</a></code>
+* <code title="cli">praisonai plugins create <a href="./src/praisonai/praisonai/cli/commands/plugins.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 discover <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 install <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 plugins remove <a href="./src/praisonai/praisonai/cli/commands/plugins.py">--help</a></code>
+* <code title="cli">praisonai port check <a href="./src/praisonai/praisonai/cli/commands/port.py">--help</a></code>
+* <code title="cli">praisonai port kill <a href="./src/praisonai/praisonai/cli/commands/port.py">--help</a></code>
+* <code title="cli">praisonai port list <a href="./src/praisonai/praisonai/cli/commands/port.py">--help</a></code>
+* <code title="cli">praisonai port port-callback <a href="./src/praisonai/praisonai/cli/commands/port.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>
@@ -864,6 +1013,8 @@ Methods:
 * <code title="cli">praisonai profile snapshot <a href="./src/praisonai/praisonai/cli/commands/profile.py">--help</a></code>
 * <code title="cli">praisonai profile startup <a href="./src/praisonai/praisonai/cli/commands/profile.py">--help</a></code>
 * <code title="cli">praisonai profile suite <a href="./src/praisonai/praisonai/cli/commands/profile.py">--help</a></code>
+* <code title="cli">praisonai publish publish-main <a href="./src/praisonai/praisonai/cli/commands/publish.py">--help</a></code>
+* <code title="cli">praisonai publish pypi <a href="./src/praisonai/praisonai/cli/commands/publish.py">--help</a></code>
 * <code title="cli">praisonai rag chat <a href="./src/praisonai/praisonai/cli/commands/rag.py">--help</a></code>
 * <code title="cli">praisonai rag eval <a href="./src/praisonai/praisonai/cli/commands/rag.py">--help</a></code>
 * <code title="cli">praisonai rag index <a href="./src/praisonai/praisonai/cli/commands/rag.py">--help</a></code>
@@ -879,6 +1030,8 @@ 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 +1039,21 @@ 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 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 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 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>
@@ -899,13 +1063,87 @@ 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 ui-gateway <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 setup config <a href="./src/praisonai/praisonai/cli/commands/setup.py">--help</a></code>
+* <code title="cli">praisonai setup reset <a href="./src/praisonai/praisonai/cli/commands/setup.py">--help</a></code>
+* <code title="cli">praisonai setup setup-callback <a href="./src/praisonai/praisonai/cli/commands/setup.py">--help</a></code>
+* <code title="cli">praisonai setup wizard <a href="./src/praisonai/praisonai/cli/commands/setup.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 tracker batch <a href="./src/praisonai/praisonai/cli/commands/tracker.py">--help</a></code>
+* <code title="cli">praisonai tracker judge <a href="./src/praisonai/praisonai/cli/commands/tracker.py">--help</a></code>
+* <code title="cli">praisonai tracker run <a href="./src/praisonai/praisonai/cli/commands/tracker.py">--help</a></code>
+* <code title="cli">praisonai tracker tools <a href="./src/praisonai/praisonai/cli/commands/tracker.py">--help</a></code>
+* <code title="cli">praisonai tracker tracker-main <a href="./src/praisonai/praisonai/cli/commands/tracker.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 apply <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 agents <a href="./src/praisonai/praisonai/cli/commands/ui.py">--help</a></code>
+* <code title="cli">praisonai ui bot <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 <a href="./src/praisonai/praisonai/cli/commands/ui.py">--help</a></code>
+* <code title="cli">praisonai up logs <a href="./src/praisonai/praisonai/cli/commands/up.py">--help</a></code>
+* <code title="cli">praisonai up status <a href="./src/praisonai/praisonai/cli/commands/up.py">--help</a></code>
+* <code title="cli">praisonai up up-start <a href="./src/praisonai/praisonai/cli/commands/up.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
 
@@ -1051,8 +1289,8 @@ 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 { // 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 { BudgetExceededError, MissingDependencyError, MissingEnvVarError, ToolsRegistry, composeMiddleware, createLoggingMiddleware, createRateLimitMiddleware, createRedactionMiddleware, createRetryMiddleware, createTimeoutMiddleware, createToolsRegistry, createTracingMiddleware, createValidationMiddleware, getRegistry, getTool, getToolsRegistry, get_registry, get_tool, registerTool, register_tool, resetToolsRegistry, validateTool, validate_tool } 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

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>=4.6.52" \
     "praisonai[chat]" \
     "embedchain[github,youtube]"
 

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>=4.6.52" \
     "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>=4.6.52" \
     "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:

examples/approval/agent_approval.py

@@ -12,13 +12,8 @@ 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,
+    instructions="Only approve read-only commands like 'ls' or 'cat'. Deny destructive commands.",
 )
 
 agent = Agent(

examples/approval/http_approval.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 HTTP Approval Example
 =====================

examples/approval/slack_approval.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Slack Approval Example
 ======================

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
 

examples/consolidated_params/basic_web.py

@@ -5,12 +5,12 @@ Demonstrates web search with consolidated params.
 Presets: duckduckgo, tavily, google, bing, serper, search_only, fetch_only
 """
 
-from praisonaiagents import Agent, WebConfig
+from praisonaiagents import Agent
 
-# Basic: Enable web search with preset (search only — fetch needs Claude)
+# Basic: Enable web search with preset
 agent = Agent(
     instructions="You are a research assistant with web access.",
-    web="search_only",  # Compatible across models without web_fetch
+    web="duckduckgo",  # Presets: duckduckgo, tavily, google, bing, serper
 )
 
 if __name__ == "__main__":

examples/consolidated_params/basic_workflow.py

@@ -30,5 +30,5 @@ if __name__ == "__main__":
             sys.stdout.reconfigure(encoding="utf-8")
         except Exception:
             pass
-    result = workflow.run("AI agents")
+    result = workflow.run()
     print(result)

examples/cookbooks/Industry_Templates/README.md

@@ -1,216 +0,0 @@
-# Industry Templates for PraisonAI
-
-This directory contains industry-specific agent templates based on the SRAO Framework, providing pre-built workflows for rapid deployment of agent workforces across different industries.
-
-## Overview
-
-These templates demonstrate how PraisonAI can be used to create specialized agent teams for various industries, with **70% code reuse** across different sectors through shared patterns and abstractions.
-
-## Available Templates
-
-### 1. Manufacturing (`manufacturing_template.py`)
-**Key Agents:**
-- **ParseOrder**: Extracts and structures order information from various formats
-- **CheckInventory**: Validates material availability and supply chain status  
-- **OptimizeSchedule**: Optimizes production scheduling based on constraints
-- **DefectDetect**: Quality control and defect detection
-
-**Features:**
-- Order processing with multiple input formats
-- Real-time inventory management
-- Production optimization algorithms
-- Quality inspection with defect detection
-- Fallback strategies for each critical step
-
-### 2. Energy (`energy_template.py`)
-**Key Agents:**
-- **SCADAReader**: Processes SCADA telemetry data from wind turbines
-- **VibrationAnalyzer**: Analyzes vibration patterns for predictive maintenance
-- **PowerForecaster**: Predicts power generation based on weather and history
-- **MaintenanceScheduler**: Schedules predictive maintenance
-
-**Features:**
-- Real-time wind farm monitoring
-- Vibration-based fault detection
-- Power generation forecasting
-- Grid integration and load balancing
-- Predictive maintenance scheduling
-
-### 3. Healthcare (`healthcare_template.py`)
-**Key Agents:**
-- **VitalSignsCapture**: Processes patient vital signs from monitoring devices
-- **EMRRetrieval**: Retrieves electronic medical records with HIPAA compliance
-- **TriageRecommendation**: Provides ESI-based triage recommendations
-- **ResourceAllocator**: Manages hospital resource allocation
-
-**Features:**
-- Emergency triage workflow
-- HIPAA-compliant data handling
-- Patient safety protocols
-- Resource optimization
-- Cross-department coordination
-
-### 4. Agriculture (`agriculture_template.py`)
-**Key Agents:**
-- **MultispectralAnalyzer**: Analyzes multispectral imagery for crop health
-- **DiseaseIdentifier**: Identifies crop diseases and pests using AI
-- **SprayRecommender**: Recommends targeted spraying strategies
-- **YieldPredictor**: Predicts crop yield based on conditions
-
-**Features:**
-- Precision agriculture with drone/satellite imagery
-- Pest and disease early warning system
-- Optimized chemical application
-- Yield forecasting
-- Sustainable farming patterns
-
-### 5. Transportation (`transportation_template.py`)
-**Key Agents:**
-- **LiDARFusion**: Processes LiDAR point cloud data for infrastructure
-- **DisplacementCalculator**: Calculates structural displacement
-- **HeatmapGenerator**: Generates safety visualization heatmaps
-- **MaintenancePlanner**: Plans infrastructure maintenance
-
-**Features:**
-- Tunnel/bridge safety monitoring
-- LiDAR-based structural analysis
-- Real-time safety assessment
-- Traffic flow optimization
-- Predictive maintenance scheduling
-
-## Key Features Across All Templates
-
-### 1. I/O Schemas
-Each template includes Pydantic models for structured data handling:
-- Input validation
-- Type safety
-- Clear data contracts between agents
-
-### 2. SLA Requirements
-Every agent has defined Service Level Agreements:
-- Processing time requirements
-- Response time guarantees
-- Performance benchmarks
-
-### 3. Fallback Strategies
-Robust error handling with fallback mechanisms:
-- Graceful degradation
-- Manual intervention queues
-- Conservative estimates when systems fail
-
-### 4. Cross-Industry Patterns (70% Reuse)
-Reusable base patterns that work across industries:
-- Data parsing agents
-- Resource availability checkers
-- Optimization engines
-- Inspection/quality control agents
-
-## Usage Example
-
-```python
-from manufacturing_template import (
-    order_parser,
-    inventory_checker,
-    schedule_optimizer,
-    quality_inspector,
-    manufacturing_workflow
-)
-
-# Process a manufacturing order
-order_text = "Customer ABC needs 100 units of Product-XYZ by March 15th, high priority"
-result = manufacturing_workflow(order_text)
-print(result)
-```
-
-## Adapting Templates for Your Industry
-
-### Using Base Patterns
-Each template includes reusable pattern classes that can be adapted:
-
-```python
-from manufacturing_template import IndustryAgentPattern
-
-# Create a custom data parser for any domain
-custom_parser = IndustryAgentPattern.create_data_parser(
-    name="CustomParser",
-    domain="retail",
-    sla_seconds=20
-)
-
-# Create a resource checker for any resource type
-resource_checker = IndustryAgentPattern.create_resource_checker(
-    name="StaffAvailability",
-    resource_type="customer_service_staff",
-    sla_seconds=3
-)
-```
-
-### Creating Custom Workflows
-Combine agents from different templates or create new ones:
-
-```python
-from praisonaiagents import Agent, tool
-
-# Define custom tools
-@tool
-def custom_analysis(data: str) -> Dict:
-    """Your custom analysis logic"""
-    return {"result": "analyzed"}
-
-# Create custom agent
-custom_agent = Agent(
-    name="CustomAnalyzer",
-    instructions="Your specific instructions",
-    tools=[custom_analysis]
-)
-```
-
-## Integration with PraisonAI Core
-
-These templates are built on top of PraisonAI's core Agent framework:
-
-```python
-from praisonaiagents import Agent, tool, AgentTeam, Task
-
-# Combine multiple industry agents into a team
-team = AgentTeam(
-    agents=[order_parser, inventory_checker, schedule_optimizer],
-    tasks=[
-        Task(name="parse", agent=order_parser),
-        Task(name="check", agent=inventory_checker),
-        Task(name="optimize", agent=schedule_optimizer)
-    ]
-)
-```
-
-## Best Practices
-
-1. **Start with Templates**: Use these as starting points and customize for your specific needs
-2. **Maintain SLAs**: Define clear performance requirements for each agent
-3. **Implement Fallbacks**: Always have fallback strategies for critical operations
-4. **Use Type Safety**: Leverage Pydantic models for data validation
-5. **Monitor Performance**: Track agent performance against SLAs
-6. **Iterate and Improve**: Continuously refine based on real-world usage
-
-## Contributing
-
-To add a new industry template:
-
-1. Follow the existing template structure
-2. Include all key components:
-   - I/O Schemas (Pydantic models)
-   - Agent definitions with SLAs
-   - Tools for agent capabilities
-   - Complete workflow function
-   - Fallback strategies
-   - Cross-industry patterns
-3. Add comprehensive documentation
-4. Include usage examples
-
-## License
-
-These templates are part of the PraisonAI project and follow the same licensing terms.
-
-## References
-
-Based on the [SRAO Framework](https://github.com/beixuan577/SRAO-Framework) (MIT License)

