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praisonai-triage-agent[bot]andMervin Praison ac4eafc3a0 fix: detect single-backslash, home-relative and bare relative Windows paths
Addresses Gemini and Greptile review feedback: is_path_like now recognizes
\path, ~\path and relative paths containing backslashes (e.g. knowledge\docs)
so equivalent Windows configurations resolve as knowledge sources.

Co-authored-by: Mervin Praison <[email protected]>
2026-06-27 02:07:57 +00:00
2514 changed files with 81303 additions and 297040 deletions

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<!-- 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 -->
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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>
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<p>Tier-2 packages own their domains; the wrapper owns integration surfaces that span multiple tiers.</p>
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<!-- 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>
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<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>
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<!-- 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 -->
@@ -222,12 +222,10 @@ 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.
@@ -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
+2 -8
View File
@@ -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
@@ -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);
-294
View File
@@ -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,
};
+5 -169
View File
@@ -27,109 +27,6 @@ const withRecovery = [
];
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' },
@@ -151,68 +48,9 @@ assert('verdict after head accepted', mg.findMergeGateVerdict(
'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(
@@ -239,25 +77,23 @@ assert('issues event never blocks', !mg.hasBlockingClaudeRunForPr(
'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();
// Conflict rebase clears after bot completion + FINAL on HEAD
const conflictTrigger = {
user: { login: 'MervinPraison' },
body: '@claude this PR has merge conflicts with main. Please rebase',
created_at: conflictIso(-30 * 60 * 1000),
created_at: '2026-06-26T10:30:38Z',
};
const rebaseDone = {
user: { login: 'praisonai-triage-agent[bot]' },
body: 'Rebase complete — PR #2308 onto latest main',
created_at: conflictIso(-29 * 60 * 1000),
created_at: '2026-06-26T10:30:55Z',
};
const finalAfterRebase = {
user: { login: 'MervinPraison' },
body: '@claude You are the FINAL architecture reviewer.',
created_at: conflictIso(-20 * 60 * 1000),
created_at: '2026-06-26T10:39:43Z',
};
const headAfterRebase = conflictIso(-21 * 60 * 1000);
const headAfterRebase = '2026-06-26T10:39:25Z';
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));
+14 -283
View File
@@ -7,9 +7,7 @@ const CLAUDE_TRIGGER_LOGINS = ['MervinPraison', 'github-actions[bot]'];
const AUTO_ACTORS = CLAUDE_TRIGGER_LOGINS;
const CONFLICT_COOLDOWN_MS = 12 * 60 * 60 * 1000;
const CLAUDE_ACTIVE_MS = 35 * 60 * 1000;
const STALE_FINAL_RECOVERY_WINDOW_MS = 60 * 60 * 1000;
const STALE_FINAL_MAX_PER_WINDOW = 2;
const PUSH_AFTER_FINAL_DEBOUNCE_MS = 15 * 60 * 1000;
const POST_PUSH_BUFFER_MS = 5 * 60 * 1000;
const ALLOWED_MERGE_STATES = new Set(['CLEAN', 'UNSTABLE']);
const AGENT_PY_MAX_AUTO_LINES = 100;
const PR_MAX_AUTO_ADDITIONS = 800;
@@ -41,11 +39,6 @@ const BLOCK_LABELS = new Set([
'no-auto-merge',
'auto-merged-by-gate',
]);
const MERGE_READY_LABEL = 'pipeline/merge-ready';
/** Superseded concurrency runs; must not block merge when real tests passed. */
const OPTIONAL_CANCELLED_CHECKS = new Set(['detect-and-trigger']);
/** Cancelled smoke/windows after timeout are non-blocking when core shards passed on HEAD. */
const OPTIONAL_CANCELLED_WHEN_CORE_GREEN = new Set(['smoke', 'test-windows']);
const BOT_REVIEWER_PATTERNS = [
'coderabbit',
'qodo',
@@ -72,16 +65,6 @@ function isClaudeTriggerNoise(c) {
return false;
}
function isClaudeFinalReplyComment(c) {
const login = (c.user?.login || '').toLowerCase();
const fromAutomation =
login.includes('praisonai-triage') ||
login.includes('github-actions') ||
AUTO_ACTORS.some((a) => a.toLowerCase() === login);
if (!fromAutomation) return false;
return (c.body || '').includes('Claude finished');
}
function hasRecentClaudeTrigger(comments, minutes = 35) {
const cutoff = Date.now() - minutes * 60 * 1000;
return comments.some((c) => {
@@ -100,47 +83,15 @@ function isConflictRebaseTriggerComment(c) {
function isConflictRebaseCompletionComment(c) {
const login = (c.user?.login || '').toLowerCase();
const fromAutomation =
login.includes('praisonai-triage') ||
login.includes('github-actions') ||
AUTO_ACTORS.some((a) => a.toLowerCase() === login);
if (!fromAutomation) return false;
if (!login.includes('praisonai-triage') && !login.includes('github-actions')) return false;
const body = (c.body || '').toLowerCase();
return (
body.includes('rebase complete') ||
body.includes('rebase onto') ||
body.includes('force-pushed') ||
(body.includes('conflict') && body.includes('resolved'))
);
}
/** HEAD landed after conflict rebase but no FINAL @claude since that push. */
function needsFinalReReviewAfterConflictRebase(comments, headPushedAt) {
if (!headPushedAt) return false;
const headTime = new Date(headPushedAt).getTime();
const conflictTriggers = comments.filter(isConflictRebaseTriggerComment);
if (conflictTriggers.length === 0) return false;
const latestConflict = conflictTriggers.reduce((a, b) =>
new Date(a.created_at) > new Date(b.created_at) ? a : b
);
const conflictTime = new Date(latestConflict.created_at).getTime();
if (headTime <= conflictTime) return false;
const rebaseDone = comments.some(
(c) =>
new Date(c.created_at).getTime() > conflictTime && isConflictRebaseCompletionComment(c)
);
if (!rebaseDone) return false;
const finalsAfterHead = comments.filter(
(c) =>
isFinalClaudeTriggerComment(c) &&
new Date(c.created_at).getTime() >= headTime - 60000
);
return finalsAfterHead.length === 0;
}
function conflictRebaseQuiescent(comments, headPushedAt) {
const conflictTriggers = comments.filter(isConflictRebaseTriggerComment);
if (conflictTriggers.length === 0) return true;
@@ -222,11 +173,6 @@ function isStaleFinalAfterPush(comments, headPushedAt) {
);
const finalTime = new Date(latestFinal.created_at).getTime();
if (headTime <= finalTime + 60000) return false;
const claudeRepliedAfterFinal = comments.some((c) => {
if (!isClaudeFinalReplyComment(c)) return false;
return new Date(c.created_at).getTime() >= finalTime - 60000;
});
if (claudeRepliedAfterFinal) return false;
const claudeSinceHead = comments.some((c) => {
if (!CLAUDE_TRIGGER_LOGINS.includes(c.user.login)) return false;
if (isClaudeTriggerNoise(c)) return false;
@@ -249,58 +195,6 @@ function shouldSkipFinalRecovery(comments, headPushedAt) {
return hasRecentClaudeTrigger(comments, 35);
}
function countFinalTriggersSince(comments, sinceMs) {
return comments.filter(
(c) => isFinalClaudeTriggerComment(c) && new Date(c.created_at).getTime() > sinceMs
).length;
}
function isClaudeAutomationLogin(login) {
const lower = (login || '').toLowerCase();
return lower.includes('praisonai-triage') || lower === 'github-actions[bot]';
}
function isPushSoonAfterLatestFinal(comments, headPushedAt) {
if (!headPushedAt) return false;
const finals = comments.filter(isFinalClaudeTriggerComment);
if (finals.length === 0) return false;
const latestFinal = finals.reduce((a, b) =>
new Date(a.created_at) > new Date(b.created_at) ? a : b
);
const finalTime = new Date(latestFinal.created_at).getTime();
const headTime = new Date(headPushedAt).getTime();
if (headTime <= finalTime) return false;
return headTime - finalTime < PUSH_AFTER_FINAL_DEBOUNCE_MS;
}
/** Returns { skip: true, reason } when stale-FINAL recovery should not post. */
function shouldSkipStaleFinalRecovery(comments, headPushedAt, headPusherLogin = null) {
if (!isStaleFinalAfterPush(comments, headPushedAt)) {
return { skip: true, reason: 'not stale' };
}
if (headPusherLogin && isClaudeAutomationLogin(headPusherLogin)) {
return { skip: true, reason: 'head pushed by Claude automation' };
}
if (needsFinalReReviewAfterConflictRebase(comments, headPushedAt)) {
return { skip: false, reason: '' };
}
if (isPushSoonAfterLatestFinal(comments, headPushedAt)) {
return {
skip: true,
reason: 'head pushed soon after FINAL (wait for CI / batched fixes)',
};
}
const windowStart = Date.now() - STALE_FINAL_RECOVERY_WINDOW_MS;
const finalsInWindow = countFinalTriggersSince(comments, windowStart);
if (finalsInWindow >= STALE_FINAL_MAX_PER_WINDOW) {
return {
skip: true,
reason: `stale-FINAL capped (${finalsInWindow} FINAL triggers in last hour)`,
};
}
return { skip: false, reason: '' };
}
function finalClaudeCompletedOnSha(comments, headPushedAt) {
if (!hasFinalClaudeReviewTrigger(comments)) return false;
if (isStaleFinalAfterPush(comments, headPushedAt)) return false;
@@ -308,7 +202,7 @@ function finalClaudeCompletedOnSha(comments, headPushedAt) {
}
const FINAL_CLAUDE_REVIEW_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\n4. SDK value: review in depth whether the change genuinely adds value to the SDK — never add features for the sake of adding them. It must strengthen the SDK (simpler, more user-friendly, robust, world-class, secure). If it does not clearly add value, request changes or recommend rejecting/closing rather than merging scope creep\n5. Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.\n6. Repo routing: agent-callable tools → PraisonAI-Tools; lifecycle plugins → PraisonAI-Plugins; optional sandbox backends → PraisonAI-Plugins (`praisonai.sandbox` entry point) — request changes if wrongly added to praisonaiagents/\n\n**Phase 2: FIX Valid Issues**\n7. For any VALID bugs or architectural flaws found by Gemini, CodeRabbit, Qodo, Copilot, or any other reviewer: implement the fix\n8. Also independently identify and fix any gaps or issues you find in the changed code — do not rely only on prior reviewer feedback\n9. Push all code fixes directly to THIS branch (do NOT create a new PR)\n10. Comment a summary of exact files modified and what you skipped\n\n**Phase 3: Final Verdict**\n11. If all issues are resolved, approve the PR / close the Issue\n12. If blocking issues remain, request changes / leave clear action items';
'@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\n4. SDK value: review in depth whether the change genuinely adds value to the SDK — never add features for the sake of adding them. It must strengthen the SDK (simpler, more user-friendly, robust, world-class, secure). If it does not clearly add value, request changes or recommend rejecting/closing rather than merging scope creep\n5. Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.\n\n**Phase 2: FIX Valid Issues**\n5. For any VALID bugs or architectural flaws found by Gemini, CodeRabbit, Qodo, Copilot, or any other reviewer: implement the fix\n6. Push all code fixes directly to THIS branch (do NOT create a new PR)\n7. Comment a summary of exact files modified and what you skipped\n\n**Phase 3: Final Verdict**\n8. If all issues are resolved, approve the PR / close the Issue\n9. If blocking issues remain, request changes / leave clear action items';
async function getMergeState(github, owner, repo, prNumber) {
const query = `
@@ -349,87 +243,14 @@ async function getMergeState(github, owner, repo, prNumber) {
};
}
async function listChecksOnSha(github, owner, repo, sha) {
async function allChecksGreenOnSha(github, owner, repo, sha, core) {
const { data } = await github.rest.checks.listForRef({
owner,
repo,
ref: sha,
per_page: 100,
});
return (data.check_runs || []).filter((r) => r.head_sha === sha);
}
function listFailedChecksOnSha(runs) {
return (runs || []).filter((run) => {
if (run.status !== 'completed') return false;
return run.conclusion === 'failure';
});
}
function isCoreTestRun(run) {
const name = run?.name || '';
return name === 'test-core' || name.startsWith('test-core ') || name === 'test-core-collect';
}
function coreTestsGreenOnRuns(runs) {
const coreRuns = (runs || []).filter(isCoreTestRun);
if (coreRuns.length === 0) return false;
return coreRuns.every(
(run) =>
run.status === 'completed' &&
['success', 'neutral', 'skipped'].includes(run.conclusion)
);
}
function checkConclusionRank(conclusion) {
if (conclusion === 'success') return 4;
if (conclusion === 'neutral') return 3;
if (conclusion === 'skipped') return 2;
if (conclusion === 'cancelled') return 1;
return 0;
}
function isPendingRun(run) {
return !!(run && run.status && run.status !== 'completed');
}
function bestRunsByName(runs) {
const byName = new Map();
for (const run of runs || []) {
if (!run) continue;
const existing = byName.get(run.name);
if (!existing) {
byName.set(run.name, run);
continue;
}
const runPending = isPendingRun(run);
const existingPending = isPendingRun(existing);
if (existingPending) continue;
if (
runPending ||
checkConclusionRank(run.conclusion) > checkConclusionRank(existing.conclusion)
) {
byName.set(run.name, run);
}
}
return [...byName.values()];
}
function isAcceptableCheckConclusion(run, runs) {
if (['success', 'neutral', 'skipped'].includes(run.conclusion)) return true;
if (run.conclusion === 'cancelled' && OPTIONAL_CANCELLED_CHECKS.has(run.name)) return true;
if (
run.conclusion === 'cancelled' &&
OPTIONAL_CANCELLED_WHEN_CORE_GREEN.has(run.name) &&
coreTestsGreenOnRuns(runs)
) {
return true;
}
return false;
}
async function allChecksGreenOnSha(github, owner, repo, sha, core) {
const runs = bestRunsByName(await listChecksOnSha(github, owner, repo, sha));
const runs = (data.check_runs || []).filter((r) => r.head_sha === sha);
if (runs.length === 0) {
core?.info?.(`No check runs on ${sha.slice(0, 7)} — allowing (e.g. docs-only PR)`);
return true;
@@ -439,17 +260,11 @@ async function allChecksGreenOnSha(github, owner, repo, sha, core) {
core?.info?.(`Check pending: ${run.name} (${run.status})`);
return false;
}
if (!isAcceptableCheckConclusion(run, runs)) {
const ok = ['success', 'neutral', 'skipped'].includes(run.conclusion);
if (!ok) {
core?.info?.(`Check failed: ${run.name} (${run.conclusion})`);
return false;
}
if (
run.conclusion === 'cancelled' &&
OPTIONAL_CANCELLED_WHEN_CORE_GREEN.has(run.name) &&
coreTestsGreenOnRuns(runs)
) {
core?.info?.(`Ignoring cancelled ${run.name} — test-core green on HEAD`);
}
}
return true;
}
@@ -788,16 +603,15 @@ async function evaluatePipelineQuiescent(github, owner, repo, prNumber, core, op
reasons.push('recent merge-conflict @claude');
}
if (!skipRecentClaudeCooldown && hasRecentClaudeTrigger(ctx.comments, 35)) {
const verdictOnHead = findMergeGateVerdict(ctx.comments, null, ctx.headPushedAt) !== null;
if (!verdictOnHead) reasons.push('recent @claude within 35min');
reasons.push('recent @claude within 35min');
}
if (!skipGlobalClaudeRunCheck && (await hasInProgressClaudeAssistant(github, owner, repo, prNumber))) {
reasons.push('claude.yml in progress');
}
const checksOk = await allChecksGreenOnSha(github, owner, repo, ctx.headSha, core);
if (!checksOk) reasons.push('CI not green on HEAD');
const headTime = new Date(ctx.headPushedAt).getTime();
if (Date.now() - headTime < POST_PUSH_BUFFER_MS) reasons.push('post-push buffer (<5min)');
if (!finalClaudeCompletedOnSha(ctx.comments, ctx.headPushedAt)) {
if (!hasFinalClaudeReviewTrigger(ctx.comments)) {
@@ -832,6 +646,9 @@ async function evaluatePipelineQuiescent(github, owner, repo, prNumber, core, op
const sdkCheckReason = await sdkTestChecksReason(github, owner, repo, ctx.headSha, pullFiles, core);
if (sdkCheckReason) reasons.push(sdkCheckReason);
const checksOk = await allChecksGreenOnSha(github, owner, repo, ctx.headSha, core);
if (!checksOk) reasons.push('CI not green on HEAD');
if (ctx.pr.mergeable === false) reasons.push('not mergeable');
const ready = reasons.length === 0;
@@ -843,67 +660,10 @@ async function evaluatePipelineQuiescent(github, owner, repo, prNumber, core, op
};
}
async function listPrNumbersForMergeGateScan(github, owner, repo, core) {
let mergeReadyIssues;
if (typeof github.paginate === 'function') {
mergeReadyIssues = await github.paginate(github.rest.issues.listForRepo, {
owner,
repo,
state: 'open',
labels: MERGE_READY_LABEL,
per_page: 100,
});
} else {
({ data: mergeReadyIssues } = await github.rest.issues.listForRepo({
owner,
repo,
state: 'open',
labels: MERGE_READY_LABEL,
per_page: 100,
}));
}
const mergeReady = mergeReadyIssues
.filter((issue) => issue.pull_request)
.map((issue) => issue.number)
.sort((a, b) => a - b);
if (mergeReady.length > 0) {
core?.info?.(
`Merge gate scan: ${mergeReady.length} ${MERGE_READY_LABEL} PR(s) (skipping unlabelled open PRs)`
);
return mergeReady;
}
core?.info?.(`No ${MERGE_READY_LABEL} PRs — scanning oldest open PRs`);
const prs =
typeof github.paginate === 'function'
? await github.paginate(github.rest.pulls.list, {
owner,
repo,
state: 'open',
per_page: 100,
sort: 'created',
direction: 'asc',
})
: (await github.rest.pulls.list({
owner,
repo,
state: 'open',
per_page: 100,
sort: 'created',
direction: 'asc',
})).data;
return prs.map((pr) => pr.number);
}
async function selectMergeGateCandidates(github, owner, repo, prNumbers, maxCandidates, core) {
const readyList = [];
const skipped = [];
for (const num of prNumbers) {
if (readyList.length >= maxCandidates) {
core?.info?.(`Found ${maxCandidates} candidate(s) — skipping remaining PR scans`);
break;
}
const result = await evaluatePipelineQuiescent(github, owner, repo, num, core);
if (result.ready) {
readyList.push({ pr_number: num, head_sha: result.headSha });
@@ -918,20 +678,12 @@ async function selectMergeGateCandidates(github, owner, repo, prNumbers, maxCand
};
}
const AUTOMATED_FALLBACK_MARKER = 'Automated fallback —';
function isAutomatedFallbackVerdict(body) {
return (body || '').includes(AUTOMATED_FALLBACK_MARKER);
}
function findMergeGateVerdict(comments, minCreatedAt = null, headPushedAt = null, options = {}) {
const { excludeAutomatedFallback = false } = options || {};
function findMergeGateVerdict(comments, minCreatedAt = null, headPushedAt = null) {
const minTime = minCreatedAt ? new Date(minCreatedAt).getTime() : 0;
const headTime = headPushedAt ? new Date(headPushedAt).getTime() - 60000 : 0;
const gateComments = comments
.filter((c) => {
if (!(c.body || '').includes('MERGE_GATE_VERDICT:')) return false;
if (excludeAutomatedFallback && isAutomatedFallbackVerdict(c.body)) return false;
const created = new Date(c.created_at).getTime();
if (minTime && created < minTime) return false;
if (headTime && created < headTime) return false;
@@ -950,27 +702,16 @@ module.exports = {
AUTO_ACTORS,
isFinalClaudeTriggerComment,
isClaudeTriggerNoise,
isClaudeFinalReplyComment,
hasRecentClaudeTrigger,
hasRecentConflictComment,
isConflictRebaseTriggerComment,
isConflictRebaseCompletionComment,
needsFinalReReviewAfterConflictRebase,
conflictRebaseQuiescent,
hasHumanChangesRequested,
hasAnyChangesRequested,
hasFinalClaudeReviewTrigger,
finalClaudeCompletedOnSha,
getMergeState,
OPTIONAL_CANCELLED_CHECKS,
OPTIONAL_CANCELLED_WHEN_CORE_GREEN,
isCoreTestRun,
coreTestsGreenOnRuns,
isPendingRun,
bestRunsByName,
isAcceptableCheckConclusion,
listChecksOnSha,
listFailedChecksOnSha,
allChecksGreenOnSha,
hasInProgressClaudeAssistant,
claudeRunBlocksPr,
@@ -998,19 +739,9 @@ module.exports = {
isStaleFinalAfterPush,
needsStaleFinalRecovery,
shouldSkipFinalRecovery,
shouldSkipStaleFinalRecovery,
isClaudeAutomationLogin,
isPushSoonAfterLatestFinal,
countFinalTriggersSince,
STALE_FINAL_RECOVERY_WINDOW_MS,
STALE_FINAL_MAX_PER_WINDOW,
FINAL_CLAUDE_REVIEW_BODY,
loadPrContext,
evaluatePipelineQuiescent,
MERGE_READY_LABEL,
listPrNumbersForMergeGateScan,
selectMergeGateCandidates,
isAutomatedFallbackVerdict,
AUTOMATED_FALLBACK_MARKER,
findMergeGateVerdict,
};
+4 -60
View File
@@ -5,7 +5,6 @@
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 = [
@@ -156,51 +155,11 @@ async function syncPipelineLabels(github, owner, repo, prNumber, core) {
}
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;
return { synced: true, stage, blockers, ready: evalResult.ready, reasons: evalResult.reasons };
}
async function syncOpenPullRequests(github, owner, repo, options, core) {
const { maxPrs = 20, dispatchMergeGate = true } = options || {};
const { maxPrs = 20 } = options || {};
await ensurePipelineLabels(github, owner, repo, core);
let prs;
if (maxPrs <= 100) {
@@ -219,28 +178,14 @@ async function syncOpenPullRequests(github, owner, repo, options, core) {
});
}
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 || [],
});
}
await syncPipelineLabels(github, owner, repo, pr.number, core);
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'})`);
core?.info?.(`Pipeline label sync complete (${synced} PR(s))`);
return synced;
}
@@ -254,5 +199,4 @@ module.exports = {
ensurePipelineLabels,
syncPipelineLabels,
syncOpenPullRequests,
dispatchMergeGateForOldestReady,
};
-111
View File
@@ -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);
-322
View File
@@ -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,
};
-122
View File
@@ -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');
})();
-315
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@@ -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,
};
+1 -1
View File
@@ -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'
});
+510 -120
View File
@@ -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.