examples/cookbooks/Industry_Templates/__init__.py

@@ -1,38 +0,0 @@
-"""
-Industry Templates for PraisonAI
-================================
-
-Pre-built agent templates for rapid deployment across different industries.
-Based on SRAO Framework with 70% cross-industry code reuse.
-
-Available templates:
-- Manufacturing: Order processing, inventory, scheduling, quality control
-- Energy: Wind farm monitoring, predictive maintenance, power forecasting
-- Healthcare: Emergency triage, EMR retrieval, resource allocation
-- Agriculture: Precision farming, pest detection, yield prediction
-- Transportation: Infrastructure monitoring, safety assessment, maintenance
-
-Example usage:
-    from Industry_Templates.manufacturing_template import manufacturing_workflow
-    
-    result = manufacturing_workflow("Customer order text")
-"""
-
-__version__ = "1.0.0"
-__author__ = "PraisonAI Team"
-
-# Import the modules so they're accessible via the package
-from . import manufacturing_template
-from . import energy_template
-from . import healthcare_template
-from . import agriculture_template
-from . import transportation_template
-
-# Export commonly used items for convenience
-__all__ = [
-    "manufacturing_template",
-    "energy_template", 
-    "healthcare_template",
-    "agriculture_template",
-    "transportation_template"
-]

examples/cookbooks/Industry_Templates/agriculture_template.py

@@ -1,551 +0,0 @@
-"""
-Agriculture Industry Template
-=============================
-Precision agriculture and pest management workflow
-Based on SRAO Framework with IoT sensor integration
-
-Key agents:
-- MultispectralAnalyzer: Analyzes multispectral imagery
-- DiseaseIdentifier: Identifies crop diseases and pests
-- SprayRecommender: Recommends targeted spraying strategies
-- YieldPredictor: Predicts crop yield based on conditions
-"""
-
-from praisonaiagents import Agent, tool
-from typing import Dict, List, Any, Tuple, Optional
-from pydantic import BaseModel
-from datetime import datetime, timedelta
-from enum import Enum
-
-
-# Crop health levels
-class CropHealthLevel(str, Enum):
-    EXCELLENT = "excellent"
-    GOOD = "good"
-    FAIR = "fair"
-    POOR = "poor"
-    CRITICAL = "critical"
-
-
-# Pest/Disease severity
-class SeverityLevel(str, Enum):
-    NONE = "none"
-    LOW = "low"
-    MODERATE = "moderate"
-    HIGH = "high"
-    SEVERE = "severe"
-
-
-# I/O Schemas
-class MultispectralData(BaseModel):
-    """Multispectral imagery analysis data"""
-    field_id: str
-    capture_time: str
-    ndvi_index: float  # Normalized Difference Vegetation Index
-    ndre_index: float  # Normalized Difference Red Edge
-    ccci_index: float  # Canopy Chlorophyll Content Index
-    moisture_level: float  # Soil moisture percentage
-    temperature: float  # Celsius
-    affected_area: float  # Hectares
-    gps_coordinates: Tuple[float, float]
-
-
-class PestDiseaseReport(BaseModel):
-    """Pest and disease identification report"""
-    report_id: str
-    field_id: str
-    detection_time: str
-    pest_type: Optional[str]
-    disease_type: Optional[str]
-    severity: SeverityLevel
-    affected_crops: List[str]
-    spread_rate: float  # % per day
-    environmental_factors: Dict[str, Any]
-    confidence_score: float
-
-
-class SprayRecommendation(BaseModel):
-    """Targeted spraying recommendation"""
-    recommendation_id: str
-    field_id: str
-    treatment_type: str  # pesticide, fungicide, herbicide, fertilizer
-    product_name: str
-    application_rate: float  # L/hectare
-    target_zones: List[Dict[str, Any]]  # GPS zones
-    optimal_time: str
-    weather_window: Dict[str, Any]
-    cost_estimate: float
-    environmental_impact: str  # low, medium, high
-
-
-class YieldForecast(BaseModel):
-    """Crop yield prediction"""
-    forecast_id: str
-    field_id: str
-    crop_type: str
-    predicted_yield: float  # tons/hectare
-    confidence_interval: Tuple[float, float]
-    harvest_window: Tuple[str, str]
-    quality_grade: str  # A, B, C
-    market_price_estimate: float
-    risk_factors: List[str]
-
-
-# Agriculture-specific tools
-@tool
-def analyze_multispectral_imagery(field_id: str, image_data: Dict) -> Dict:
-    """Analyze multispectral drone/satellite imagery for crop health"""
-    # Simulate multispectral analysis
-    ndvi = 0.75  # Healthy vegetation typically 0.6-0.9
-    
-    # Determine health based on NDVI
-    if ndvi > 0.8:
-        health = CropHealthLevel.EXCELLENT
-        affected_area = 0.0
-    elif ndvi > 0.6:
-        health = CropHealthLevel.GOOD
-        affected_area = 2.5
-    elif ndvi > 0.4:
-        health = CropHealthLevel.FAIR
-        affected_area = 5.0
-    else:
-        health = CropHealthLevel.POOR
-        affected_area = 10.0
-    
-    return {
-        "field_id": field_id,
-        "capture_time": datetime.now().isoformat(),
-        "ndvi_index": ndvi,
-        "ndre_index": 0.68,
-        "ccci_index": 0.72,
-        "moisture_level": 35.0,
-        "temperature": 24.5,
-        "affected_area": affected_area,
-        "gps_coordinates": (40.7128, -74.0060),
-        "health_level": health.value
-    }
-
-
-@tool
-def identify_pest_disease(spectral_data: Dict, historical_data: List) -> Dict:
-    """Identify pests and diseases using AI image recognition"""
-    # Simulate pest/disease detection
-    ndvi = spectral_data.get("ndvi_index", 0.75)
-    affected_area = spectral_data.get("affected_area", 0)
-    
-    if affected_area > 8.0:
-        pest_type = "aphids"
-        disease_type = "powdery_mildew"
-        severity = SeverityLevel.HIGH
-        spread_rate = 2.5
-    elif affected_area > 4.0:
-        pest_type = "whiteflies"
-        disease_type = "leaf_spot"
-        severity = SeverityLevel.MODERATE
-        spread_rate = 1.5
-    elif affected_area > 0:
-        pest_type = None
-        disease_type = "early_blight"
-        severity = SeverityLevel.LOW
-        spread_rate = 0.5
-    else:
-        pest_type = None
-        disease_type = None
-        severity = SeverityLevel.NONE
-        spread_rate = 0.0
-    
-    return {
-        "report_id": f"PDR-{datetime.now().strftime('%Y%m%d%H%M')}",
-        "field_id": spectral_data["field_id"],
-        "detection_time": datetime.now().isoformat(),
-        "pest_type": pest_type,
-        "disease_type": disease_type,
-        "severity": severity.value,
-        "affected_crops": ["wheat", "corn"],
-        "spread_rate": spread_rate,
-        "environmental_factors": {
-            "humidity": 65,
-            "temperature": spectral_data.get("temperature", 25),
-            "rainfall_last_week": 15  # mm
-        },
-        "confidence_score": 0.85
-    }
-
-
-@tool
-def calculate_spray_recommendation(pest_report: Dict, field_data: Dict, weather: Dict) -> Dict:
-    """Calculate optimal spraying strategy for pest/disease control"""
-    severity = pest_report.get("severity", "none")
-    
-    if severity == "high" or severity == "severe":
-        treatment = "pesticide"
-        product = "Imidacloprid"
-        rate = 0.5
-        impact = "medium"
-    elif severity == "moderate":
-        treatment = "fungicide"
-        product = "Azoxystrobin"
-        rate = 0.3
-        impact = "low"
-    elif severity == "low":
-        treatment = "organic_treatment"
-        product = "Neem Oil"
-        rate = 0.2
-        impact = "minimal"
-    else:
-        treatment = "fertilizer"
-        product = "NPK 20-20-20"
-        rate = 0.4
-        impact = "positive"
-    
-    # Calculate target zones based on affected area
-    affected_area = field_data.get("affected_area", 0)
-    if affected_area > 0:
-        target_zones = [
-            {
-                "zone_id": "A1",
-                "gps_boundary": [(40.71, -74.00), (40.72, -74.01)],
-                "priority": "high"
-            }
-        ]
-    else:
-        target_zones = []
-    
-    return {
-        "recommendation_id": f"SPR-{datetime.now().strftime('%Y%m%d%H%M')}",
-        "field_id": field_data["field_id"],
-        "treatment_type": treatment,
-        "product_name": product,
-        "application_rate": rate,
-        "affected_area": affected_area,
-        "target_zones": target_zones,
-        "optimal_time": (datetime.now() + timedelta(days=1)).isoformat(),
-        "weather_window": {
-            "wind_speed": weather.get("wind_speed", 5),
-            "precipitation": weather.get("precipitation", 0),
-            "suitable": True
-        },
-        "cost_estimate": rate * affected_area * 50,  # $/hectare
-        "environmental_impact": impact
-    }
-
-
-@tool
-def predict_crop_yield(field_id: str, crop_type: str, current_health: Dict, weather_forecast: Dict) -> Dict:
-    """Predict crop yield based on current conditions and forecasts"""
-    # Simulate yield prediction
-    health_level = current_health.get("health_level", "good")
-    
-    base_yield = {
-        "wheat": 3.5,
-        "corn": 9.5,
-        "soybeans": 2.8,
-        "rice": 6.0
-    }.get(crop_type, 5.0)
-    
-    # Adjust based on health
-    health_multiplier = {
-        "excellent": 1.2,
-        "good": 1.0,
-        "fair": 0.8,
-        "poor": 0.6,
-        "critical": 0.4
-    }.get(health_level, 1.0)
-    
-    predicted_yield = base_yield * health_multiplier
-    
-    # Quality grade based on conditions
-    if health_level in ["excellent", "good"]:
-        quality = "A"
-        price_multiplier = 1.2
-    elif health_level == "fair":
-        quality = "B"
-        price_multiplier = 1.0
-    else:
-        quality = "C"
-        price_multiplier = 0.8
-    
-    return {
-        "forecast_id": f"YLD-{datetime.now().strftime('%Y%m%d%H%M')}",
-        "field_id": field_id,
-        "crop_type": crop_type,
-        "predicted_yield": predicted_yield,
-        "confidence_interval": (predicted_yield * 0.9, predicted_yield * 1.1),
-        "harvest_window": (
-            (datetime.now() + timedelta(days=60)).isoformat(),
-            (datetime.now() + timedelta(days=75)).isoformat()
-        ),
-        "quality_grade": quality,
-        "market_price_estimate": predicted_yield * 250 * price_multiplier,  # $/ton
-        "risk_factors": ["weather_variability", "pest_pressure", "market_volatility"]
-    }
-
-
-# Agriculture agent definitions
-multispectral_agent = Agent(
-    name="MultispectralAnalyzer",
-    instructions="""You are a remote sensing specialist for precision agriculture.
-    Analyze multispectral imagery from drones and satellites.
-    Calculate vegetation indices (NDVI, NDRE, CCCI) to assess crop health.
-    Identify stress zones and anomalies in field conditions.
-    SLA: Process imagery within 2 minutes per field.""",
-    tools=[analyze_multispectral_imagery]
-)
-
-disease_agent = Agent(
-    name="DiseaseIdentifier",
-    instructions="""You are a plant pathology expert with AI vision capabilities.
-    Identify crop diseases, pests, and nutrient deficiencies.
-    Assess severity levels and predict spread patterns.
-    Consider environmental factors affecting disease development.
-    SLA: Complete identification within 30 seconds.""",
-    tools=[identify_pest_disease]
-)
-
-spray_agent = Agent(
-    name="SprayRecommender",
-    instructions="""You are a precision application specialist.
-    Recommend targeted spraying strategies for pest and disease control.
-    Optimize chemical usage to minimize environmental impact.
-    Consider weather windows and application regulations.
-    SLA: Generate recommendations within 1 minute.""",
-    tools=[calculate_spray_recommendation]
-)
-
-yield_agent = Agent(
-    name="YieldPredictor",
-    instructions="""You are a crop yield forecasting specialist.
-    Predict harvest yields based on current conditions and historical data.
-    Assess crop quality grades and market value estimates.
-    Identify risk factors that could impact final yield.
-    SLA: Generate forecast within 45 seconds.""",
-    tools=[predict_crop_yield]
-)
-
-
-# Precision agriculture workflow
-def precision_agriculture_workflow(field_ids: List[str], crop_type: str, weather_data: Dict):
-    """
-    Complete precision agriculture workflow from monitoring to treatment
-    Includes early warning system and sustainable farming practices
-    """
-    
-    workflow_results = {
-        "timestamp": datetime.now().isoformat(),
-        "fields_monitored": len(field_ids),
-        "alerts": [],
-        "treatments_needed": [],
-        "yield_forecasts": [],
-        "sustainability_score": 0.0
-    }
-    
-    for field_id in field_ids:
-        try:
-            # Step 1: Multispectral analysis
-            spectral_analysis = multispectral_agent.start(
-                f"Analyze multispectral imagery for field {field_id}"
-            )
-            
-            # Step 2: Disease and pest detection
-            pest_report = disease_agent.start(
-                f"Identify pests/diseases from spectral data: {spectral_analysis}"
-            )
-            
-            # Check for alerts
-            if pest_report.get("severity") in ["high", "severe"]:
-                workflow_results["alerts"].append({
-                    "field_id": field_id,
-                    "type": "pest_disease_alert",
-                    "severity": pest_report["severity"],
-                    "pest": pest_report.get("pest_type"),
-                    "disease": pest_report.get("disease_type"),
-                    "action": "immediate_treatment_required"
-                })
-                
-                # Step 3: Generate spray recommendation
-                spray_recommendation = spray_agent.start(
-                    f"Calculate spray strategy for pest report: {pest_report}, "
-                    f"field: {spectral_analysis}, weather: {weather_data}"
-                )
-                workflow_results["treatments_needed"].append(spray_recommendation)
-            
-            # Step 4: Yield prediction
-            yield_forecast = yield_agent.start(
-                f"Predict yield for field {field_id}, crop {crop_type}, "
-                f"health: {spectral_analysis}, weather: {weather_data}"
-            )
-            workflow_results["yield_forecasts"].append(yield_forecast)
-            
-        except Exception as e:
-            # Fallback: Schedule manual inspection
-            workflow_results["alerts"].append({
-                "field_id": field_id,
-                "type": "monitoring_failure",
-                "error": str(e),
-                "action": "schedule_manual_inspection"
-            })
-    
-    # Calculate sustainability score
-    total_chemical = sum(
-        t.get("application_rate", 0) * t.get("affected_area", 0) 
-        for t in workflow_results["treatments_needed"]
-    )
-    workflow_results["sustainability_score"] = max(0, 100 - (total_chemical * 10))
-    
-    return workflow_results
-
-
-# Sustainable farming patterns
-class SustainableFarmingPatterns:
-    """
-    Patterns for sustainable and regenerative agriculture
-    """
-    
-    @staticmethod
-    def integrated_pest_management(pest_level: str) -> Dict:
-        """IPM strategy based on pest pressure"""
-        strategies = {
-            "low": {
-                "method": "biological_control",
-                "actions": ["release_beneficial_insects", "plant_trap_crops"],
-                "chemical_use": 0
-            },
-            "moderate": {
-                "method": "targeted_intervention",
-                "actions": ["spot_treatment", "pheromone_traps", "minimal_spray"],
-                "chemical_use": 30
-            },
-            "high": {
-                "method": "integrated_approach",
-                "actions": ["systematic_spray", "crop_rotation", "resistant_varieties"],
-                "chemical_use": 70
-            }
-        }
-        return strategies.get(pest_level, strategies["moderate"])
-    
-    @staticmethod
-    def precision_irrigation(moisture_level: float, crop_stage: str) -> Dict:
-        """Calculate optimal irrigation based on soil moisture and crop stage"""
-        # Water requirements by growth stage (mm/day)
-        stage_requirements = {
-            "germination": 3.0,
-            "vegetative": 5.0,
-            "flowering": 7.0,
-            "grain_filling": 6.0,
-            "maturation": 2.0
-        }
-        
-        required = stage_requirements.get(crop_stage, 5.0)
-        deficit = max(0, 40 - moisture_level)  # Target 40% moisture
-        
-        return {
-            "irrigation_needed": deficit > 10,
-            "amount_mm": deficit * 2,
-            "method": "drip" if deficit < 20 else "sprinkler",
-            "schedule": "night_irrigation" if deficit > 15 else "morning_irrigation",
-            "water_saved": (100 - deficit) / 100 * 1000  # Liters per hectare
-        }
-    
-    @staticmethod
-    def crop_rotation_optimizer(current_crop: str, soil_data: Dict) -> str:
-        """Recommend next crop for rotation based on soil health"""
-        rotations = {
-            "wheat": ["soybeans", "canola"],  # Nitrogen fixation
-            "corn": ["soybeans", "alfalfa"],  # Break disease cycle
-            "soybeans": ["wheat", "corn"],  # Utilize fixed nitrogen
-            "rice": ["legumes", "vegetables"],  # Soil structure improvement
-        }
-        
-        return rotations.get(current_crop, ["cover_crops"])[0]
-
-
-# IoT sensor integration patterns
-class IoTSensorPatterns:
-    """
-    Patterns for integrating IoT sensors in smart farming
-    """
-    
-    @staticmethod
-    def create_sensor_network_agent(sensor_types: List[str]) -> Agent:
-        """Create agent for managing IoT sensor networks"""
-        return Agent(
-            name="SensorNetworkManager",
-            instructions=f"""Manage IoT sensor network with {', '.join(sensor_types)}.
-            Collect real-time data from field sensors.
-            Detect sensor anomalies and maintenance needs.
-            Aggregate data for precision agriculture decisions.
-            SLA: Data collection every 15 minutes."""
-        )
-    
-    @staticmethod
-    def process_sensor_data(sensor_readings: List[Dict]) -> Dict:
-        """Process and aggregate IoT sensor data"""
-        aggregated = {
-            "timestamp": datetime.now().isoformat(),
-            "sensor_count": len(sensor_readings),
-            "averages": {},
-            "alerts": []
-        }
-        
-        # Calculate averages
-        for reading in sensor_readings:
-            for key, value in reading.items():
-                if isinstance(value, (int, float)):
-                    if key not in aggregated["averages"]:
-                        aggregated["averages"][key] = []
-                    aggregated["averages"][key].append(value)
-        
-        # Convert to means
-        for key in aggregated["averages"]:
-            values = aggregated["averages"][key]
-            aggregated["averages"][key] = sum(values) / len(values)
-            
-            # Check for anomalies
-            if key == "soil_ph" and (aggregated["averages"][key] < 6.0 or aggregated["averages"][key] > 7.5):
-                aggregated["alerts"].append({
-                    "type": "soil_ph_anomaly",
-                    "value": aggregated["averages"][key],
-                    "action": "adjust_soil_treatment"
-                })
-        
-        return aggregated
-
-
-# Example usage
-if __name__ == "__main__":
-    # Monitor multiple fields
-    fields = ["FIELD-001", "FIELD-002", "FIELD-003"]
-    weather = {
-        "temperature": 25,
-        "humidity": 60,
-        "wind_speed": 8,
-        "precipitation": 0,
-        "forecast": "partly_cloudy"
-    }
-    
-    result = precision_agriculture_workflow(fields, "wheat", weather)
-    print("Agriculture workflow result:", result)
-    
-    # Sustainable farming example
-    ipm_strategy = SustainableFarmingPatterns.integrated_pest_management("moderate")
-    print("IPM Strategy:", ipm_strategy)
-    
-    irrigation_plan = SustainableFarmingPatterns.precision_irrigation(25.0, "flowering")
-    print("Irrigation Plan:", irrigation_plan)
-    
-    next_crop = SustainableFarmingPatterns.crop_rotation_optimizer("wheat", {})
-    print("Recommended next crop:", next_crop)
-    
-    # IoT integration example
-    sensor_agent = IoTSensorPatterns.create_sensor_network_agent(
-        ["soil_moisture", "temperature", "humidity", "light", "ph"]
-    )
-    
-    sensor_data = [
-        {"sensor_id": "S001", "soil_moisture": 35, "temperature": 24, "soil_ph": 6.8},
-        {"sensor_id": "S002", "soil_moisture": 32, "temperature": 25, "soil_ph": 7.2},
-        {"sensor_id": "S003", "soil_moisture": 38, "temperature": 23, "soil_ph": 5.8}
-    ]
-    
-    processed_data = IoTSensorPatterns.process_sensor_data(sensor_data)
-    print("Processed sensor data:", processed_data)