@@ -13,108 +16,518 @@ on:
types: [submitted]
pull_request:
types: [opened, synchronize]
pull_request_target:
types: [opened, synchronize]
schedule:
- cron: '30 3,9,15,21 * * *'
workflow_dispatch:
env:
REVIEW_CHAIN_SKIP_COPILOT: '1'
MAX_POLL_ATTEMPTS: 20
POLL_DELAY_MS: 30000
CLAUDE_TRIGGER_LOGINS: '["MervinPraison","github-actions[bot]"]'
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:
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
});
// 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 (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 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' &&
github.event.action == 'opened'
runs-on: ubuntu-latest
timeout-minutes: 20
permissions:
issues: write
pull-requests: read
pull-requests: write
steps:
- 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 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 => {
const body = (c.body || '').toLowerCase();
if (!body.includes('@claude') || !triggerLogins.includes(c.user.login)) return false;
if (body.includes('merge conflict')) return false;
return body.includes('final architecture reviewer') || body.includes('lead engineer');
});
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 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, SDK value gate — no feature bloat).\n' +
'Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.\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:
- uses: actions/checkout@v4
with:
persist-credentials: false
- name: Post Claude FINAL after prior reviewers
- 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: ${{ secrets.GH_TOKEN }}
script: |
const path = require('path');
const chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pr-review-chain.js'));
const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
const ps = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pipeline-status.js'));
const prNumber =
context.payload.issue?.number ||
context.payload.pull_request?.number;
const pr = parseInt(process.env.PR_NUMBER, 10);
const owner = context.repo.owner;
const repo = context.repo.repo;
const { data: pr } = await github.rest.pulls.get({
owner, repo, pull_number: prNumber,
});
const result = await chain.maybeTriggerClaudeFinal(
github, owner, repo, prNumber,
mergeGate.FINAL_CLAUDE_REVIEW_BODY, core,
{ skipCopilot: true, optionalWaitMs: 0, prCreatedAt: pr.created_at }
);
if (result.posted) core.info(`Posted Claude FINAL on PR #${prNumber}`);
await ps.ensurePipelineLabels(github, owner, repo, core);
await ps.syncPipelineLabels(github, owner, repo, prNumber, core);
# ================================================================
# FALLBACK: Claude FINAL after PR open if reviewers are slow
# ================================================================
claude-fallback-timeout:
if: |
github.event_name == 'pull_request_target' &&
github.event.action == 'opened'
runs-on: ubuntu-latest
timeout-minutes: 45
permissions:
issues: write
pull-requests: read
steps:
- uses: actions/checkout@v4
// 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);
- name: Wait for prior reviewers (30 min)
run: sleep 1800
for (let i = 0; i < maxAttempts; i++) {
console.log(`Poll attempt ${i + 1}/${maxAttempts}...`);
- name: Post Claude FINAL (skip Copilot)
const comments = await github.rest.issues.listComments({
issue_number: pr,
owner,
repo,
per_page: 50,
sort: 'created',
direction: 'desc'
});
// 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'
);
if (copilotResponse) {
console.log(`Copilot responded at ${copilotResponse.created_at}`);
core.setOutput('copilot_responded', 'true');
return;
}
// 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 (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));
}
}
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-coderabbit.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 => {
const body = (c.body || '').toLowerCase();
if (!body.includes('@claude') || !triggerLogins.includes(c.user.login)) return false;
if (body.includes('merge conflict')) return false;
return body.includes('final architecture reviewer') || body.includes('lead engineer');
});
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-coderabbit.outputs.pr_number }}
with:
github-token: ${{ secrets.GH_TOKEN }}
script: |
const pr = parseInt(process.env.PR_NUMBER, 10);
await github.rest.issues.createComment({
issue_number: pr,
owner: context.repo.owner,
repo: context.repo.repo,
body: '@claude You are the FINAL architecture reviewer. If the branch is under MervinPraison/PraisonAI (not a fork), you are able to make modifications to this branch and push directly. SCOPE: Focus ONLY on Python packages (praisonaiagents, praisonai). Do NOT modify praisonai-rust or praisonai-ts. Read ALL comments above from Gemini, Qodo, CodeRabbit, and Copilot carefully before responding.\n\n**Phase 1: Review per AGENTS.md**\n1. Protocol-driven: check heavy implementations vs core SDK\n2. Backward compatible: ensure zero feature regressions\n3. Performance: no hot-path regressions\n4. SDK value: review in depth whether the change genuinely adds value to the SDK — never add features for the sake of adding them. It must strengthen the SDK (simpler, more user-friendly, robust, world-class, secure). If it does not clearly add value, request changes or recommend rejecting/closing rather than merging scope creep\n5. Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.\n\n**Phase 2: FIX Valid Issues**\n5. For any VALID bugs or architectural flaws found by Gemini, CodeRabbit, Qodo, Copilot, or any other reviewer: implement the fix\n6. Push all code fixes directly to THIS branch (do NOT create a new PR)\n7. Comment a summary of exact files modified and what you skipped\n\n**Phase 3: Final Verdict**\n8. If all issues are resolved, approve the PR / close the Issue\n9. If blocking issues remain, request changes / leave clear action items'
});
console.log(`Claude triggered on PR #${pr}`);
- name: Sync pipeline status labels
uses: actions/github-script@v7
env:
PR_NUMBER: ${{ needs.copilot-after-coderabbit.outputs.pr_number }}
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 ps = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pipeline-status.js'));
const pr = parseInt(process.env.PR_NUMBER, 10);
await ps.ensurePipelineLabels(github, context.repo.owner, context.repo.repo, core);
await ps.syncPipelineLabels(github, context.repo.owner, context.repo.repo, pr, core);
# ================================================================
# Recovery: post FINAL @claude after push or when chain missed
# 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:
- uses: actions/checkout@v4
with:
persist-credentials: false
- 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 => {
const body = (c.body || '').toLowerCase();
if (!body.includes('@claude') || !triggerLogins.includes(c.user.login)) return false;
if (body.includes('merge conflict')) return false;
return body.includes('final architecture reviewer') || body.includes('lead engineer');
});
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: ${{ secrets.GH_TOKEN }}
script: |
const pr = parseInt(process.env.PR_NUMBER, 10);
await github.rest.issues.createComment({
issue_number: pr,
owner: context.repo.owner,
repo: context.repo.repo,
body: '@claude You are the FINAL architecture reviewer. If the branch is under MervinPraison/PraisonAI (not a fork), you are able to make modifications to this branch and push directly. SCOPE: Focus ONLY on Python packages (praisonaiagents, praisonai). Do NOT modify praisonai-rust or praisonai-ts. Read ALL comments above from Gemini, Qodo, CodeRabbit, and Copilot carefully before responding.\n\n**Phase 1: Review per AGENTS.md**\n1. Protocol-driven: check heavy implementations vs core SDK\n2. Backward compatible: ensure zero feature regressions\n3. Performance: no hot-path regressions\n4. SDK value: review in depth whether the change genuinely adds value to the SDK — never add features for the sake of adding them. It must strengthen the SDK (simpler, more user-friendly, robust, world-class, secure). If it does not clearly add value, request changes or recommend rejecting/closing rather than merging scope creep\n5. Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.\n\n**Phase 2: FIX Valid Issues**\n5. For any VALID bugs or architectural flaws found by Gemini, CodeRabbit, Qodo, Copilot, or any other reviewer: implement the fix\n6. Push all code fixes directly to THIS branch (do NOT create a new PR)\n7. Comment a summary of exact files modified and what you skipped\n\n**Phase 3: Final Verdict**\n8. If all issues are resolved, approve the PR / close the Issue\n9. If blocking issues remain, request changes / leave clear action items'
});
console.log(`Claude triggered on PR #${pr}`);
- name: Sync pipeline status labels
uses: actions/github-script@v7
env:
PR_NUMBER: ${{ needs.copilot-after-qodo.outputs.pr_number }}
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 = parseInt(process.env.PR_NUMBER, 10);
await ps.ensurePipelineLabels(github, context.repo.owner, context.repo.repo, core);
await ps.syncPipelineLabels(github, context.repo.owner, context.repo.repo, pr, core);
# ================================================================
# 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: write
steps:
- 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 => {
const body = (c.body || '').toLowerCase();
if (!body.includes('@claude') || !triggerLogins.includes(c.user.login)) return false;
if (body.includes('merge conflict')) return false;
return body.includes('final architecture reviewer') || body.includes('lead engineer');
});
core.setOutput('already_triggered', alreadyPosted ? 'true' : 'false');
- 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: |
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\n4. SDK value: review in depth whether the change genuinely adds value to the SDK — never add features for the sake of adding them. It must strengthen the SDK (simpler, more user-friendly, robust, world-class, secure). If it does not clearly add value, request changes or recommend rejecting/closing rather than merging scope creep\n5. Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.\n\n**Phase 2: FIX Valid Issues**\n5. For any VALID bugs or architectural flaws found by Gemini, CodeRabbit, Qodo, Copilot, or any other reviewer: implement the fix\n6. Push all code fixes directly to THIS branch (do NOT create a new PR)\n7. Comment a summary of exact files modified and what you skipped\n\n**Phase 3: Final Verdict**\n8. If all issues are resolved, approve the PR / close the Issue\n9. If blocking issues remain, request changes / leave clear action items'
});
# ================================================================
# Recovery: post FINAL @claude if merge-conflict comment blocked the chain
# (e.g. conflict fired before claude-after-copilot could post review prompt)
# ================================================================
claude-review-recovery:
if: |
github.event_name == 'pull_request_target' &&
github.event_name == 'pull_request' &&
github.event.action == 'synchronize'
runs-on: ubuntu-latest
permissions:
@@ -130,7 +543,6 @@ jobs:
script: |
const path = require('path');
const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
const chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pr-review-chain.js'));
const pr = context.payload.pull_request.number;
const owner = context.repo.owner;
const repo = context.repo.repo;
@@ -138,7 +550,6 @@ jobs:
const comments = await mergeGate.listAllComments(github, owner, repo, pr);
const headPushedAt = (await mergeGate.getHeadCommitDate(github, owner, repo, pr))
|| context.payload.pull_request.updated_at;
const headPusher = context.payload.sender?.login || null;
const hasFinal = mergeGate.hasFinalClaudeReviewTrigger(comments);
const isStale = mergeGate.isStaleFinalAfterPush(comments, headPushedAt);
@@ -148,24 +559,11 @@ jobs:
return;
}
if (await mergeGate.hasInProgressClaudeAssistant(github, owner, repo, pr)) {
core.info('Claude workflow in progress — skip recovery');
return;
}
const finalBody = mergeGate.FINAL_CLAUDE_REVIEW_BODY;
const opts = { skipCopilot: true, optionalWaitMs: 0 };
if (hasFinal && isStale) {
const gate = mergeGate.shouldSkipStaleFinalRecovery(comments, headPushedAt, headPusher);
if (gate.skip) {
core.info(`Skip stale-FINAL recovery: ${gate.reason}`);
return;
}
const result = await chain.maybeTriggerClaudeFinal(
github, owner, repo, pr, finalBody, core, opts
);
if (result.posted) core.info(`Posted stale-FINAL recovery @claude on PR #${pr}`);
await github.rest.issues.createComment({ issue_number: pr, owner, repo, body: finalBody });
core.info(`Posted stale-FINAL recovery @claude on PR #${pr}`);
return;
}
@@ -174,10 +572,18 @@ jobs:
return;
}
const result = await chain.maybeTriggerClaudeFinal(
github, owner, repo, pr, finalBody, core, opts
);
if (result.posted) core.info(`Posted missing FINAL Claude review on PR #${pr}`);
const hasReviewerActivity = comments.some(c => {
const login = c.user.login.toLowerCase();
return login.includes('coderabbit') || login.includes('copilot') ||
login.includes('greptile') || login.includes('qodo') || login.includes('gemini');
});
if (!hasReviewerActivity) {
core.info('No bot reviewer activity yet, skipping recovery');
return;
}
await github.rest.issues.createComment({ issue_number: pr, owner, repo, body: finalBody });
core.info(`Posted missing FINAL Claude review on PR #${pr}`);
- name: Sync pipeline status labels
uses: actions/github-script@v7
@@ -190,8 +596,8 @@ jobs:
await ps.ensurePipelineLabels(github, context.repo.owner, context.repo.repo, core);
await ps.syncPipelineLabels(github, context.repo.owner, context.repo.repo, pr, core);
# Scheduled + manual: post missing or stale FINAL @claude on all open PRs (incl. forks)
post-missing-claude-final:
# Scheduled: re-post @claude when FINAL is stale (Claude pushed after last FINAL trigger)
stale-final-recovery-scheduled:
if: github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'
runs-on: ubuntu-latest
permissions:
@@ -200,14 +606,13 @@ jobs:
steps:
- uses: actions/checkout@v4
- name: Post missing/stale FINAL @claude on open PRs
- name: Re-post stale FINAL @claude on open internal PRs
uses: actions/github-script@v7
with:
github-token: ${{ secrets.GH_TOKEN }}
script: |
const path = require('path');
const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
const chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pr-review-chain.js'));
const owner = context.repo.owner;
const repo = context.repo.repo;
const prs = await github.paginate(github.rest.pulls.list, {
@@ -216,43 +621,28 @@ jobs:
let posted = 0;
for (const pr of prs) {
if (pr.draft) continue;
if (pr.head?.repo?.full_name && pr.head.repo.full_name !== `${owner}/${repo}`) continue;
const comments = await mergeGate.listAllComments(github, owner, repo, pr.number);
const headPushedAt = (await mergeGate.getHeadCommitDate(github, owner, repo, pr.number)) || pr.updated_at;
const hasFinal = mergeGate.hasFinalClaudeReviewTrigger(comments);
const isStale = mergeGate.isStaleFinalAfterPush(comments, headPushedAt);
if (hasFinal && !isStale) continue;
if (!mergeGate.needsStaleFinalRecovery(comments, headPushedAt)) continue;
if (mergeGate.hasRecentClaudeTrigger(comments, 10)) {
core.info(`PR #${pr.number}: @claude within 10min — skip`);
core.info(`PR #${pr.number}: stale FINAL but @claude within 10min — skip`);
continue;
}
if (await mergeGate.hasInProgressClaudeAssistant(github, owner, repo, pr.number)) {
core.info(`PR #${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;
await github.rest.issues.createComment({
issue_number: pr.number, owner, repo,
body: mergeGate.FINAL_CLAUDE_REVIEW_BODY,
});
posted++;
core.info(`Posted scheduled stale-FINAL recovery on PR #${pr.number}`);
if (posted >= 5) break;
}
core.info(`Missing/stale Claude FINAL sweep complete (${posted} posted)`);
core.info(`Scheduled stale-FINAL recovery complete (${posted} posted)`);
# ================================================================
# BOT PRs: kick CodeRabbit + Qodo (Greptile may follow on its own)
# BOT PRs: CodeRabbit/Qodo skip bot-authored PRs by default.
# Trigger them explicitly. Do NOT trigger Copilot here — it will
# be triggered by copilot-after-coderabbit/qodo when they finish.
# ================================================================
bot-pr-trigger-reviews:
if: |
@@ -291,4 +681,4 @@ jobs:
const ps = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pipeline-status.js'));
const pr = context.payload.pull_request.number;
await ps.ensurePipelineLabels(github, context.repo.owner, context.repo.repo, core);
await ps.syncPipelineLabels(github, context.repo.owner, context.repo.repo, pr, core);
await ps.syncPipelineLabels(github, context.repo.owner, context.repo.repo, pr, core);
-102
View File
@@ -1,102 +0,0 @@
name: Auto CI Failure → Claude
# Detects internal PRs with failing CI and posts @claude with extracted failure details.
on:
workflow_run:
workflows: [Core Tests, Optimized Test Suite]
types: [completed]
pull_request:
types: [opened, synchronize, reopened]
workflow_dispatch:
inputs:
pr_number:
description: 'Optional PR number to process (default: scan blocked PRs)'
required: false
type: string
schedule:
- cron: '15 */6 * * *'
concurrency:
group: ci-failure-scan-${{ 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}/${repo}`;
async function processPR(prNumber) {
return ciFix.maybeTriggerCiFixClaude(github, owner, repo, prNumber, core);
}
let results = [];
if (context.eventName === 'workflow_run') {
const wr = context.payload.workflow_run;
const result = await ciFix.processWorkflowRunFailure(
github, owner, repo, wr, core
);
results.push({ event: 'workflow_run', workflow: wr.name, ...result });
} else if (context.eventName === 'pull_request') {
results.push({
pr: context.payload.pull_request.number,
...(await processPR(context.payload.pull_request.number)),
});
} else {
let prNumbers = [];
if (context.eventName === 'workflow_dispatch' && context.payload.inputs?.pr_number) {
prNumbers = [Number(context.payload.inputs.pr_number)];
} else {
const prs = await github.paginate(github.rest.pulls.list, {
owner,
repo,
state: 'open',
per_page: 100,
});
for (const pr of prs) {
if (pr.draft) continue;
const headRepo = pr.head?.repo?.full_name;
if (headRepo && headRepo !== baseRepo) continue;
const { data: issue } = await github.rest.issues.get({
owner,
repo,
issue_number: pr.number,
});
const labels = issue.labels.map((l) => l.name);
if (labels.includes('pipeline/blocked:ci') || labels.includes(ciFix.CI_FIX_LABEL)) {
prNumbers.push(pr.number);
}
}
}
for (const num of prNumbers) {
results.push({ pr: num, ...(await processPR(num)) });
}
}
core.summary.addRaw('```json\n' + JSON.stringify(results, null, 2) + '\n```');
await core.summary.write();
+48 -106
View File
@@ -5,8 +5,7 @@ name: Claude PR Merge Gate
on:
schedule:
# Scan for merge-ready PRs every 10 minutes (assess runs only when candidates exist).
- cron: '*/10 * * * *'
- cron: '0 2,8,14,20 * * *'
workflow_dispatch:
inputs:
pr_number:
@@ -34,11 +33,11 @@ on:
concurrency:
group: claude-merge-gate-${{ github.repository }}-${{ github.event.inputs.pr_number || github.event.client_payload.pr_number || github.event.workflow_run.id || 'scan' }}
cancel-in-progress: false
cancel-in-progress: true
env:
GH_TOKEN: ${{ secrets.GH_TOKEN || github.token }}
MAX_CANDIDATES: 3
MAX_CANDIDATES: 5
DISPATCH_PR_NUMBER: ${{ github.event.inputs.pr_number || github.event.client_payload.pr_number || '' }}
permissions:
@@ -56,22 +55,15 @@ jobs:
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
env:
PAT: ${{ secrets.GH_TOKEN }}
with:
github-token: ${{ steps.app-token.outputs.token }}
github-token: ${{ secrets.GH_TOKEN }}
script: |
const path = require('path');
const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
@@ -79,6 +71,11 @@ jobs:
const owner = context.repo.owner;
const repo = context.repo.repo;
if (!process.env.PAT) {
core.setFailed('GH_TOKEN secret is required for merge gate auto-dispatch (needs repo + workflow scope).');
return;
}
if (wr.conclusion !== 'success') {
core.info(`Skip dispatch: ${wr.name} conclusion=${wr.conclusion}`);
return;
@@ -123,26 +120,17 @@ jobs:
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 }}
github-token: ${{ env.GH_TOKEN }}
script: |
const path = require('path');
const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
@@ -167,9 +155,10 @@ jobs:
skipped.push({ pr: n, reasons: result.reasons });
}
} else {
const prNumbers = await mergeGate.listPrNumbersForMergeGateScan(
github, owner, repo, core
);
const prs = await github.paginate(github.rest.pulls.list, {
owner, repo, state: 'open', per_page: 100, sort: 'created', direction: 'asc',
});
const prNumbers = prs.map((p) => p.number);
const selected = await mergeGate.selectMergeGateCandidates(
github, owner, repo, prNumbers, maxCandidates, core
);
@@ -206,7 +195,7 @@ jobs:
});
}
await ps.syncOpenPullRequests(github, owner, repo, { maxPrs: 10 }, core);
await ps.syncOpenPullRequests(github, owner, repo, { maxPrs: 20 }, core);
claude-assess:
needs: scan-candidates
@@ -240,7 +229,7 @@ jobs:
id: mark_active
uses: actions/github-script@v7
with:
github-token: ${{ steps.app-token.outputs.token }}
github-token: ${{ env.GH_TOKEN }}
script: |
core.setOutput('started_at', new Date().toISOString());
await github.rest.issues.addLabels({
@@ -262,6 +251,7 @@ jobs:
- name: Claude merge gate assessment (read-only)
id: assess
continue-on-error: true
uses: ./.github/actions/claude-code-action
env:
GH_TOKEN: ${{ steps.app-token.outputs.token }}
@@ -288,13 +278,12 @@ jobs:
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.