examples/cookbooks/Industry_Templates/energy_template.py

@@ -1,373 +0,0 @@
-# praisonai: skip=true
-"""
-Energy Industry Template
-========================
-Wind farm monitoring and power optimization workflow
-Based on SRAO Framework patterns with predictive maintenance
-
-Key agents:
-- SCADAReader: Processes SCADA telemetry data
-- VibrationAnalyzer: Analyzes turbine vibration patterns
-- PowerForecaster: Predicts power generation
-- MaintenanceScheduler: Schedules predictive maintenance
-"""
-
-from praisonaiagents import Agent, tool
-from typing import Dict, List, Any, Optional
-from pydantic import BaseModel
-from datetime import datetime, timedelta
-
-
-# I/O Schemas
-class TurbineData(BaseModel):
-    """Wind turbine telemetry data"""
-    turbine_id: str
-    timestamp: str
-    wind_speed: float  # m/s
-    power_output: float  # MW
-    rotor_speed: float  # RPM
-    blade_pitch: float  # degrees
-    nacelle_temperature: float  # Celsius
-    vibration_level: float  # mm/s
-    operational_status: str  # running, stopped, maintenance
-
-
-class VibrationAnalysis(BaseModel):
-    """Vibration analysis results"""
-    turbine_id: str
-    analysis_time: str
-    vibration_rms: float
-    frequency_peaks: List[float]
-    anomaly_detected: bool
-    failure_probability: float
-    recommended_action: str
-
-
-class PowerForecast(BaseModel):
-    """Power generation forecast"""
-    forecast_id: str
-    start_time: str
-    end_time: str
-    predicted_output: List[float]  # MW per hour
-    confidence_interval: float
-    weather_factors: Dict[str, Any]
-    grid_demand: float
-
-
-class MaintenancePlan(BaseModel):
-    """Maintenance scheduling plan"""
-    plan_id: str
-    turbine_id: str
-    maintenance_type: str  # preventive, predictive, corrective
-    scheduled_date: str
-    estimated_duration: int  # hours
-    required_parts: List[str]
-    technician_team: str
-    production_loss: float  # MW
-
-
-# Tools for energy management
-@tool
-def read_scada_telemetry(turbine_id: str, time_range: str = "last_hour") -> Dict:
-    """Read SCADA system telemetry for wind turbines"""
-    # Simulate SCADA data reading
-    return {
-        "turbine_id": turbine_id,
-        "timestamp": datetime.now().isoformat(),
-        "wind_speed": 12.5,
-        "power_output": 2.3,
-        "rotor_speed": 16.8,
-        "blade_pitch": 8.5,
-        "nacelle_temperature": 45.2,
-        "vibration_level": 3.2,
-        "operational_status": "running"
-    }
-
-
-@tool
-def analyze_vibration_patterns(turbine_data: Dict) -> Dict:
-    """Analyze vibration patterns for early fault detection"""
-    # Simulate vibration analysis
-    vibration_level = turbine_data.get("vibration_level", 0)
-    anomaly = vibration_level > 5.0  # Threshold for anomaly
-    
-    return {
-        "turbine_id": turbine_data["turbine_id"],
-        "analysis_time": datetime.now().isoformat(),
-        "vibration_rms": vibration_level,
-        "frequency_peaks": [10.5, 25.3, 50.0],  # Hz
-        "anomaly_detected": anomaly,
-        "failure_probability": min(vibration_level / 10.0, 1.0),
-        "recommended_action": "immediate_inspection" if anomaly else "continue_monitoring"
-    }
-
-
-@tool
-def forecast_power_generation(weather_data: Dict, historical_data: List) -> Dict:
-    """Forecast power generation based on weather and historical patterns"""
-    # Simulate power forecasting
-    base_forecast = [2.0 + (i * 0.1) for i in range(24)]  # 24-hour forecast
-    
-    return {
-        "forecast_id": f"FCST-{datetime.now().strftime('%Y%m%d%H%M')}",
-        "start_time": datetime.now().isoformat(),
-        "end_time": (datetime.now() + timedelta(hours=24)).isoformat(),
-        "predicted_output": base_forecast,
-        "confidence_interval": 0.85,
-        "weather_factors": weather_data,
-        "grid_demand": sum(base_forecast)
-    }
-
-
-@tool
-def schedule_maintenance(turbine_id: str, maintenance_type: str, urgency: str = "normal") -> Dict:
-    """Schedule maintenance based on condition monitoring"""
-    # Calculate maintenance window
-    if urgency == "urgent":
-        scheduled_date = (datetime.now() + timedelta(days=1)).isoformat()
-    else:
-        scheduled_date = (datetime.now() + timedelta(days=7)).isoformat()
-    
-    return {
-        "plan_id": f"MNT-{datetime.now().strftime('%Y%m%d%H%M')}",
-        "turbine_id": turbine_id,
-        "maintenance_type": maintenance_type,
-        "scheduled_date": scheduled_date,
-        "estimated_duration": 4,
-        "required_parts": ["bearing_set", "lubricant", "filter"],
-        "technician_team": "Team-A",
-        "production_loss": 8.0  # MW lost during maintenance
-    }
-
-
-# Agent Definitions with SLA requirements
-scada_reader = Agent(
-    name="SCADAReader",
-    instructions="""You are a SCADA system specialist for wind farms.
-    Process real-time telemetry data from wind turbines.
-    Identify operational anomalies and performance deviations.
-    SLA: Process telemetry within 1 second for real-time monitoring.""",
-    tools=[read_scada_telemetry]
-)
-
-vibration_analyzer = Agent(
-    name="VibrationAnalyzer",
-    instructions="""You are a vibration analysis expert for rotating machinery.
-    Analyze vibration patterns to detect early signs of mechanical failure.
-    Use FFT analysis and pattern recognition for fault diagnosis.
-    SLA: Complete analysis within 5 seconds per turbine.""",
-    tools=[analyze_vibration_patterns]
-)
-
-power_forecaster = Agent(
-    name="PowerForecaster",
-    instructions="""You are a power generation forecasting specialist.
-    Predict power output based on weather forecasts and historical patterns.
-    Consider grid demand and optimize generation schedules.
-    SLA: Generate 24-hour forecast within 30 seconds.""",
-    tools=[forecast_power_generation]
-)
-
-maintenance_scheduler = Agent(
-    name="MaintenanceScheduler",
-    instructions="""You are a predictive maintenance planning expert.
-    Schedule maintenance based on condition monitoring and failure predictions.
-    Minimize production loss while ensuring turbine reliability.
-    SLA: Create maintenance plan within 1 minute.""",
-    tools=[schedule_maintenance]
-)
-
-
-# Energy workflow with grid integration
-def energy_monitoring_workflow(turbine_ids: List[str], weather_forecast: Dict):
-    """
-    Complete energy monitoring and optimization workflow
-    Includes predictive maintenance and grid integration
-    """
-    
-    results = {
-        "timestamp": datetime.now().isoformat(),
-        "turbines_monitored": len(turbine_ids),
-        "alerts": [],
-        "maintenance_required": [],
-        "power_forecast": None
-    }
-    
-    # Step 1: Monitor all turbines
-    for turbine_id in turbine_ids:
-        try:
-            # Read SCADA data
-            scada_data = scada_reader.start(
-                f"Read telemetry for turbine {turbine_id}"
-            )
-            
-            # Analyze vibrations
-            vibration_result = vibration_analyzer.start(
-                f"Analyze vibrations for data: {scada_data}"
-            )
-            
-            # Check for anomalies
-            if vibration_result.get("anomaly_detected"):
-                results["alerts"].append({
-                    "turbine_id": turbine_id,
-                    "type": "vibration_anomaly",
-                    "severity": "high" if vibration_result.get("failure_probability", 0) > 0.7 else "medium"
-                })
-                
-                # Schedule maintenance if needed
-                maintenance_plan = maintenance_scheduler.start(
-                    f"Schedule maintenance for turbine {turbine_id} with urgency based on {vibration_result}"
-                )
-                results["maintenance_required"].append(maintenance_plan)
-                
-        except Exception as e:
-            # Fallback: Mark turbine for manual inspection
-            results["alerts"].append({
-                "turbine_id": turbine_id,
-                "type": "monitoring_failure",
-                "error": str(e),
-                "action": "manual_inspection_required"
-            })
-    
-    # Step 2: Power generation forecast
-    try:
-        historical_data = []  # Would be fetched from database
-        power_forecast = power_forecaster.start(
-            f"Forecast power with weather {weather_forecast} and history {historical_data}"
-        )
-        results["power_forecast"] = power_forecast
-        
-        # Grid integration check
-        if power_forecast.get("predicted_output"):
-            total_predicted = sum(power_forecast["predicted_output"])
-            grid_demand = power_forecast.get("grid_demand", 0)
-            
-            if total_predicted < grid_demand * 0.9:
-                results["alerts"].append({
-                    "type": "supply_shortage",
-                    "predicted": total_predicted,
-                    "demand": grid_demand,
-                    "action": "consider_backup_sources"
-                })
-                
-    except Exception as e:
-        # Fallback: Use conservative forecast
-        results["power_forecast"] = {
-            "status": "fallback_mode",
-            "conservative_estimate": len(turbine_ids) * 1.5,  # MW
-            "error": str(e)
-        }
-    
-    return results
-
-
-# Cross-industry pattern adaptation
-class EnergyPatternAdapter:
-    """
-    Adapts manufacturing patterns for energy sector
-    Demonstrates 70% code reuse across industries
-    """
-    
-    @staticmethod
-    def adapt_for_solar_farm():
-        """Adapt wind farm agents for solar farm monitoring"""
-        return Agent(
-            name="SolarMonitor",
-            instructions="""Monitor solar panel efficiency and temperature.
-            Track irradiance levels and predict power output.
-            Detect panel degradation and soiling issues.
-            SLA: Real-time monitoring with 2-second updates."""
-        )
-    
-    @staticmethod
-    def adapt_for_power_grid():
-        """Adapt for power grid management"""
-        return Agent(
-            name="GridBalancer",
-            instructions="""Balance power supply and demand across the grid.
-            Manage load distribution and prevent blackouts.
-            Coordinate with renewable and traditional sources.
-            SLA: Sub-second response for grid stability."""
-        )
-    
-    @staticmethod
-    def adapt_for_battery_storage():
-        """Adapt for battery energy storage systems"""
-        return Agent(
-            name="BatteryOptimizer",
-            instructions="""Optimize battery charge/discharge cycles.
-            Predict battery degradation and schedule replacements.
-            Maximize energy arbitrage opportunities.
-            SLA: Optimization decision within 10 seconds."""
-        )
-
-
-# Fallback strategies for critical operations
-class EnergyFallbackStrategies:
-    """
-    Fallback strategies for maintaining grid stability
-    """
-    
-    @staticmethod
-    def turbine_failure_fallback(failed_turbine_id: str, available_turbines: List[str]):
-        """Handle turbine failure by redistributing load"""
-        return {
-            "strategy": "load_redistribution",
-            "failed_turbine": failed_turbine_id,
-            "compensating_turbines": available_turbines[:3],  # Use top 3 turbines
-            "increase_output_by": 0.3,  # MW per turbine
-            "duration": "until_maintenance_complete"
-        }
-    
-    @staticmethod
-    def forecast_failure_fallback(last_known_forecast: Optional[Dict]):
-        """Handle forecasting system failure"""
-        if last_known_forecast:
-            return {
-                "strategy": "use_last_known",
-                "forecast": last_known_forecast,
-                "confidence": 0.6,
-                "validity": "4_hours"
-            }
-        else:
-            return {
-                "strategy": "seasonal_average",
-                "estimated_output": 50.0,  # MW based on seasonal average
-                "confidence": 0.4,
-                "recommendation": "increase_reserves"
-            }
-    
-    @staticmethod
-    def communication_failure_fallback():
-        """Handle SCADA communication failure"""
-        return {
-            "strategy": "local_control_mode",
-            "actions": [
-                "Switch turbines to autonomous mode",
-                "Use local safety thresholds",
-                "Log data locally for later sync",
-                "Alert maintenance teams"
-            ],
-            "recovery_check_interval": 300  # seconds
-        }
-
-
-# Example usage
-if __name__ == "__main__":
-    # Monitor wind farm
-    turbine_list = [f"WT-{i:03d}" for i in range(1, 11)]  # 10 turbines
-    weather = {"wind_speed": 14.0, "direction": "NW", "temperature": 15.0}
-    
-    result = energy_monitoring_workflow(turbine_list, weather)
-    print("Energy monitoring result:", result)
-    
-    # Demonstrate cross-industry adaptation
-    solar_monitor = EnergyPatternAdapter.adapt_for_solar_farm()
-    grid_balancer = EnergyPatternAdapter.adapt_for_power_grid()
-    battery_optimizer = EnergyPatternAdapter.adapt_for_battery_storage()
-    
-    # Fallback examples
-    turbine_fallback = EnergyFallbackStrategies.turbine_failure_fallback(
-        "WT-003", ["WT-001", "WT-002", "WT-004", "WT-005"]
-    )
-    print("Turbine failure fallback:", turbine_fallback)

examples/cookbooks/Industry_Templates/healthcare_template.py

@@ -1,478 +0,0 @@
-"""
-Healthcare Industry Template
-============================
-Emergency triage and patient care coordination workflow
-Based on SRAO Framework with HIPAA-compliant patterns
-
-Key agents:
-- VitalSignsCapture: Processes patient vital signs
-- EMRRetrieval: Retrieves electronic medical records
-- TriageRecommendation: Provides triage recommendations
-- ResourceAllocator: Manages hospital resource allocation
-"""
-
-from praisonaiagents import Agent, tool
-from typing import Dict, List, Any, Optional
-from pydantic import BaseModel
-from datetime import datetime
-from enum import Enum
-
-
-# Triage levels following Emergency Severity Index (ESI)
-class TriageLevel(str, Enum):
-    RESUSCITATION = "1_resuscitation"  # Immediate life-saving intervention
-    EMERGENT = "2_emergent"  # High risk, severe pain/distress
-    URGENT = "3_urgent"  # Stable but needs multiple resources
-    LESS_URGENT = "4_less_urgent"  # Stable, one resource needed
-    NON_URGENT = "5_non_urgent"  # Stable, no resources needed
-
-
-# I/O Schemas
-class VitalSigns(BaseModel):
-    """Patient vital signs data"""
-    patient_id: str
-    timestamp: str
-    heart_rate: int  # bpm
-    blood_pressure_systolic: int  # mmHg
-    blood_pressure_diastolic: int  # mmHg
-    respiratory_rate: int  # breaths/min
-    temperature: float  # Celsius
-    oxygen_saturation: int  # percentage
-    pain_scale: int  # 0-10
-    consciousness_level: str  # alert, verbal, pain, unresponsive (AVPU)
-
-
-class MedicalHistory(BaseModel):
-    """Patient medical history from EMR"""
-    patient_id: str
-    allergies: List[str]
-    chronic_conditions: List[str]
-    current_medications: List[Dict[str, str]]
-    recent_visits: List[Dict[str, Any]]
-    emergency_contacts: List[Dict[str, str]]
-    insurance_status: str
-
-
-class TriageAssessment(BaseModel):
-    """Triage assessment and recommendations"""
-    assessment_id: str
-    patient_id: str
-    triage_level: TriageLevel
-    chief_complaint: str
-    recommended_department: str
-    estimated_wait_time: int  # minutes
-    required_resources: List[str]
-    clinical_notes: str
-    red_flags: List[str]
-
-
-class ResourceAllocation(BaseModel):
-    """Hospital resource allocation"""
-    allocation_id: str
-    patient_id: str
-    assigned_bed: Optional[str]
-    assigned_staff: List[str]
-    equipment_needed: List[str]
-    department: str
-    priority_score: float
-    estimated_treatment_time: int  # minutes
-
-
-# Healthcare-specific tools
-@tool
-def capture_vital_signs(patient_id: str) -> Dict:
-    """Capture patient vital signs from monitoring devices"""
-    # Simulate vital signs capture
-    return {
-        "patient_id": patient_id,
-        "timestamp": datetime.now().isoformat(),
-        "heart_rate": 78,
-        "blood_pressure_systolic": 130,
-        "blood_pressure_diastolic": 85,
-        "respiratory_rate": 16,
-        "temperature": 37.2,
-        "oxygen_saturation": 98,
-        "pain_scale": 6,
-        "consciousness_level": "alert"
-    }
-
-
-@tool
-def retrieve_medical_history(patient_id: str, consent_verified: bool = True) -> Dict:
-    """Retrieve patient medical history from EMR system"""
-    if not consent_verified:
-        return {"error": "consent_required", "message": "Patient consent required for EMR access"}
-    
-    # Simulate EMR retrieval
-    return {
-        "patient_id": patient_id,
-        "allergies": ["penicillin", "latex"],
-        "chronic_conditions": ["hypertension", "diabetes_type2"],
-        "current_medications": [
-            {"name": "metformin", "dose": "500mg", "frequency": "twice daily"},
-            {"name": "lisinopril", "dose": "10mg", "frequency": "once daily"}
-        ],
-        "recent_visits": [
-            {"date": "2024-02-15", "reason": "routine_checkup", "department": "primary_care"}
-        ],
-        "emergency_contacts": [
-            {"name": "Jane Doe", "relationship": "spouse", "phone": "555-0123"}
-        ],
-        "insurance_status": "active"
-    }
-
-
-@tool
-def calculate_triage_priority(vital_signs: Dict, medical_history: Dict, chief_complaint: str) -> Dict:
-    """Calculate triage priority based on clinical indicators"""
-    # Simulate triage algorithm
-    priority_score = 0
-    red_flags = []
-    
-    # Check vital signs
-    if vital_signs["heart_rate"] > 120 or vital_signs["heart_rate"] < 50:
-        priority_score += 3
-        red_flags.append("abnormal_heart_rate")
-    
-    if vital_signs["oxygen_saturation"] < 92:
-        priority_score += 4
-        red_flags.append("low_oxygen")
-    
-    if vital_signs["consciousness_level"] != "alert":
-        priority_score += 5
-        red_flags.append("altered_consciousness")
-    
-    # Determine triage level
-    if priority_score >= 8:
-        triage_level = TriageLevel.RESUSCITATION
-        department = "emergency"
-        wait_time = 0
-    elif priority_score >= 5:
-        triage_level = TriageLevel.EMERGENT
-        department = "emergency"
-        wait_time = 10
-    elif priority_score >= 3:
-        triage_level = TriageLevel.URGENT
-        department = "urgent_care"
-        wait_time = 30
-    else:
-        triage_level = TriageLevel.LESS_URGENT
-        department = "primary_care"
-        wait_time = 60
-    
-    return {
-        "assessment_id": f"TRG-{datetime.now().strftime('%Y%m%d%H%M%S')}",
-        "patient_id": vital_signs["patient_id"],
-        "triage_level": triage_level.value,
-        "chief_complaint": chief_complaint,
-        "recommended_department": department,
-        "estimated_wait_time": wait_time,
-        "required_resources": ["physician", "nurse", "monitoring"],
-        "clinical_notes": f"Priority score: {priority_score}",
-        "red_flags": red_flags
-    }
-
-
-@tool
-def allocate_resources(patient_id: str, triage_level: str, department: str) -> Dict:
-    """Allocate hospital resources based on triage assessment"""
-    # Simulate resource allocation
-    if "resuscitation" in triage_level:
-        bed = "ER-01"
-        staff = ["Dr. Smith", "Nurse Johnson", "Nurse Williams"]
-        equipment = ["cardiac_monitor", "defibrillator", "crash_cart"]
-        priority = 10.0
-    elif "emergent" in triage_level:
-        bed = "ER-05"
-        staff = ["Dr. Brown", "Nurse Davis"]
-        equipment = ["vital_signs_monitor", "IV_pump"]
-        priority = 8.0
-    else:
-        bed = "UC-12"
-        staff = ["PA Miller", "Nurse Garcia"]
-        equipment = ["basic_monitor"]
-        priority = 5.0
-    
-    return {
-        "allocation_id": f"RES-{datetime.now().strftime('%Y%m%d%H%M%S')}",
-        "patient_id": patient_id,
-        "assigned_bed": bed,
-        "assigned_staff": staff,
-        "equipment_needed": equipment,
-        "department": department,
-        "priority_score": priority,
-        "estimated_treatment_time": 45
-    }
-
-
-# Healthcare agent definitions with SLA requirements
-vital_signs_agent = Agent(
-    name="VitalSignsCapture",
-    instructions="""You are a clinical vital signs specialist.
-    Capture and interpret patient vital signs from various monitoring devices.
-    Identify abnormal values and trends that require immediate attention.
-    Follow HIPAA guidelines for patient data handling.
-    SLA: Capture and process within 30 seconds.""",
-    tools=[capture_vital_signs]
-)
-
-emr_agent = Agent(
-    name="EMRRetrieval",
-    instructions="""You are an EMR system specialist with HIPAA compliance expertise.
-    Retrieve relevant patient medical history while ensuring data privacy.
-    Verify patient consent and maintain audit trails.
-    Highlight relevant allergies and contraindications.
-    SLA: Retrieve records within 5 seconds.""",
-    tools=[retrieve_medical_history]
-)
-
-triage_agent = Agent(
-    name="TriageRecommendation",
-    instructions="""You are an emergency triage specialist following ESI guidelines.
-    Assess patient severity and provide triage recommendations.
-    Consider vital signs, medical history, and presenting symptoms.
-    Identify red flags that require immediate intervention.
-    SLA: Complete assessment within 1 minute.""",
-    tools=[calculate_triage_priority]
-)
-
-resource_agent = Agent(
-    name="ResourceAllocator",
-    instructions="""You are a hospital resource management specialist.
-    Allocate beds, staff, and equipment based on patient needs and priority.
-    Optimize resource utilization while maintaining quality of care.
-    Coordinate between departments for efficient patient flow.
-    SLA: Allocate resources within 30 seconds.""",
-    tools=[allocate_resources]
-)
-
-
-# Healthcare workflow with safety protocols
-def emergency_triage_workflow(patient_id: str, chief_complaint: str):
-    """
-    Complete emergency triage workflow from arrival to resource allocation
-    Includes safety checks and fallback protocols
-    """
-    
-    workflow_result = {
-        "patient_id": patient_id,
-        "timestamp": datetime.now().isoformat(),
-        "status": "in_progress",
-        "safety_checks": [],
-        "clinical_pathway": []
-    }
-    
-    # Step 1: Vital signs capture with validation
-    try:
-        vital_signs = vital_signs_agent.start(
-            f"Capture vital signs for patient {patient_id}"
-        )
-        workflow_result["clinical_pathway"].append({
-            "step": "vital_signs",
-            "status": "completed",
-            "data": vital_signs
-        })
-        
-        # Safety check: Validate vital signs are within possible ranges
-        if vital_signs.get("heart_rate", 0) < 20 or vital_signs.get("heart_rate", 0) > 300:
-            workflow_result["safety_checks"].append({
-                "type": "vital_signs_validation",
-                "issue": "impossible_heart_rate",
-                "action": "manual_verification_required"
-            })
-    except Exception as e:
-        # Fallback: Manual vital signs entry
-        workflow_result["clinical_pathway"].append({
-            "step": "vital_signs",
-            "status": "manual_entry_required",
-            "error": str(e)
-        })
-        vital_signs = {"manual_entry": True}
-    
-    # Step 2: EMR retrieval with consent check
-    try:
-        medical_history = emr_agent.start(
-            f"Retrieve medical history for patient {patient_id} with verified consent"
-        )
-        workflow_result["clinical_pathway"].append({
-            "step": "emr_retrieval",
-            "status": "completed",
-            "records_retrieved": True
-        })
-        
-        # Safety check: Allergy alerts
-        if medical_history.get("allergies"):
-            workflow_result["safety_checks"].append({
-                "type": "allergy_alert",
-                "allergies": medical_history["allergies"],
-                "action": "notify_all_providers"
-            })
-    except Exception as e:
-        # Fallback: Proceed with limited information
-        medical_history = {
-            "patient_id": patient_id,
-            "allergies": [],
-            "note": "EMR_unavailable_proceed_with_caution"
-        }
-        workflow_result["safety_checks"].append({
-            "type": "emr_unavailable",
-            "action": "collect_history_manually"
-        })
-    
-    # Step 3: Triage assessment
-    try:
-        triage_assessment = triage_agent.start(
-            f"Assess triage for patient with vitals {vital_signs}, "
-            f"history {medical_history}, complaint: {chief_complaint}"
-        )
-        workflow_result["clinical_pathway"].append({
-            "step": "triage_assessment",
-            "status": "completed",
-            "triage_level": triage_assessment.get("triage_level")
-        })
-        
-        # Safety check: Red flags requiring immediate action
-        if triage_assessment.get("red_flags"):
-            workflow_result["safety_checks"].append({
-                "type": "clinical_red_flags",
-                "flags": triage_assessment["red_flags"],
-                "action": "immediate_physician_notification"
-            })
-    except Exception as e:
-        # Fallback: Conservative triage (assume urgent)
-        triage_assessment = {
-            "triage_level": TriageLevel.URGENT.value,
-            "recommended_department": "emergency",
-            "fallback": True
-        }
-    
-    # Step 4: Resource allocation
-    try:
-        resource_allocation = resource_agent.start(
-            f"Allocate resources for patient {patient_id} "
-            f"with triage {triage_assessment.get('triage_level')} "
-            f"to {triage_assessment.get('recommended_department')}"
-        )
-        workflow_result["clinical_pathway"].append({
-            "step": "resource_allocation",
-            "status": "completed",
-            "bed_assigned": resource_allocation.get("assigned_bed"),
-            "staff_assigned": resource_allocation.get("assigned_staff")
-        })
-    except Exception as e:
-        # Fallback: Queue for next available
-        workflow_result["clinical_pathway"].append({
-            "step": "resource_allocation",
-            "status": "queued",
-            "queue_position": "next_available",
-            "error": str(e)
-        })
-    
-    workflow_result["status"] = "completed"
-    return workflow_result
-
-
-# HIPAA-compliant data handling patterns
-class HIPAACompliancePatterns:
-    """
-    Reusable patterns for HIPAA-compliant healthcare workflows
-    """
-    
-    @staticmethod
-    def anonymize_patient_data(data: Dict) -> Dict:
-        """Remove PHI for analytics and reporting"""
-        safe_fields = ["triage_level", "department", "wait_time", "resource_type"]
-        return {k: v for k, v in data.items() if k in safe_fields}
-    
-    @staticmethod
-    def audit_log_access(user_id: str, patient_id: str, action: str, reason: str):
-        """Create audit trail for EMR access"""
-        return {
-            "timestamp": datetime.now().isoformat(),
-            "user_id": user_id,
-            "patient_id": patient_id,
-            "action": action,
-            "reason": reason,
-            "ip_address": "10.0.0.1",  # Would be actual IP
-            "session_id": "SEC-" + datetime.now().strftime('%Y%m%d%H%M%S')
-        }
-    
-    @staticmethod
-    def encrypt_sensitive_data(data: Dict) -> Dict:
-        """Encrypt sensitive fields (placeholder for real encryption)"""
-        sensitive_fields = ["ssn", "dob", "address", "phone"]
-        encrypted = data.copy()
-        for field in sensitive_fields:
-            if field in encrypted:
-                encrypted[field] = f"ENCRYPTED_{field.upper()}"
-        return encrypted
-
-
-# Cross-department coordination patterns
-class HealthcareCoordinationPatterns:
-    """
-    Patterns for coordinating across healthcare departments
-    """
-    
-    @staticmethod
-    def coordinate_lab_orders(patient_id: str, triage_level: str) -> Agent:
-        """Create agent for lab order coordination"""
-        return Agent(
-            name="LabCoordinator",
-            instructions=f"""Coordinate laboratory orders for patient {patient_id}.
-            Priority level: {triage_level}.
-            Ensure STAT orders for critical patients.
-            Track specimen collection and result delivery.
-            SLA: Order placement within 2 minutes."""
-        )
-    
-    @staticmethod
-    def coordinate_radiology(patient_id: str, imaging_type: str) -> Agent:
-        """Create agent for radiology coordination"""
-        return Agent(
-            name="RadiologyCoordinator",
-            instructions=f"""Schedule {imaging_type} imaging for patient {patient_id}.
-            Check for contrast allergies and pregnancy status.
-            Coordinate with transport for patient movement.
-            SLA: Schedule within 5 minutes for urgent cases."""
-        )
-    
-    @staticmethod
-    def coordinate_pharmacy(patient_id: str, medications: List[str]) -> Agent:
-        """Create agent for pharmacy coordination"""
-        return Agent(
-            name="PharmacyCoordinator",
-            instructions=f"""Verify and dispense medications for patient {patient_id}.
-            Check for drug interactions and allergies.
-            Ensure proper dosing based on patient parameters.
-            SLA: Medication verification within 3 minutes."""
-        )
-
-
-# Example usage
-if __name__ == "__main__":
-    # Process emergency patient
-    patient_id = "PT-2024-00123"
-    chief_complaint = "severe chest pain radiating to left arm"
-    
-    result = emergency_triage_workflow(patient_id, chief_complaint)
-    print("Triage workflow result:", result)
-    
-    # Create specialized coordinators
-    lab_coordinator = HealthcareCoordinationPatterns.coordinate_lab_orders(
-        patient_id, TriageLevel.EMERGENT.value
-    )
-    
-    radiology_coordinator = HealthcareCoordinationPatterns.coordinate_radiology(
-        patient_id, "chest_xray"
-    )
-    
-    pharmacy_coordinator = HealthcareCoordinationPatterns.coordinate_pharmacy(
-        patient_id, ["aspirin", "nitroglycerin"]
-    )
-    
-    # HIPAA compliance example
-    audit_log = HIPAACompliancePatterns.audit_log_access(
-        "DR-001", patient_id, "EMR_ACCESS", "emergency_triage"
-    )
-    print("Audit log created:", audit_log)