3. Confirm SDK value gate: change strengthens praisonaiagents (no scope creep).
4. Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.
5. If agent.py adds >100 lines or new Agent __init__ params, respond MERGE_GATE_VERDICT: BLOCK (manual review required).
6. 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.
7. Confirm no CHANGES_REQUESTED reviews and CI green on HEAD ${{ matrix.head_sha }}.
8. 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: |
@@ -309,12 +298,11 @@ jobs:
Read
timeout_minutes: 15
- name: Post fallback BLOCK if Opus did not comment
- name: Post fallback verdict if Claude did not comment
id: fallback_verdict
if: steps.assess.outcome != 'success'
uses: actions/github-script@v7
with:
github-token: ${{ steps.app-token.outputs.token }}
github-token: ${{ env.GH_TOKEN }}
script: |
const mergeGate = require('/tmp/merge-gate.js');
const owner = context.repo.owner;
@@ -323,24 +311,24 @@ jobs:
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 }
);
const existing = mergeGate.findMergeGateVerdict(ctx.comments, minCreatedAt, ctx.headPushedAt);
if (existing) {
core.info(`Opus verdict already posted: ${existing}`);
core.info(`Verdict already posted: ${existing}`);
core.setOutput('verdict', existing);
return;
}
const check = await mergeGate.evaluatePipelineQuiescent(
github, owner, repo, prNumber, core, { forMergeStep: true }
);
const verdict = check.ready ? 'APPROVE' : 'BLOCK';
const lines = [
'MERGE_GATE_VERDICT: BLOCK',
`MERGE_GATE_VERDICT: ${verdict}`,
'',
'Automated fallback — Opus merge gate assessment did not complete.',
'Automated fallback — Claude assess did not post a verdict comment (e.g. GitHub MCP unavailable).',
];
if (check.ready) {
lines.push('Deterministic gates passed, but Opus MERGE_GATE_VERDICT is required before merge.');
lines.push('All deterministic merge gates passed.');
} else {
lines.push('Blockers:', ...check.reasons.map((r) => `- ${r}`));
}
@@ -348,12 +336,14 @@ jobs:
owner, repo, issue_number: prNumber,
body: lines.join('\n'),
});
core.info('Posted fallback BLOCK — Opus verdict required');
core.info(`Posted fallback verdict: ${verdict}`);
core.setOutput('verdict', verdict);
- name: Require Opus MERGE_GATE_VERDICT
- name: Verify verdict posted
id: verdict
uses: actions/github-script@v7
with:
github-token: ${{ steps.app-token.outputs.token }}
github-token: ${{ env.GH_TOKEN }}
script: |
const mergeGate = require('/tmp/merge-gate.js');
const comments = await mergeGate.listAllComments(
@@ -363,23 +353,15 @@ jobs:
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);
const verdict = mergeGate.findMergeGateVerdict(comments, minCreatedAt, ctx.headPushedAt);
core.setOutput('verdict', verdict || 'NONE');
if (!verdict) core.warning('No recent MERGE_GATE_VERDICT comment found after assessment');
- name: Remove merge gate active label
if: always()
uses: actions/github-script@v7
with:
github-token: ${{ steps.app-token.outputs.token }}
github-token: ${{ env.GH_TOKEN }}
script: |
const prNumber = ${{ matrix.pr_number }};
try {
@@ -413,25 +395,16 @@ jobs:
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 }}
github-token: ${{ env.GH_TOKEN }}
script: |
const path = require('path');
const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
@@ -454,9 +427,7 @@ jobs:
const ctx = await mergeGate.loadPrContext(github, owner, repo, prNumber);
const comments = ctx.comments;
const verdictMin = new Date(Date.now() - 25 * 60 * 1000).toISOString();
const verdict = mergeGate.findMergeGateVerdict(
comments, verdictMin, ctx.headPushedAt, { excludeAutomatedFallback: true }
);
const verdict = mergeGate.findMergeGateVerdict(comments, verdictMin, ctx.headPushedAt);
if (verdict !== 'APPROVE') {
core.info(`Skip merge: verdict=${verdict || 'NONE'}`);
await removeLabels();
@@ -479,38 +450,9 @@ jobs:
}
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.pulls.merge({
owner, repo, pull_number: prNumber, merge_method: method,
});
await github.rest.issues.addLabels({
owner, repo, issue_number: prNumber, labels: ['auto-merged-by-gate'],
+14 -42
View File
@@ -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 +112,27 @@ 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 != 'issue_comment' || contains(github.event.comment.body, '@claude')) &&
(github.event_name != 'pull_request_review' || contains(github.event.review.body, '@claude')) &&
(github.event_name != 'pull_request_review_comment' || contains(github.event.comment.body, '@claude')) &&
(
!contains(github.actor, '[bot]') ||
github.actor == 'github-actions[bot]' ||
(github.event_name == 'issues' && github.event.action == 'labeled' && github.event.label.name == 'claude' && github.actor == 'praisonai-triage-agent[bot]')
github.actor == '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
@@ -294,19 +268,17 @@ 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.
- 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.
+22 -47
View File
@@ -1,7 +1,7 @@
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.
# When install.sh or install.ps1 change on main, trigger praison.ai CI which
# syncs scripts at build time and deploys to Azure AKS (existing azure-pipeline.yaml).
on:
push:
@@ -19,59 +19,34 @@ permissions:
contents: read
jobs:
deploy-to-hestia:
trigger-website-deploy:
runs-on: ubuntu-latest
environment: production-hestia
steps:
- uses: actions/checkout@v4
with:
ref: main
persist-credentials: false
- name: Sync install scripts to Hestia
- name: Trigger praison.ai CI
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 }}
GH_TOKEN: ${{ secrets.SECRETS_ADMIN_PAT }}
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."
if [ -z "${GH_TOKEN:-}" ]; then
echo "SECRETS_ADMIN_PAT is not configured in this repository"
exit 1
fi
echo "$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
gh workflow run CI \
--repo MervinPraison/praison.ai \
--ref master
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 "Triggered praison.ai CI for PraisonAI commit ${SOURCE_SHA}"
echo "Monitor: https://github.com/MervinPraison/praison.ai/actions/workflows/azure-pipeline.yaml"
echo "Deployed install scripts for commit ${SOURCE_SHA}"
echo "Verify: curl -fsSL https://praison.ai/install.ps1 | head -5"
sleep 10
RUN_URL=$(gh run list \
--repo MervinPraison/praison.ai \
--workflow CI \
--limit 1 \
--json url,status,createdAt \
--jq '.[0].url' 2>/dev/null || true)
if [ -n "${RUN_URL}" ]; then
echo "Latest praison.ai CI run: ${RUN_URL}"
fi
+14 -21
View File
@@ -7,18 +7,12 @@ on:
- 'src/praisonai/praisonai/integration/**'
- 'src/praisonai/tests/integration/test_aiui_*'
- 'src/praisonai/pyproject.toml'
- 'src/praisonai-code/**'
- '.github/workflows/integration-cross-repo.yml'
- '.github/actions/install-monorepo-packages/**'
pull_request:
branches: [ main ]
paths:
- 'src/praisonai/praisonai/integration/**'
- 'src/praisonai/tests/integration/test_aiui_*'
- 'src/praisonai/pyproject.toml'
- 'src/praisonai-code/**'
- '.github/workflows/integration-cross-repo.yml'
- '.github/actions/install-monorepo-packages/**'
workflow_dispatch:
jobs:
@@ -46,16 +40,16 @@ jobs:
python-version: '3.11'
- name: Install dependencies
run: python -m pip install --upgrade pip
- uses: PraisonAI/.github/actions/install-monorepo-packages
with:
repo-root: PraisonAI/
wrapper-extras: ".[ui,dev]"
- name: Install PraisonAIUI
run: |
cd PraisonAIUI
python -m pip install --upgrade pip
# Install PraisonAI packages in development mode
cd PraisonAI/src/praisonai-agents
pip install -e .
cd ../praisonai
pip install -e ".[ui,dev]"
# Install PraisonAIUI in development mode
cd ../../../PraisonAIUI
pip install -e .
pip install pytest pytest-cov
- name: Verify versions
run: |
@@ -143,14 +137,13 @@ jobs:
python-version: '3.11'
- name: Install dependencies
run: python -m pip install --upgrade pip
- uses: PraisonAI/.github/actions/install-monorepo-packages
with:
repo-root: PraisonAI/
wrapper-extras: ".[ui,dev]"
- name: Install PraisonAIUI
run: |
cd PraisonAIUI
python -m pip install --upgrade pip
cd PraisonAI/src/praisonai-agents
pip install -e .
cd ../praisonai
pip install -e ".[ui,dev]"
cd ../../../PraisonAIUI
pip install -e .
- name: Run agentic integration test
+1 -2
View File
@@ -12,7 +12,7 @@ on:
- cron: '0 */6 * * *'
concurrency:
group: merge-conflict-scan-${{ github.repository }}-${{ github.event.pull_request.number || github.run_id }}
group: merge-conflict-scan-${{ github.repository }}
cancel-in-progress: true
env:
@@ -44,7 +44,6 @@ jobs:
'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));
+73 -91
View File
@@ -1,12 +1,11 @@
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).