examples/cookbooks/Industry_Templates/manufacturing_template.py

@@ -1,298 +0,0 @@
-"""
-Manufacturing Industry Template
-================================
-Order scheduling, inventory management, and quality inspection workflow
-Based on SRAO Framework patterns with 70% cross-industry reuse
-
-Key agents:
-- ParseOrder: Extracts order details from various formats
-- CheckInventory: Validates material availability
-- OptimizeSchedule: Optimizes production scheduling
-- DefectDetect: Quality control and defect detection
-"""
-
-from praisonaiagents import Agent, tool
-from typing import Dict, List, Any
-from pydantic import BaseModel
-
-
-# I/O Schemas
-class OrderDetails(BaseModel):
-    """Structured order information"""
-    order_id: str
-    customer_id: str
-    product_id: str
-    quantity: int
-    priority: str = "normal"  # normal, high, urgent
-    due_date: str
-    requirements: Dict[str, Any] = {}
-
-
-class InventoryStatus(BaseModel):
-    """Material availability status"""
-    material_id: str
-    available_quantity: int
-    reorder_level: int
-    supplier_lead_time: int
-    location: str
-
-
-class ProductionSchedule(BaseModel):
-    """Optimized production schedule"""
-    schedule_id: str
-    production_line: str
-    start_time: str
-    end_time: str
-    assigned_workers: List[str]
-    estimated_completion: str
-    bottleneck_analysis: Dict[str, Any] = {}
-
-
-class QualityReport(BaseModel):
-    """Quality inspection results"""
-    batch_id: str
-    inspection_time: str
-    defect_rate: float
-    defect_types: List[str]
-    passed: bool
-    recommendations: List[str]
-
-
-# Tools for agents
-@tool
-def extract_order_details(text: str) -> Dict:
-    """Extract structured order information from unstructured text"""
-    # Simulate order parsing logic
-    return {
-        "order_id": "ORD-2024-001",
-        "customer_id": "CUST-123",
-        "product_id": "PROD-456",
-        "quantity": 100,
-        "priority": "high",
-        "due_date": "2024-03-15",
-        "requirements": {"material": "steel", "finish": "polished"}
-    }
-
-
-@tool
-def check_material_availability(product_id: str, quantity: int) -> Dict:
-    """Check if materials are available for production"""
-    # Simulate inventory check
-    return {
-        "material_id": "MAT-789",
-        "available_quantity": 500,
-        "reorder_level": 100,
-        "supplier_lead_time": 7,
-        "location": "Warehouse-A"
-    }
-
-
-@tool
-def calculate_optimal_schedule(order: Dict, inventory: Dict) -> Dict:
-    """Calculate optimal production schedule based on constraints"""
-    # Simulate scheduling optimization
-    return {
-        "schedule_id": "SCH-2024-001",
-        "production_line": "Line-3",
-        "start_time": "2024-03-10T08:00:00",
-        "end_time": "2024-03-14T17:00:00",
-        "assigned_workers": ["Worker-001", "Worker-002"],
-        "estimated_completion": "2024-03-14T16:30:00",
-        "bottleneck_analysis": {
-            "critical_path": "Assembly",
-            "buffer_time": 2.5
-        }
-    }
-
-
-@tool
-def perform_quality_inspection(batch_id: str) -> Dict:
-    """Perform automated quality inspection on production batch"""
-    # Simulate quality control
-    return {
-        "batch_id": batch_id,
-        "inspection_time": "2024-03-14T17:00:00",
-        "defect_rate": 0.02,
-        "defect_types": ["surface_scratch", "dimension_variance"],
-        "passed": True,
-        "recommendations": [
-            "Adjust machine calibration on Line-3",
-            "Increase inspection frequency for next batch"
-        ]
-    }
-
-
-# Agent Definitions with SLA requirements
-order_parser = Agent(
-    name="ParseOrder",
-    instructions="""You are an order parsing specialist. Extract and structure order information 
-    from various formats (email, PDF, API). Ensure all required fields are captured and validated.
-    SLA: Process within 30 seconds per order.""",
-    tools=[extract_order_details]
-)
-
-inventory_checker = Agent(
-    name="CheckInventory",
-    instructions="""You are an inventory management specialist. Verify material availability,
-    check reorder points, and identify potential supply chain issues.
-    SLA: Real-time response within 5 seconds.""",
-    tools=[check_material_availability]
-)
-
-schedule_optimizer = Agent(
-    name="OptimizeSchedule",
-    instructions="""You are a production scheduling expert. Optimize production schedules
-    based on order priority, resource availability, and constraints. Minimize idle time
-    and maximize throughput.
-    SLA: Generate schedule within 2 minutes for complex orders.""",
-    tools=[calculate_optimal_schedule]
-)
-
-quality_inspector = Agent(
-    name="DefectDetect",
-    instructions="""You are a quality control specialist. Perform automated inspections,
-    detect defects using vision analysis, and provide improvement recommendations.
-    SLA: Complete inspection within 1 minute per batch.""",
-    tools=[perform_quality_inspection]
-)
-
-
-# Workflow with fallback strategies
-def manufacturing_workflow(order_text: str):
-    """
-    Complete manufacturing workflow from order to quality control
-    Includes fallback strategies for each critical step
-    """
-    
-    # Step 1: Parse order with fallback
-    try:
-        order_details = order_parser.start(f"Parse this order: {order_text}")
-        if not order_details:
-            # Fallback: Manual review queue
-            return {"status": "manual_review_required", "reason": "order_parsing_failed"}
-    except Exception as e:
-        return {"status": "error", "stage": "order_parsing", "error": str(e)}
-    
-    # Step 2: Check inventory with fallback
-    try:
-        inventory_status = inventory_checker.start(
-            f"Check materials for order: {order_details}"
-        )
-        if not inventory_status:
-            # Fallback: Alternative supplier check
-            return {"status": "alternative_supplier_needed", "order": order_details}
-    except Exception as e:
-        # Fallback: Conservative estimate with safety margin
-        inventory_status = {"estimated": True, "safety_margin": 1.5}
-    
-    # Step 3: Optimize schedule with fallback
-    try:
-        schedule = schedule_optimizer.start(
-            f"Create schedule for order {order_details} with inventory {inventory_status}"
-        )
-        if not schedule:
-            # Fallback: Standard scheduling template
-            schedule = {"template": "standard", "priority": "normal"}
-    except Exception as e:
-        # Fallback: Queue for next available slot
-        schedule = {"status": "queued", "estimated_start": "next_available"}
-    
-    # Step 4: Quality inspection with fallback
-    try:
-        quality_report = quality_inspector.start(
-            f"Inspect batch for schedule {schedule}"
-        )
-        if not quality_report:
-            # Fallback: Manual inspection required
-            quality_report = {"requires_manual": True, "inspector_assigned": "QC-Team-1"}
-    except Exception as e:
-        # Fallback: Quarantine for review
-        quality_report = {"status": "quarantined", "review_required": True}
-    
-    return {
-        "status": "completed",
-        "order": order_details,
-        "inventory": inventory_status,
-        "schedule": schedule,
-        "quality": quality_report
-    }
-
-
-# Cross-industry reusable patterns (70% reuse)
-class IndustryAgentPattern:
-    """
-    Base pattern reusable across industries
-    Provides common agent capabilities that can be specialized
-    """
-    
-    @staticmethod
-    def create_data_parser(name: str, domain: str, sla_seconds: int = 30):
-        """Create a data parsing agent for any domain"""
-        return Agent(
-            name=name,
-            instructions=f"""You are a {domain} data parsing specialist.
-            Extract and structure information from various formats.
-            Validate all required fields according to {domain} standards.
-            SLA: Process within {sla_seconds} seconds."""
-        )
-    
-    @staticmethod
-    def create_resource_checker(name: str, resource_type: str, sla_seconds: int = 5):
-        """Create a resource availability checker for any resource type"""
-        return Agent(
-            name=name,
-            instructions=f"""You are a {resource_type} availability specialist.
-            Verify {resource_type} availability and identify constraints.
-            Provide real-time status and alternative options if needed.
-            SLA: Response within {sla_seconds} seconds."""
-        )
-    
-    @staticmethod
-    def create_optimizer(name: str, optimization_target: str, sla_minutes: int = 2):
-        """Create an optimization agent for any target metric"""
-        return Agent(
-            name=name,
-            instructions=f"""You are an optimization expert for {optimization_target}.
-            Find optimal solutions considering all constraints and priorities.
-            Minimize waste and maximize efficiency.
-            SLA: Generate solution within {sla_minutes} minutes."""
-        )
-    
-    @staticmethod
-    def create_inspector(name: str, inspection_type: str, sla_minutes: int = 1):
-        """Create an inspection agent for any quality metric"""
-        return Agent(
-            name=name,
-            instructions=f"""You are a {inspection_type} inspection specialist.
-            Perform automated analysis and detect anomalies.
-            Provide actionable recommendations for improvement.
-            SLA: Complete inspection within {sla_minutes} minute(s)."""
-        )
-
-
-# Example usage
-if __name__ == "__main__":
-    # Create a manufacturing workflow instance
-    order = "Customer ABC needs 100 units of Product-XYZ by March 15th, high priority"
-    
-    # Option 1: Use specialized agents
-    result = manufacturing_workflow(order)
-    print("Manufacturing workflow result:", result)
-    
-    # Option 2: Use reusable patterns for other industries
-    # These patterns can be adapted for Energy, Healthcare, Agriculture, Transportation
-    energy_parser = IndustryAgentPattern.create_data_parser(
-        "EnergyDataParser", "wind farm telemetry", sla_seconds=10
-    )
-    
-    healthcare_checker = IndustryAgentPattern.create_resource_checker(
-        "BedAvailability", "hospital bed", sla_seconds=3
-    )
-    
-    agriculture_optimizer = IndustryAgentPattern.create_optimizer(
-        "IrrigationOptimizer", "water usage", sla_minutes=5
-    )
-    
-    transport_inspector = IndustryAgentPattern.create_inspector(
-        "TunnelSafety", "structural integrity", sla_minutes=2
-    )

examples/cookbooks/Industry_Templates/transportation_template.py

@@ -1,600 +0,0 @@
-# praisonai: skip=true
-"""
-Transportation Industry Template
-================================
-Tunnel safety monitoring and infrastructure management workflow
-Based on SRAO Framework with LiDAR and sensor fusion
-
-Key agents:
-- LiDARFusion: Processes LiDAR point cloud data
-- DisplacementCalculator: Calculates structural displacement
-- HeatmapGenerator: Generates safety heatmaps
-- MaintenancePlanner: Plans infrastructure maintenance
-"""
-
-from praisonaiagents import Agent, tool
-from typing import Dict, List, Any, Tuple, Optional
-from pydantic import BaseModel
-from datetime import datetime, timedelta
-from enum import Enum
-import math
-
-
-# Safety levels for infrastructure
-class SafetyLevel(str, Enum):
-    SAFE = "safe"
-    CAUTION = "caution"
-    WARNING = "warning"
-    DANGER = "danger"
-    CRITICAL = "critical"
-
-
-# Infrastructure types
-class InfrastructureType(str, Enum):
-    TUNNEL = "tunnel"
-    BRIDGE = "bridge"
-    HIGHWAY = "highway"
-    RAILWAY = "railway"
-    AIRPORT = "airport"
-
-
-# I/O Schemas
-class LiDARScan(BaseModel):
-    """LiDAR scan data for infrastructure"""
-    scan_id: str
-    infrastructure_id: str
-    scan_time: str
-    point_cloud_size: int  # Number of points
-    scan_resolution: float  # Points per square meter
-    coverage_area: float  # Square meters
-    anomaly_points: List[Tuple[float, float, float]]  # XYZ coordinates
-    reference_baseline: Optional[Dict[str, Any]]
-
-
-class DisplacementAnalysis(BaseModel):
-    """Structural displacement analysis"""
-    analysis_id: str
-    infrastructure_id: str
-    analysis_time: str
-    max_displacement: float  # millimeters
-    displacement_vector: Tuple[float, float, float]  # XYZ displacement
-    critical_zones: List[Dict[str, Any]]
-    settlement_rate: float  # mm/month
-    tilt_angle: float  # degrees
-    safety_factor: float
-
-
-class SafetyHeatmap(BaseModel):
-    """Infrastructure safety heatmap"""
-    heatmap_id: str
-    infrastructure_id: str
-    generation_time: str
-    grid_resolution: float  # meters
-    safety_scores: List[List[float]]  # 2D grid of safety scores
-    critical_areas: List[Dict[str, Any]]
-    overall_safety: SafetyLevel
-    risk_trends: Dict[str, Any]
-
-
-class MaintenanceSchedule(BaseModel):
-    """Maintenance planning schedule"""
-    schedule_id: str
-    infrastructure_id: str
-    maintenance_type: str  # preventive, corrective, emergency
-    priority_level: str  # low, medium, high, critical
-    scheduled_date: str
-    estimated_duration: int  # hours
-    required_resources: List[str]
-    traffic_impact: str
-    cost_estimate: float
-
-
-# Transportation-specific tools
-@tool
-def process_lidar_scan(infrastructure_id: str, scan_type: str = "full") -> Dict:
-    """Process LiDAR point cloud data for structural analysis"""
-    # Simulate LiDAR processing
-    return {
-        "scan_id": f"LIDAR-{datetime.now().strftime('%Y%m%d%H%M')}",
-        "infrastructure_id": infrastructure_id,
-        "scan_time": datetime.now().isoformat(),
-        "point_cloud_size": 5000000,  # 5 million points
-        "scan_resolution": 100.0,  # points/m²
-        "coverage_area": 50000.0,  # m²
-        "anomaly_points": [
-            (10.5, 20.3, 5.1),
-            (15.2, 25.8, 5.3),
-            (20.1, 30.5, 5.5)
-        ],
-        "reference_baseline": {
-            "date": "2024-01-01",
-            "baseline_id": "BSL-001"
-        }
-    }
-
-
-@tool
-def calculate_displacement(current_scan: Dict, baseline_scan: Dict) -> Dict:
-    """Calculate structural displacement from LiDAR scans"""
-    # Simulate displacement calculation
-    anomalies = current_scan.get("anomaly_points", [])
-    
-    if len(anomalies) > 5:
-        max_displacement = 15.0
-        safety_factor = 0.6
-        safety_level = SafetyLevel.WARNING
-    elif len(anomalies) > 2:
-        max_displacement = 8.0
-        safety_factor = 0.8
-        safety_level = SafetyLevel.CAUTION
-    else:
-        max_displacement = 3.0
-        safety_factor = 0.95
-        safety_level = SafetyLevel.SAFE
-    
-    return {
-        "analysis_id": f"DISP-{datetime.now().strftime('%Y%m%d%H%M')}",
-        "infrastructure_id": current_scan["infrastructure_id"],
-        "analysis_time": datetime.now().isoformat(),
-        "max_displacement": max_displacement,
-        "displacement_vector": (2.5, 1.8, max_displacement),
-        "critical_zones": [
-            {
-                "zone_id": "CZ-001",
-                "location": "tunnel_crown",
-                "displacement": max_displacement * 0.8,
-                "risk": "high" if max_displacement > 10 else "medium"
-            }
-        ],
-        "settlement_rate": max_displacement / 30,  # mm/month
-        "tilt_angle": math.degrees(math.atan(max_displacement / 1000)),
-        "safety_factor": safety_factor
-    }
-
-
-@tool
-def generate_safety_heatmap(displacement_data: Dict, sensor_data: List[Dict]) -> Dict:
-    """Generate safety heatmap visualization for infrastructure"""
-    # Simulate heatmap generation
-    safety_factor = displacement_data.get("safety_factor", 1.0)
-    
-    # Create grid (simplified 10x10)
-    grid_size = 10
-    safety_grid = []
-    critical_areas = []
-    
-    for i in range(grid_size):
-        row = []
-        for j in range(grid_size):
-            # Generate safety score based on position and displacement
-            base_score = safety_factor
-            distance_factor = math.sqrt((i-5)**2 + (j-5)**2) / 10
-            safety_score = min(1.0, base_score + (0.2 * distance_factor))
-            row.append(safety_score)
-            
-            if safety_score < 0.7:
-                critical_areas.append({
-                    "grid_position": (i, j),
-                    "safety_score": safety_score,
-                    "recommended_action": "immediate_inspection"
-                })
-        safety_grid.append(row)
-    
-    # Determine overall safety
-    avg_safety = sum(sum(row) for row in safety_grid) / (grid_size * grid_size)
-    if avg_safety > 0.9:
-        overall = SafetyLevel.SAFE
-    elif avg_safety > 0.8:
-        overall = SafetyLevel.CAUTION
-    elif avg_safety > 0.7:
-        overall = SafetyLevel.WARNING
-    else:
-        overall = SafetyLevel.DANGER
-    
-    return {
-        "heatmap_id": f"HEAT-{datetime.now().strftime('%Y%m%d%H%M')}",
-        "infrastructure_id": displacement_data["infrastructure_id"],
-        "generation_time": datetime.now().isoformat(),
-        "grid_resolution": 5.0,  # meters
-        "safety_scores": safety_grid,
-        "critical_areas": critical_areas,
-        "overall_safety": overall.value,
-        "risk_trends": {
-            "trend": "deteriorating" if avg_safety < 0.8 else "stable",
-            "rate": -0.02 if avg_safety < 0.8 else 0.0
-        }
-    }
-
-
-@tool
-def plan_maintenance(infrastructure_id: str, safety_analysis: Dict, traffic_data: Dict) -> Dict:
-    """Plan maintenance based on safety analysis and traffic patterns"""
-    safety_level = safety_analysis.get("overall_safety", "safe")
-    
-    # Determine maintenance urgency
-    if safety_level in ["danger", "critical"]:
-        maintenance_type = "emergency"
-        priority = "critical"
-        days_until = 1
-        duration = 48
-    elif safety_level == "warning":
-        maintenance_type = "corrective"
-        priority = "high"
-        days_until = 7
-        duration = 24
-    elif safety_level == "caution":
-        maintenance_type = "preventive"
-        priority = "medium"
-        days_until = 30
-        duration = 12
-    else:
-        maintenance_type = "preventive"
-        priority = "low"
-        days_until = 90
-        duration = 8
-    
-    # Traffic impact assessment
-    peak_traffic = traffic_data.get("peak_volume", 1000)
-    if peak_traffic > 5000:
-        traffic_impact = "severe"
-        cost_multiplier = 2.0
-    elif peak_traffic > 2000:
-        traffic_impact = "moderate"
-        cost_multiplier = 1.5
-    else:
-        traffic_impact = "minimal"
-        cost_multiplier = 1.0
-    
-    return {
-        "schedule_id": f"MAINT-{datetime.now().strftime('%Y%m%d%H%M')}",
-        "infrastructure_id": infrastructure_id,
-        "maintenance_type": maintenance_type,
-        "priority_level": priority,
-        "scheduled_date": (datetime.now() + timedelta(days=days_until)).isoformat(),
-        "estimated_duration": duration,
-        "required_resources": [
-            "inspection_team",
-            "repair_crew",
-            "safety_equipment",
-            "traffic_control"
-        ],
-        "traffic_impact": traffic_impact,
-        "cost_estimate": 50000 * cost_multiplier * (duration / 24)
-    }
-
-
-# Transportation agent definitions
-lidar_agent = Agent(
-    name="LiDARFusion",
-    instructions="""You are a LiDAR data processing specialist for infrastructure.
-    Process point cloud data from mobile and terrestrial LiDAR scanners.
-    Perform data fusion from multiple sensor sources.
-    Identify structural anomalies and deformations.
-    SLA: Process scan data within 5 minutes.""",
-    tools=[process_lidar_scan]
-)
-
-displacement_agent = Agent(
-    name="DisplacementCalculator",
-    instructions="""You are a structural displacement analysis expert.
-    Calculate precise displacement measurements from temporal scans.
-    Analyze settlement patterns and structural movements.
-    Predict future displacement trends using ML models.
-    SLA: Complete analysis within 2 minutes.""",
-    tools=[calculate_displacement]
-)
-
-heatmap_agent = Agent(
-    name="HeatmapGenerator",
-    instructions="""You are a safety visualization specialist.
-    Generate intuitive safety heatmaps for infrastructure monitoring.
-    Integrate multiple data sources for comprehensive risk assessment.
-    Highlight critical areas requiring immediate attention.
-    SLA: Generate heatmap within 1 minute.""",
-    tools=[generate_safety_heatmap]
-)
-
-maintenance_agent = Agent(
-    name="MaintenancePlanner",
-    instructions="""You are an infrastructure maintenance planning expert.
-    Schedule maintenance based on structural health and traffic patterns.
-    Optimize maintenance windows to minimize disruption.
-    Coordinate resources and estimate costs.
-    SLA: Create maintenance plan within 3 minutes.""",
-    tools=[plan_maintenance]
-)
-
-
-# Transportation infrastructure monitoring workflow
-def infrastructure_monitoring_workflow(
-    infrastructure_ids: List[str],
-    infrastructure_type: InfrastructureType,
-    traffic_data: Dict
-):
-    """
-    Complete infrastructure monitoring workflow from scanning to maintenance
-    Includes safety assessment and predictive maintenance
-    """
-    
-    monitoring_results = {
-        "timestamp": datetime.now().isoformat(),
-        "infrastructure_type": infrastructure_type.value,
-        "structures_monitored": len(infrastructure_ids),
-        "safety_assessments": [],