# Preflight checks before dispatching PyPI Release (patch bump).
# Runs nightly at 00:00 UTC (midnight).
on:
schedule:
- cron: '0 0 */3 * *'
- cron: '0 0 * * *'
workflow_dispatch:
inputs:
dry_run:
@@ -14,13 +13,6 @@ on:
required: false
default: false
type: boolean
workflow_run:
workflows:
- Core Tests
types:
- completed
branches:
- main
permissions:
contents: read
@@ -32,91 +24,83 @@ concurrency:
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):')
)
if: github.ref == 'refs/heads/main' || github.event_name == 'workflow_dispatch'
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
- name: Checkout main
uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4
with:
ref: ${{ steps.ctx.outputs.checkout_sha }}
ref: main
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
- name: Preflight — path changes and CI green
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: ${{ secrets.GH_TOKEN }}
script: |
const path = require('path');
const rg = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/release-gate.js'));
const owner = context.repo.owner;
const repo = context.repo.repo;
const headSha = process.env.HEAD_SHA;
const isCi = process.env.IS_CI === 'true';
run: |
set -euo pipefail
const result = await rg.evaluateReleasePreflight(
github, owner, repo,
{ headSha, isCiTrigger: isCi, bump: 'patch' },
core
);
git fetch --tags origin
core.setOutput('should_release', result.ready ? 'true' : 'false');
core.setOutput('reason', result.reasons.join('; '));
core.setOutput('head_sha', result.headSha || headSha);
core.setOutput('last_tag', result.lastTag || '');
core.setOutput('target_agents', result.targetAgents || '');
core.setOutput('target_code', result.targetCode || '');
core.setOutput('target_wrapper', result.targetWrapper || '');
LAST_TAG=$(git describe --tags --match 'v*' --abbrev=0 2>/dev/null || true)
if [ -z "$LAST_TAG" ]; then
echo "No v* tag found — skip automated release (first release must be manual)"
echo "should_release=false" >> "$GITHUB_OUTPUT"
echo "reason=no_tag" >> "$GITHUB_OUTPUT"
exit 0
fi
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();
CHANGED=$(git diff --name-only "${LAST_TAG}" HEAD -- \
src/praisonai \
src/praisonai-agents || true)
if (!result.ready) {
core.info(`Skip release: ${result.reasons.join('; ')}`);
}
if [ -z "$CHANGED" ]; then
echo "No changes in src/praisonai or src/praisonai-agents since ${LAST_TAG} — skip"
echo "should_release=false" >> "$GITHUB_OUTPUT"
echo "reason=no_path_changes" >> "$GITHUB_OUTPUT"
exit 0
fi
echo "Changes since ${LAST_TAG}:"
echo "$CHANGED"
HEAD_SHA=$(git rev-parse HEAD)
echo "main HEAD: ${HEAD_SHA}"
GREEN_SHA=$(gh run list \
--repo "${GITHUB_REPOSITORY}" \
--workflow "Core Tests" \
--branch main \
--status success \
--json headSha \
--jq '.[0].headSha // empty')
if [ "$GREEN_SHA" != "$HEAD_SHA" ]; then
echo "main@${HEAD_SHA} is not covered by a green Core Tests run (last green: ${GREEN_SHA:-none}) — skip"
echo "should_release=false" >> "$GITHUB_OUTPUT"
echo "reason=ci_not_green" >> "$GITHUB_OUTPUT"
exit 0
fi
IN_PROGRESS=$(gh run list \
--repo "${GITHUB_REPOSITORY}" \
--workflow "Core Tests" \
--branch main \
--json headSha,status \
--jq "[.[] | select(.headSha == \"${HEAD_SHA}\" and .status == \"in_progress\")] | length")
if [ "${IN_PROGRESS:-0}" != "0" ]; then
echo "Core Tests still in progress on ${HEAD_SHA} — skip"
echo "should_release=false" >> "$GITHUB_OUTPUT"
echo "reason=ci_in_progress" >> "$GITHUB_OUTPUT"
exit 0
fi
echo "Preflight passed — ready to dispatch patch release"
echo "should_release=true" >> "$GITHUB_OUTPUT"
echo "reason=ready" >> "$GITHUB_OUTPUT"
echo "last_tag=${LAST_TAG}" >> "$GITHUB_OUTPUT"
echo "head_sha=${HEAD_SHA}" >> "$GITHUB_OUTPUT"
- name: Dry run summary
if: inputs.dry_run == true
@@ -124,6 +108,9 @@ jobs:
echo "Dry run — preflight only, no pypi-release dispatch."
echo "should_release=${{ steps.preflight.outputs.should_release }}"
echo "reason=${{ steps.preflight.outputs.reason }}"
if [ "${{ steps.preflight.outputs.should_release }}" = "true" ]; then
echo "Would dispatch: pypi-release.yml bump=patch source=nightly"
fi
- name: Dispatch PyPI Release (patch)
if: steps.preflight.outputs.should_release == 'true' && inputs.dry_run != true
@@ -133,12 +120,7 @@ jobs:
--repo "${GITHUB_REPOSITORY}" \
--ref main \
-f bump=patch \
-f source=${{ steps.ctx.outputs.source }} \
-f trigger_sha=${{ steps.preflight.outputs.head_sha }} \
-f source=nightly \
-f dry_run=false
echo "Dispatched pypi-release.yml (patch, source=${{ 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
echo "Dispatched pypi-release.yml (patch, source=nightly)"
echo "Approve the pypi environment when prompted."
+3 -14
View File
@@ -4,14 +4,12 @@ name: Pipeline Status Sync
on:
schedule:
- cron: '*/10 * * * *'
- cron: '*/15 * * * *'
workflow_dispatch:
permissions:
pull-requests: read
issues: write
actions: write
id-token: write
jobs:
sync:
@@ -21,22 +19,13 @@ jobs:
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 }}
github-token: ${{ secrets.GH_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, context.repo.owner, context.repo.repo, { maxPrs: 30 }, core
);
+4 -6
View File
@@ -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:
+10 -14
View File
@@ -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
File diff suppressed because it is too large. Load diff
+3 -5
View File
@@ -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]"
+3 -13
View File
@@ -1,13 +1,7 @@
name: Sync Claude Secrets
name: Sync Claude Secrets to PraisonAIUI
on:
workflow_dispatch:
inputs:
target_repo:
description: 'Destination repo (owner/name)'
required: true
default: 'MervinPraison/PraisonAIUI'
type: string
permissions:
contents: read
@@ -16,15 +10,14 @@ jobs:
sync:
runs-on: ubuntu-latest
steps:
- name: Sync Claude secrets
- name: Sync secrets to PraisonAIUI
env:
GH_TOKEN: ${{ secrets.SECRETS_ADMIN_PAT }}
TARGET: ${{ inputs.target_repo }}
TARGET: MervinPraison/PraisonAIUI
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
@@ -35,7 +28,4 @@ jobs:
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"
@@ -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
+3 -4
View File
@@ -53,13 +53,12 @@ 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: |
+52 -302
View File
@@ -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
+6 -8
View File
@@ -29,12 +29,11 @@ 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: |
@@ -96,12 +95,11 @@ 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: |
+2 -4
View File
@@ -49,12 +49,10 @@ 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: |
+45 -328
View File
@@ -42,7 +42,7 @@ jobs:
# ============================================
smoke:
runs-on: ubuntu-latest
timeout-minutes: 12
timeout-minutes: 5
steps:
- uses: actions/checkout@v4
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()
@@ -303,7 +98,7 @@ jobs:
main:
needs: smoke
runs-on: ubuntu-latest
timeout-minutes: 30
timeout-minutes: 10
strategy:
matrix:
python-version: ['3.11']
@@ -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'
@@ -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'
@@ -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'
@@ -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'
@@ -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'
@@ -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'
@@ -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
# ============================================
+3 -4
View File
@@ -61,12 +61,11 @@ 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: |
+12 -7
View File
@@ -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: |
-14
View File
@@ -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
+1 -6
View File
@@ -7,9 +7,4 @@ You are working on the PraisonAI project.
- 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.
- Follow protocol-driven design: core protocols in praisonaiagents/, heavy implementations in praisonai/
+35 -191
View File
@@ -1,27 +1,24 @@
# PraisonAI Architecture
> **Last updated:** 2026-07-31 (C14 — nine-package tiered model)
> **Last updated:** 2026-06-24
>
> 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.
> Covers system design, runtime architecture, data contracts, reliability,
> observability, and the 2-quarter 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
2. [System Overview](#2-system-overview)
3. [Layered Architecture](#3-layered-architecture)
4. [Core Data Contracts](#4-core-data-contracts)
5. [Reliability by Design](#5-reliability-by-design)
6. [Observability & Telemetry](#6-observability--telemetry)
7. [Replay & Checkpointing](#7-replay--checkpointing)
8. [Implementation Roadmap](#8-implementation-roadmap)
9. [Success Metrics](#9-success-metrics)
---
@@ -51,143 +48,7 @@ Orchestration + Observability** core to unlock adoption and trust:
---
## 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
## 2. System Overview
```
User/SDK/CLI
@@ -214,42 +75,33 @@ User/SDK/CLI
### Existing Architecture (Python SDK)
The Python SDK is organised as three publishable tiers (see [§2](#2-python-three-tier-package-model-c71)):
The Python SDK is the primary runtime and is organised as follows:
- `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`, …)
- `src/praisonai/` — Core runtime and agent abstractions
- `agents/` — Agent types (chat, code, realtime, audio, vision, etc.)