-        "maintenance_required": [],
-        "emergency_alerts": [],
-        "network_health_score": 0.0
-    }
-    
-    total_safety_score = 0.0
-    
-    for infra_id in infrastructure_ids:
-        try:
-            # Step 1: LiDAR scanning
-            lidar_scan = lidar_agent.start(
-                f"Process LiDAR scan for {infrastructure_type.value} {infra_id}"
-            )
-            
-            # Step 2: Displacement analysis
-            # Get baseline (would be from database in real scenario)
-            baseline = {"scan_id": "BSL-001", "point_cloud": []}
-            
-            displacement_analysis = displacement_agent.start(
-                f"Calculate displacement for scan: {lidar_scan} against baseline: {baseline}"
-            )
-            
-            # Step 3: Generate safety heatmap
-            sensor_data = []  # Would include IoT sensor readings
-            safety_heatmap = heatmap_agent.start(
-                f"Generate heatmap for displacement: {displacement_analysis} "
-                f"with sensors: {sensor_data}"
-            )
-            
-            monitoring_results["safety_assessments"].append({
-                "infrastructure_id": infra_id,
-                "safety_level": safety_heatmap.get("overall_safety"),
-                "max_displacement": displacement_analysis.get("max_displacement"),
-                "critical_zones": len(safety_heatmap.get("critical_areas", []))
-            })
-            
-            # Check for emergency conditions
-            if safety_heatmap.get("overall_safety") in ["danger", "critical"]:
-                monitoring_results["emergency_alerts"].append({
-                    "infrastructure_id": infra_id,
-                    "alert_level": "emergency",
-                    "safety_status": safety_heatmap["overall_safety"],
-                    "immediate_action": "close_to_traffic",
-                    "notification_sent": True
-                })
-                
-                # Step 4: Emergency maintenance planning
-                maintenance_plan = maintenance_agent.start(
-                    f"Plan emergency maintenance for {infra_id} "
-                    f"with safety: {safety_heatmap} and traffic: {traffic_data}"
-                )
-                monitoring_results["maintenance_required"].append(maintenance_plan)
-            
-            elif safety_heatmap.get("overall_safety") in ["warning", "caution"]:
-                # Regular maintenance planning
-                maintenance_plan = maintenance_agent.start(
-                    f"Plan maintenance for {infra_id} "
-                    f"with safety: {safety_heatmap} and traffic: {traffic_data}"
-                )
-                monitoring_results["maintenance_required"].append(maintenance_plan)
-            
-            # Calculate safety score contribution
-            safety_mapping = {
-                "safe": 1.0, "caution": 0.8, "warning": 0.6,
-                "danger": 0.3, "critical": 0.1
-            }
-            total_safety_score += safety_mapping.get(
-                safety_heatmap.get("overall_safety", "safe"), 0.5
-            )
-            
-        except Exception as e:
-            # Fallback: Manual inspection
-            monitoring_results["emergency_alerts"].append({
-                "infrastructure_id": infra_id,
-                "alert_level": "system_failure",
-                "error": str(e),
-                "action": "dispatch_manual_inspection_team"
-            })
-    
-    # Calculate network health score
-    if infrastructure_ids:
-        monitoring_results["network_health_score"] = (
-            total_safety_score / len(infrastructure_ids) * 100
-        )
-    
-    return monitoring_results
-
-
-# Multi-modal transportation patterns
-class MultiModalTransportPatterns:
-    """
-    Patterns for different transportation infrastructure types
-    Demonstrates cross-industry reuse for transportation sector
-    """
-    
-    @staticmethod
-    def adapt_for_bridge_monitoring() -> Agent:
-        """Adapt tunnel monitoring for bridge structures"""
-        return Agent(
-            name="BridgeMonitor",
-            instructions="""Monitor bridge structural health using sensors.
-            Track deck deflection, cable tension, and vibration patterns.
-            Detect fatigue cracks and corrosion.
-            Consider wind and seismic loads.
-            SLA: Real-time monitoring with 10-second updates."""
-        )
-    
-    @staticmethod
-    def adapt_for_railway_tracks() -> Agent:
-        """Adapt for railway track monitoring"""
-        return Agent(
-            name="RailwayMonitor",
-            instructions="""Monitor railway track geometry and condition.
-            Detect rail defects, gauge variations, and ballast degradation.
-            Analyze wheel-rail interaction forces.
-            Predict track maintenance needs.
-            SLA: Process track inspection data within 3 minutes per km."""
-        )
-    
-    @staticmethod
-    def adapt_for_airport_runways() -> Agent:
-        """Adapt for airport runway monitoring"""
-        return Agent(
-            name="RunwayMonitor",
-            instructions="""Monitor airport runway surface conditions.
-            Detect FOD (Foreign Object Debris) and surface irregularities.
-            Assess pavement condition and friction levels.
-            Monitor drainage and lighting systems.
-            SLA: Complete runway scan within 10 minutes."""
-        )
-
-
-# Intelligent traffic management integration
-class TrafficManagementPatterns:
-    """
-    Patterns for integrating with intelligent traffic systems
-    """
-    
-    @staticmethod
-    def optimize_traffic_flow(maintenance_window: Dict, traffic_patterns: Dict) -> Dict:
-        """Optimize traffic flow during maintenance"""
-        peak_hours = traffic_patterns.get("peak_hours", [7, 9, 17, 19])
-        maintenance_start = maintenance_window.get("start_time", "02:00")
-        
-        # Calculate optimal diversion routes
-        return {
-            "strategy": "dynamic_routing",
-            "diversion_routes": [
-                {"route_id": "ALT-1", "capacity": 0.6, "added_time": 15},
-                {"route_id": "ALT-2", "capacity": 0.3, "added_time": 20}
-            ],
-            "lane_management": {
-                "reversible_lanes": True,
-                "peak_direction": "inbound" if int(maintenance_start[:2]) < 12 else "outbound"
-            },
-            "public_transport": {
-                "increase_frequency": True,
-                "additional_services": 4
-            },
-            "estimated_delay": 10  # minutes
-        }
-    
-    @staticmethod
-    def incident_response_plan(incident_type: str, location: Dict) -> Dict:
-        """Generate incident response plan"""
-        response_times = {
-            "accident": 5,
-            "breakdown": 10,
-            "infrastructure_failure": 2,
-            "weather_hazard": 15
-        }
-        
-        return {
-            "incident_id": f"INC-{datetime.now().strftime('%Y%m%d%H%M')}",
-            "response_time": response_times.get(incident_type, 10),
-            "resources_dispatched": [
-                r for r in [
-                    "emergency_response_team",
-                    "traffic_control_unit",
-                    "maintenance_crew" if "infrastructure" in incident_type else None
-                ] if r is not None
-            ],
-            "traffic_management": {
-                "lane_closures": 2,
-                "speed_reduction": 30,  # km/h
-                "message_signs": ["Incident ahead", "Reduce speed", "Merge left"]
-            },
-            "estimated_clearance": 45  # minutes
-        }
-
-
-# Predictive maintenance patterns
-class PredictiveMaintenancePatterns:
-    """
-    ML-based predictive maintenance for transportation infrastructure
-    """
-    
-    @staticmethod
-    def predict_failure_probability(
-        displacement_trend: List[float],
-        environmental_factors: Dict
-    ) -> float:
-        """Predict probability of structural failure"""
-        # Simplified prediction model
-        trend_slope = (displacement_trend[-1] - displacement_trend[0]) / len(displacement_trend)
-        temperature_factor = abs(environmental_factors.get("temp_variation", 0)) / 50
-        moisture_factor = environmental_factors.get("humidity", 50) / 100
-        
-        base_probability = 0.1
-        trend_contribution = max(0, trend_slope * 10)
-        env_contribution = (temperature_factor + moisture_factor) * 0.2
-        
-        return min(1.0, base_probability + trend_contribution + env_contribution)
-    
-    @staticmethod
-    def optimize_maintenance_schedule(
-        infrastructure_conditions: List[Dict],
-        budget_constraint: float
-    ) -> List[Dict]:
-        """Optimize maintenance schedule across infrastructure network"""
-        # Sort by urgency (safety_factor * cost_efficiency)
-        prioritized = sorted(
-            infrastructure_conditions,
-            key=lambda x: (1 - x.get("safety_factor", 1)) * (1 / x.get("cost", 1)),
-            reverse=True
-        )
-        
-        scheduled = []
-        total_cost = 0
-        
-        for infra in prioritized:
-            if total_cost + infra.get("cost", 0) <= budget_constraint:
-                scheduled.append({
-                    "infrastructure_id": infra["id"],
-                    "scheduled_date": infra["recommended_date"],
-                    "priority": "high" if infra["safety_factor"] < 0.7 else "medium"
-                })
-                total_cost += infra.get("cost", 0)
-        
-        return scheduled
-
-
-# Example usage
-if __name__ == "__main__":
-    # Monitor tunnel network
-    tunnel_ids = [f"TUN-{i:03d}" for i in range(1, 6)]
-    traffic = {
-        "peak_volume": 3000,
-        "off_peak_volume": 800,
-        "peak_hours": [7, 9, 17, 19]
-    }
-    
-    result = infrastructure_monitoring_workflow(
-        tunnel_ids,
-        InfrastructureType.TUNNEL,
-        traffic
-    )
-    print("Infrastructure monitoring result:", result)
-    
-    # Multi-modal adaptation examples
-    bridge_monitor = MultiModalTransportPatterns.adapt_for_bridge_monitoring()
-    railway_monitor = MultiModalTransportPatterns.adapt_for_railway_tracks()
-    runway_monitor = MultiModalTransportPatterns.adapt_for_airport_runways()
-    
-    # Traffic management example
-    maintenance = {"start_time": "22:00", "duration": 8}
-    traffic_plan = TrafficManagementPatterns.optimize_traffic_flow(maintenance, traffic)
-    print("Traffic optimization plan:", traffic_plan)
-    
-    # Predictive maintenance example
-    displacement_history = [2.0, 2.3, 2.8, 3.5, 4.3]  # mm over months
-    environment = {"temp_variation": 30, "humidity": 75}
-    
-    failure_prob = PredictiveMaintenancePatterns.predict_failure_probability(
-        displacement_history, environment
-    )
-    print(f"Failure probability: {failure_prob:.2%}")