- `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)
- `workflow/` — Workflow engine (YAML/SDK-based orchestration)
- `telemetry/` — Observability, monitoring, token tracking
- `reliability/` — Error classification, circuit breaker, failover
- `skill/` — Plugin/skill system
- `loop_detection/` — Doom loop detection and prevention
- `mcp/` — MCP protocol support
- `a2a/`, `a2ui/` — Agent-to-agent and agent-to-UI protocols
### Multi-SDK Layout
- **Python Core SDK** — `src/praisonai-agents/` (`praisonaiagents`)
- **Python Terminal CLI** — `src/praisonai-code/` (`praisonai-code`)
- **Python Wrapper** — `src/praisonai/` (`praisonai`)
- **Python SDK** — Primary runtime (`src/praisonai/`)
- **TypeScript SDK** — JS/TS runtime (`ts-sdk/`)
- **Rust SDK** — High-performance Rust runtime (`rust-sdk/`)
- **CLI** — Command-line interface (`cli/`)
- **UI** — Web UI (`ui/`)
---
## 4. Layered Architecture
## 3. Layered Architecture
```mermaid
flowchart TB
@@ -345,7 +197,7 @@ flowchart TB
---
## 5. Core Data Contracts
## 4. Core Data Contracts
### RunRequest
@@ -403,7 +255,7 @@ Checkpoint {
---
## 6. Reliability by Design
## 5. Reliability by Design
### Error Taxonomy
@@ -456,7 +308,7 @@ def test_agent_workflow():
---
## 7. Observability & Telemetry
## 6. Observability & Telemetry
### Current Telemetry Stack
@@ -483,7 +335,7 @@ PraisonAI already includes:
---
## 8. Replay & Checkpointing
## 7. Replay & Checkpointing
### Design
@@ -524,15 +376,7 @@ sequenceDiagram
---
## 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** |
## 8. Implementation Roadmap
### Quarter 1: Trust Foundation (Q3 2026)
@@ -570,7 +414,7 @@ gantt
---
## 10. Success Metrics
## 9. Success Metrics
### KPI Targets
+21 -222
View File
@@ -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>
@@ -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"
)
```
+362 -36
View File
@@ -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:
@@ -16,14 +16,15 @@ Methods:
* <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:
@@ -34,9 +35,13 @@ Methods:
* <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>
@@ -55,7 +60,6 @@ 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>
@@ -75,9 +79,8 @@ Methods:
* <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">stream_emitter</a>() -> Optional[Any]</code>
@@ -86,7 +89,6 @@ Methods:
* <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>
@@ -175,21 +177,20 @@ Methods:
* <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">get_schema</a>() -> Dict[str, Any]</code>
* <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">run</a>(**kwargs) -> Any</code>
* <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">safe_run</a>(**kwargs) -> ToolResult</code>
* <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">to_model_output</a>(result: Any) -> Optional[Any]</code>
* <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">validate</a>() -> bool</code>
* <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">validate_class</a>() -> bool</code>
* <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">validate_schema_roundtrip</a>() -> bool</code>
* <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">__call__</a>(*args, **kwargs) -> Any</code>
* <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">check_availability</a>() -> tuple[bool, str]</code>
* <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">get_schema</a>() -> Dict[str, Any]</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_tool_definitions</a>() -> List[Dict[str, Any]]</code>
* <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">get_trust_level</a>(name: str) -> Optional[str]</code>
* <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">list_available_tools</a>(context: Optional[Dict[str, Any]] = None, ttl_seconds: Optional[float] = None) -> List[Union[BaseTool, Callable]]</code>
* <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">list_base_tools</a>() -> List[BaseTool]</code>
@@ -229,6 +230,13 @@ 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:
@@ -249,12 +257,9 @@ 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 +267,8 @@ 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>
@@ -463,7 +468,7 @@ Methods:
Types:
```python
from praisonaiagents import SkillLoader, SkillsConfig
from praisonaiagents import SkillLoader, SkillManager, SkillMetadata, SkillProperties, SkillsConfig
```
Methods:
@@ -475,6 +480,46 @@ 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">approve</a>(identifier: str) -> dict</code>
* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">archive_skill</a>(name: str) -> dict</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</a>(name: str, content: str, category: Optional[str] = None, propose: Optional[bool] = None) -> dict</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, agent_created: bool = True, propose: Optional[bool] = None) -> dict</code>
* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">delete</a>(name: str, propose: Optional[bool] = None) -> dict</code>
* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">delete_skill</a>(name: str, hard: bool = False, propose: Optional[bool] = None) -> 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</a>(name: str, content: str, propose: Optional[bool] = None) -> dict</code>
* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">edit_skill</a>(name: str, content: str, propose: Optional[bool] = None) -> 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">list_archived_skills</a>() -> List[str]</code>
* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">list_pending</a>() -> List[dict]</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</a>(name: str, old_string: str, new_string: str, file_path: Optional[str] = None, replace_all: bool = False, propose: Optional[bool] = None) -> dict</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, propose: Optional[bool] = None) -> dict</code>
* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">reject</a>(identifier: str) -> dict</code>
* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">remove_file</a>(name: str, file_path: str, propose: Optional[bool] = None) -> 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, propose: Optional[bool] = None) -> dict</code>
* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">restore_skill</a>(name: str, skill_dir: Optional[str] = None) -> dict</code>
* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">rollback_skill</a>(name: 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_file</a>(name: str, file_path: str, file_content: str, propose: Optional[bool] = None) -> dict</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, propose: Optional[bool] = None) -> 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">idle_days</a>() -> Optional[float]</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
@@ -516,14 +561,9 @@ 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
@@ -615,8 +655,6 @@ Methods:
* <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 +722,7 @@ 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, RetryBackoffConfig, __version__, aembedding, aembeddings, embedding, embeddings, get_dimensions
```
Methods:
@@ -707,7 +745,6 @@ 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>
@@ -719,7 +756,6 @@ Methods:
* <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>
@@ -750,22 +786,16 @@ 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 +804,7 @@ 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 +812,81 @@ 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 agent list <a href="./src/praisonai/praisonai/cli/commands/agent.py">--help</a></code>
* <code title="cli">praisonai agent show <a href="./src/praisonai/praisonai/cli/commands/agent.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 attach attach-main <a href="./src/praisonai/praisonai/cli/commands/attach.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 auth list <a href="./src/praisonai/praisonai/cli/commands/auth.py">--help</a></code>
* <code title="cli">praisonai auth login <a href="./src/praisonai/praisonai/cli/commands/auth.py">--help</a></code>
* <code title="cli">praisonai auth logout <a href="./src/praisonai/praisonai/cli/commands/auth.py">--help</a></code>
* <code title="cli">praisonai auth status <a href="./src/praisonai/praisonai/cli/commands/auth.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 checkpoint delete <a href="./src/praisonai/praisonai/cli/commands/checkpoint.py">--help</a></code>
* <code title="cli">praisonai checkpoint diff <a href="./src/praisonai/praisonai/cli/commands/checkpoint.py">--help</a></code>
* <code title="cli">praisonai checkpoint list <a href="./src/praisonai/praisonai/cli/commands/checkpoint.py">--help</a></code>
* <code title="cli">praisonai checkpoint restore <a href="./src/praisonai/praisonai/cli/commands/checkpoint.py">--help</a></code>
* <code title="cli">praisonai checkpoint save <a href="./src/praisonai/praisonai/cli/commands/checkpoint.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 command list <a href="./src/praisonai/praisonai/cli/commands/command.py">--help</a></code>
* <code title="cli">praisonai command show <a href="./src/praisonai/praisonai/cli/commands/command.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 config show <a href="./src/praisonai/praisonai/cli/commands/config.py">--help</a></code>
* <code title="cli">praisonai config sources <a href="./src/praisonai/praisonai/cli/commands/config.py">--help</a></code>
* <code title="cli">praisonai config validate <a href="./src/praisonai/praisonai/cli/commands/config.py">--help</a></code>
* <code title="cli">praisonai context add <a href="./src/praisonai/praisonai/cli/commands/context.py">--help</a></code>
* <code title="cli">praisonai context clear <a href="./src/praisonai/praisonai/cli/commands/context.py">--help</a></code>
* <code title="cli">praisonai context compact <a href="./src/praisonai/praisonai/cli/commands/context.py">--help</a></code>
@@ -799,7 +896,22 @@ Methods:
* <code title="cli">praisonai context show <a href="./src/praisonai/praisonai/cli/commands/context.py">--help</a></code>
* <code title="cli">praisonai context stats <a href="./src/praisonai/praisonai/cli/commands/context.py">--help</a></code>
* <code title="cli">praisonai context tail <a href="./src/praisonai/praisonai/cli/commands/context.py">--help</a></code>
* <code title="cli">praisonai daemon daemon-main <a href="./src/praisonai/praisonai/cli/commands/daemon.py">--help</a></code>
* <code title="cli">praisonai daemon start <a href="./src/praisonai/praisonai/cli/commands/daemon.py">--help</a></code>
* <code title="cli">praisonai daemon status <a href="./src/praisonai/praisonai/cli/commands/daemon.py">--help</a></code>
* <code title="cli">praisonai daemon stop <a href="./src/praisonai/praisonai/cli/commands/daemon.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 +920,29 @@ 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 docker <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 llm-providers <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 memory-store <a href="./src/praisonai/praisonai/cli/commands/doctor.py">--help</a></code>
* <code title="cli">praisonai doctor metadata-store <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 runtime <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 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 +955,40 @@ 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 pause <a href="./src/praisonai/praisonai/cli/commands/gateway.py">--help</a></code>
* <code title="cli">praisonai gateway reconnect <a href="./src/praisonai/praisonai/cli/commands/gateway.py">--help</a></code>
* <code title="cli">praisonai gateway resume <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 identity import <a href="./src/praisonai/praisonai/cli/commands/identity.py">--help</a></code>
* <code title="cli">praisonai identity link <a href="./src/praisonai/praisonai/cli/commands/identity.py">--help</a></code>
* <code title="cli">praisonai identity list <a href="./src/praisonai/praisonai/cli/commands/identity.py">--help</a></code>
* <code title="cli">praisonai identity unlink <a href="./src/praisonai/praisonai/cli/commands/identity.py">--help</a></code>
* <code title="cli">praisonai init init <a href="./src/praisonai/praisonai/cli/commands/init.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 +1006,44 @@ 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 models describe <a href="./src/praisonai/praisonai/cli/commands/models.py">--help</a></code>
* <code title="cli">praisonai models list <a href="./src/praisonai/praisonai/cli/commands/models.py">--help</a></code>
* <code title="cli">praisonai models validate <a href="./src/praisonai/praisonai/cli/commands/models.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 +1051,38 @@ 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 permissions allow <a href="./src/praisonai/praisonai/cli/commands/permissions.py">--help</a></code>
* <code title="cli">praisonai permissions ask <a href="./src/praisonai/praisonai/cli/commands/permissions.py">--help</a></code>
* <code title="cli">praisonai permissions deny <a href="./src/praisonai/praisonai/cli/commands/permissions.py">--help</a></code>
* <code title="cli">praisonai permissions export <a href="./src/praisonai/praisonai/cli/commands/permissions.py">--help</a></code>
* <code title="cli">praisonai permissions import-rules <a href="./src/praisonai/praisonai/cli/commands/permissions.py">--help</a></code>
* <code title="cli">praisonai permissions list <a href="./src/praisonai/praisonai/cli/commands/permissions.py">--help</a></code>
* <code title="cli">praisonai permissions remove <a href="./src/praisonai/praisonai/cli/commands/permissions.py">--help</a></code>
* <code title="cli">praisonai permissions reset <a href="./src/praisonai/praisonai/cli/commands/permissions.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 +1090,8 @@ 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 +1107,8 @@ 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>
@@ -886,7 +1116,20 @@ Methods:
* <code title="cli">praisonai replay flow <a href="./src/praisonai/praisonai/cli/commands/replay.py">--help</a></code>
* <code title="cli">praisonai replay list <a href="./src/praisonai/praisonai/cli/commands/replay.py">--help</a></code>
* <code title="cli">praisonai replay show <a href="./src/praisonai/praisonai/cli/commands/replay.py">--help</a></code>
* <code title="cli">praisonai research research-main <a href="./src/praisonai/praisonai/cli/commands/research.py">--help</a></code>
* <code title="cli">praisonai retrieval index <a href="./src/praisonai/praisonai/cli/commands/retrieval.py">--help</a></code>
* <code title="cli">praisonai retrieval query <a href="./src/praisonai/praisonai/cli/commands/retrieval.py">--help</a></code>
* <code title="cli">praisonai retrieval search <a href="./src/praisonai/praisonai/cli/commands/retrieval.py">--help</a></code>
* <code title="cli">praisonai rules add <a href="./src/praisonai/praisonai/cli/commands/rules.py">--help</a></code>
* <code title="cli">praisonai rules clear <a href="./src/praisonai/praisonai/cli/commands/rules.py">--help</a></code>
* <code title="cli">praisonai rules list <a href="./src/praisonai/praisonai/cli/commands/rules.py">--help</a></code>
* <code title="cli">praisonai run <a href="./src/praisonai/praisonai/cli/main.py">--help</a></code>
* <code title="cli">praisonai 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>
@@ -903,9 +1146,92 @@ Methods:
* <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 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 openai <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 learn <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 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 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
-10
View File
@@ -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).
+1 -1
View File
@@ -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>=4.6.80" \
"praisonai[chat]" \
"embedchain[github,youtube]"
+1 -1
View File
@@ -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>=4.6.80" \
"praisonai[ui]" \
"praisonai[chat]" \
"praisonai[realtime]" \
+1 -1
View File
@@ -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>=4.6.80" \
"praisonai[ui]" \
"praisonai[crewai]"
+6 -4
View File
@@ -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"]
+3 -3
View File
@@ -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:
View File
Whitespace-only changes.
-1
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@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
HTTP Approval Example
=====================
-1
View File
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Slack Approval Example
======================
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Completions Capability Example
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Embeddings Capability Example
-1
View File
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Images Capability Example
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Moderations Capability Example
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Energy Industry Template
========================
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Transportation Industry Template
================================
+1 -4
View File
@@ -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
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Agent-centric Embedding Example
-1
View File
@@ -1,4 +1,3 @@
# praisonai: skip=true
#!/usr/bin/env python3
"""
PraisonAI Endpoints Example
@@ -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 ---")
-1
View File
@@ -1,4 +1,3 @@
# praisonai: skip=true
#!/usr/bin/env python3
"""
Fixed example demonstrating proper guardrail usage with PraisonAI Agents.
+6 -13
View File
@@ -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:
@@ -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?")
@@ -1,4 +1,3 @@
# praisonai: skip=true
#!/usr/bin/env python3
"""
ManagedAgent + ClickHouse Persistence — Real conversation with session resume.
@@ -1,4 +1,3 @@
# praisonai: skip=true
#!/usr/bin/env python3
"""
ManagedAgent + MongoDB Persistence — Real conversation with session resume.
@@ -1,4 +1,3 @@
# praisonai: skip=true
#!/usr/bin/env python3
"""
ManagedAgent + MySQL Persistence — Real conversation with session resume.
@@ -1,4 +1,3 @@
# praisonai: skip=true
#!/usr/bin/env python3
"""
ManagedAgent + PostgreSQL Persistence — Real conversation with session resume.
@@ -1,4 +1,3 @@
# praisonai: skip=true
#!/usr/bin/env python3
"""
ManagedAgent + Redis Persistence — Real conversation with session resume.
@@ -1,4 +1,3 @@
# praisonai: skip=true
#!/usr/bin/env python3
"""
ManagedAgent + SQLite Persistence — Real conversation with session resume.
@@ -1,4 +1,3 @@
# praisonai: skip=true
#!/usr/bin/env python3
"""
Custom Tools MCP Server Example
@@ -1,4 +1,3 @@
# praisonai: skip=true
#!/usr/bin/env python3
"""
HTTP Stream MCP Server Example
@@ -1,4 +1,3 @@
# praisonai: skip=true
#!/usr/bin/env python3
"""
MCP Client Example
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""Multi-Agent Shared Session Demo"""
from praisonaiagents import Agent
from praisonai.persistence import create_conversation_store
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Langfuse Integration Example (Updated for TraceSinkProtocol)
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""MLflow Local Observability Demo (no API key needed)"""
import mlflow
import time
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
ClickHouse — Persistence Example
-1
View File
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Minimal Agent with Database Persistence
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
MongoDB StateStore — Full Persistence Example
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
MySQL ConversationStore — Full Persistence Example
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
PostgreSQL ConversationStore — Full Persistence Example
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
PostgreSQL with Runs and Traces
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Redis StateStore — Full Persistence Example
-1
View File
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Session Resume Example
+2 -4
View File
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Redis State Store - Agent-First Example
@@ -14,8 +13,7 @@ Expected Output:
Agent responds with state persisted to Redis
"""
from praisonaiagents import Agent
from praisonaiagents.db import db
from praisonaiagents import Agent, db
print("=== Redis State Store (Agent-First) ===")
@@ -28,7 +26,7 @@ my_db = db(
agent = Agent(
name="Assistant",
instructions="You are a helpful assistant.",
memory=my_db,
db=my_db,
session_id="redis-state-example"
)
@@ -61,7 +61,7 @@ def demonstrate_collision_problem():
_reset_default_registry()
# Agent 1 registers "custom" provider
register_llm_provider("custom", Agent1Provider, override=True)
register_llm_provider("custom", Agent1Provider)
print("Agent 1 registered 'custom' provider")
# Agent 2 tries to register same name - ERROR!
-1
View File
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
PraisonAI A2A Server Example
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Agent-Centric Autonomy Example.
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
AutoAgents Workflow Patterns Example
-1
View File
@@ -1,4 +1,3 @@
# praisonai: skip=true
#!/usr/bin/env python3
"""
Context Agent Example - Basic Usage
+1 -3
View File
@@ -1,5 +1,3 @@
# praisonai: skip=true
# Uses removed praisonaiagents.tools exports; pending example refresh
from praisonaiagents import Agent, Tools
from praisonaiagents.tools import read_csv, read_excel, write_csv, write_excel, filter_data, get_summary, group_by, pivot_table
import os
@@ -9,4 +7,4 @@ agent.start(f"""
Read the data from the csv file {os.path.join(os.path.dirname(__file__), "tesla-stock-price.csv")}
Analyse the data and give me the insights
read_csv to read the file
""")
""")
+1 -3
View File
@@ -1,7 +1,5 @@
# praisonai: skip=true
# Uses removed praisonaiagents.tools exports; pending example refresh
from praisonaiagents import Agent, Tools
from praisonaiagents.tools import get_stock_price, get_stock_info, get_historical_data
agent = Agent(instructions="You are a Research Agent", tools=[get_stock_price, get_stock_info, get_historical_data])
agent.start("Understand current stock price and historical data of Apple and Google. Tell me if I can invest in them")
agent.start("Understand current stock price and historical data of Apple and Google. Tell me if I can invest in them")
@@ -1,111 +0,0 @@
"""
Human Review Between Sequential AgentTeam Tasks
================================================
Demonstrates a human-in-the-loop review gate between sequential tasks using the
existing ``on_task_complete`` hook — no new API required.
IMPORTANT — two different ``on_task_complete`` hooks exist, with DIFFERENT
signatures. Do not confuse them:
AgentTeam(hooks=MultiAgentHooksConfig(on_task_complete=fn))
-> fn(task, task_output) # team-level; gets the Task and its output
Task(on_task_complete=fn)
-> fn(task_output) # 1 param: just the TaskOutput
-> fn(task_output, metadata) # 2+ params: TaskOutput + metadata dict
# NOTE: NOT (task, task_output)
This example uses the TEAM-level hook so we get ``(task, task_output)`` and can
filter which tasks require review by ``task.name``.
Approve / reject / edit:
- approve -> return, workflow continues
- reject -> raise; see "stopping the workflow" note below
- edit -> mutate ``task_output.raw``; downstream tasks that read this task via
``context=[...]`` pick up the edited text
Stopping the workflow on reject
-------------------------------
The TEAM-level hook logs and swallows exceptions, so a bare ``raise`` inside it
does NOT stop the sequential run today. To hard-stop on reject, use the PER-TASK
callback path with the 1-argument signature and ``fail_on_callback_error=True``
(see ``review_output`` / ``t1_strict`` at the bottom of this file).
"""
from praisonaiagents import Agent, Task, AgentTeam
from praisonaiagents.config.feature_configs import MultiAgentHooksConfig
# Only these task names trigger a human review gate.
REVIEW_TASKS = {"research"}
# --- Team-level review gate: signature is (task, task_output) ---------------
def review_gate(task, task_output):
if task.name not in REVIEW_TASKS:
return
print(f"\n--- Review: {task.name} ---\n{task_output.raw}\n")
choice = input("Approve (y), reject (n), edit (e)? ").strip().lower()
if choice == "n":
# NOTE: team-level hook swallows this; see per-task strict path below
# for a version that actually halts the workflow.
raise RuntimeError(f"Human rejected task '{task.name}'")
if choice == "e":
# task.result is the same object as task_output, so mutating .raw here
# propagates to downstream tasks that use context=[this_task].
task_output.raw = input("Edited output: ").strip()
researcher = Agent(name="Researcher", role="Researcher", goal="Research", backstory="Expert")
writer = Agent(name="Writer", role="Writer", goal="Write", backstory="Writer")
t1 = Task(
name="research",
description="List 5 facts about {{topic}}", # {{...}} is the substitution syntax
expected_output="5 bullets",
agent=researcher,
)
t2 = Task(
name="summary",
description="Write 3-sentence summary",
expected_output="3 sentences",
agent=writer,
context=[t1], # reads the (possibly edited) output of t1
)
team = AgentTeam(
agents=[researcher, writer],
tasks=[t1, t2],
process="sequential",
variables={"topic": "REST APIs"}, # substituted into {{topic}} in task descriptions
hooks=MultiAgentHooksConfig(on_task_complete=review_gate),
)
# --- Alternative: per-task strict gate that HALTS on reject -----------------
# Per-task Task.on_task_complete uses the 1-argument signature (task_output).
# With fail_on_callback_error=True a raised exception re-raises and stops the run.
def review_output(task_output):
print(f"\n--- Review output ---\n{task_output.raw}\n")
if input("Approve? (y/n) ").strip().lower() == "n":
raise RuntimeError("Human rejected output")
t1_strict = Task(
name="research",
description="List 5 facts about {{topic}}",
expected_output="5 bullets",
agent=researcher,
variables={"topic": "REST APIs"},
on_task_complete=review_output, # signature: (task_output)
fail_on_callback_error=True, # required so reject halts the workflow
)
if __name__ == "__main__":
# NOTE: template values come from AgentTeam(variables=...), NOT start(inputs=...).
# start() forwards **kwargs but does not consume an ``inputs`` argument.
team.start()
-1
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@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Math Agent Example
@@ -135,7 +135,7 @@ def example_auto_agents_multi_provider():
from praisonaiagents.agents import AutoAgents
# Create AutoAgents that will automatically assign appropriate models
auto_agents = AutoAgents(
auto_agents = AutoAgentTeam(
instructions="Create a market research report on electric vehicles. Include data analysis, competitor analysis, and future projections.",
max_agents=3,
llm="gpt-4o-mini", # Default model for agent generation
+1 -3
View File
@@ -1,5 +1,3 @@
# praisonai: skip=true
# Uses removed praisonaiagents.tools exports; pending example refresh
from praisonaiagents import Agent, Task, AgentTeam
from praisonaiagents.tools import wiki_search, wiki_summary, wiki_page, wiki_random, wiki_language
@@ -15,4 +13,4 @@ agent.start(
"First search the history of AI"
"Read the page of the history of AI"
"Get the summary of the page"
)
)
-1
View File
@@ -1,4 +1,3 @@
# praisonai: skip=true
from praisonaiagents import Agent, MCP
qa_agent = Agent(
-1
View File
@@ -1,4 +1,3 @@
# praisonai: skip=true
from praisonaiagents import Agent, AgentTeam, Tools
research_agent = Agent(name="Research", instructions="You are a research agent to search internet about AI 2024", tools=[Tools.internet_search])
@@ -1,4 +1,3 @@
# praisonai: skip=true
from praisonaiagents import Agent, AgentTeam, Tools
research_agent = Agent(name="Research", instructions="You are a research agent to search internet about AI 2024", tools=[Tools.internet_search])
@@ -1,4 +1,3 @@
# praisonai: skip=true
"""
Secondary Market Research FastAPI Application
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