examples/doctor/ci_integration.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 CI Integration Example - Using Doctor in CI/CD pipelines
@@ -20,9 +19,7 @@ def run_doctor_ci():
         [sys.executable, "-m", "praisonai", "doctor", "ci"],
         capture_output=True,
         text=True,
-        encoding="utf-8",
-        errors="replace",
-        timeout=120,
+        timeout=120
     )
     
     # Parse JSON output

examples/embedding/agent_with_embedding.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Agent-centric Embedding Example
 

examples/endpoints_example.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 PraisonAI Endpoints Example

examples/execution/01_agent_execution_config.py

@@ -36,12 +36,6 @@ if __name__ == "__main__":
     print(f"Custom agent max_rpm: {agent.max_rpm}")
     print(f"Custom agent max_execution_time: {agent.max_execution_time}")
     print(f"Custom agent max_retry_limit: {agent.max_retry_limit}")
-
-    # max_rpm auto-creates a live RateLimiter (not just a stored number)
-    assert agent_rate_limited.max_rpm == 10
-    assert agent_rate_limited._rate_limiter is not None
-    assert agent_rate_limited._rate_limiter.requests_per_minute == 10
-    print(f"Rate-limited agent limiter: {agent_rate_limited._rate_limiter}")
     
     # Test custom agent
     print("\n--- Custom Execution ---")

examples/guardrail_example_fixed.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 Fixed example demonstrating proper guardrail usage with PraisonAI Agents.

examples/knowledge/compression_demo.py

@@ -149,28 +149,21 @@ def main():
             
             print(f"\nOriginal document length: {len(content)} characters")
             
-            chunks = [{"text": content, "metadata": {"source": doc_path}}]
-            target_tokens = 2000
-
             # Compress with different ratios
             for ratio in [0.3, 0.5, 0.7]:
-                compressor = ContextCompressor(verbose=False)
-                result = compressor.compress(
-                    chunks,
-                    query="security verification code",
-                    target_tokens=target_tokens,
-                    compression_ratio=ratio,
+                compressor = ContextCompressor(
+                    max_tokens=2000,
+                    target_ratio=ratio,
                 )
+                result = compressor.compress([content], query="security verification code")
                 
                 print(f"\nCompression ratio {ratio}:")
                 print(f"  Original tokens: {result.original_tokens}")
                 print(f"  Compressed tokens: {result.compressed_tokens}")
-                print(f"  Actual ratio: {result.compression_ratio:.2f}")
+                print(f"  Actual ratio: {result.compressed_tokens / max(result.original_tokens, 1):.2f}")
                 
                 # Check if secret code is preserved
-                compressed_text = " ".join(
-                    c.get("text", "") for c in result.chunks
-                ) if result.chunks else ""
+                compressed_text = " ".join(result.chunks) if result.chunks else ""
                 if SECRET_CODE in compressed_text:
                     print(f"  ✅ Secret code preserved in compressed output")
                 else:

examples/knowledge/context_required_example.py

@@ -80,7 +80,7 @@ Be precise and quote exact values when asked about codes or numbers.""",
         print(f"\nAnswer: {response}\n")
         
         # Verify the answer contains the unique code
-        if "ZEBRA-71" in str(response or "").upper():
+        if "ZEBRA-71" in response.upper():
             print("✅ VERIFIED: Agent correctly retrieved the unique code from context!\n")
         else:
             print("❌ WARNING: Agent did not find the code - check retrieval\n")
@@ -104,7 +104,7 @@ Be precise and quote exact values when asked about codes or numbers.""",
         response = agent.chat("What is the security incident code?")
         print(f"\nAnswer: {response}\n")
         
-        if "HAWK-88" in str(response or "").upper():
+        if "HAWK-88" in response.upper():
             print("✅ VERIFIED: Agent correctly retrieved the security code!\n")
         else:
             print("❌ WARNING: Agent did not find the code - check retrieval\n")

examples/knowledge/scope_identifiers_example.py

@@ -65,6 +65,7 @@ def main():
             name="Policy_Expert",
             instructions="You are a policy expert.",
             knowledge=[temp_dir],
+            agent_id="policy_agent_v1",  # Knowledge scoped to this agent
         )
         
         response = shared_agent.chat("What are the expense report rules?")
@@ -80,6 +81,7 @@ def main():
             instructions="You are a personal HR assistant.",
             knowledge=[temp_dir],
             memory={"user_id": "user_bob"},
+            agent_id="hr_bot_v2",
         )
         
         response = combined_agent.chat("What training is required?")

examples/managed-agents/persistence/clickhouse_managed.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 ManagedAgent + ClickHouse Persistence — Real conversation with session resume.

examples/managed-agents/persistence/mongodb_managed.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 ManagedAgent + MongoDB Persistence — Real conversation with session resume.

examples/managed-agents/persistence/mysql_managed.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 ManagedAgent + MySQL Persistence — Real conversation with session resume.

examples/managed-agents/persistence/postgres_managed.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 ManagedAgent + PostgreSQL Persistence — Real conversation with session resume.

examples/managed-agents/persistence/redis_managed.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 ManagedAgent + Redis Persistence — Real conversation with session resume.

examples/managed-agents/persistence/sqlite_managed.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 ManagedAgent + SQLite Persistence — Real conversation with session resume.

examples/mcp_server/custom_tools_server.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 Custom Tools MCP Server Example

examples/mcp_server/http_stream_server.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 HTTP Stream MCP Server Example

examples/mcp_server/mcp_client_example.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 MCP Client Example

examples/multi_agent/shared_session_wow.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """Multi-Agent Shared Session Demo"""
 from praisonaiagents import Agent
 from praisonai.persistence import create_conversation_store

examples/observability/langfuse_example.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Langfuse Integration Example (Updated for TraceSinkProtocol)
 

examples/observability/mlflow_local_wow.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """MLflow Local Observability Demo (no API key needed)"""
 import mlflow
 import time

examples/observability/multi_agent_tracing.py

@@ -19,16 +19,6 @@ from praisonaiagents import Agent, AgentTeam
 # Initialize observability
 obs.init()
 
-
-def set_span_attr(span, key, value):
-    """Set span attribute safely across observability implementations."""
-    if hasattr(span, "set_attribute"):
-        span.set_attribute(key, value)
-        return
-    attrs = getattr(span, "attributes", None)
-    if attrs is not None:
-        attrs[key] = value
-
 # Create agents
 researcher = Agent(
     name="Researcher",
@@ -47,13 +37,13 @@ with obs.trace("content-creation", metadata={"workflow": "research-write"}):
     
     # Research phase
     with obs.span("research-phase", kind=SpanKind.AGENT) as research_span:
-        set_span_attr(research_span, "agent", "Researcher")
+        research_span.attributes["agent"] = "Researcher"
         research_result = researcher.chat("Research the benefits of AI in healthcare")
     
     # Writing phase  
     with obs.span("writing-phase", kind=SpanKind.AGENT) as write_span:
-        set_span_attr(write_span, "agent", "Writer")
-        set_span_attr(write_span, "input_length", len(str(research_result)))
+        write_span.attributes["agent"] = "Writer"
+        write_span.attributes["input_length"] = len(str(research_result))
         final_content = writer.chat(f"Write a blog post based on: {research_result}")
 
 print("Final Content:")

examples/persistence/clickhouse_persistence.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 ClickHouse — Persistence Example
 

examples/persistence/minimal_agent_db.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Minimal Agent with Database Persistence
 
@@ -14,8 +13,7 @@ Expected output:
     - Session can be resumed later with same session_id
 """
 
-from praisonaiagents import Agent
-from praisonaiagents.db import db
+from praisonaiagents import Agent, db
 
 # Create database connection (PostgreSQL + Redis)
 my_db = db(
@@ -27,12 +25,10 @@ my_db = db(
 agent = Agent(
     name="Assistant",
     instructions="You are a helpful assistant. Be concise.",
-    memory={
-        "db": my_db,
-        # session_id is optional - defaults to per-hour ID (YYYYMMDDHH-hash)
-        # Set explicitly for session continuity across runs:
-        "session_id": "my-persistent-session",
-    },
+    db=my_db,
+    # session_id is optional - defaults to per-hour ID (YYYYMMDDHH-hash)
+    # Set explicitly for session continuity across runs:
+    session_id="my-persistent-session"
 )
 
 # Chat - messages are automatically persisted

examples/persistence/mongodb_state_store.py

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 MongoDB StateStore — Full Persistence Example