Crawler Summary

live-docs-mcp answer-first brief

Real-time documentation MCP server for AI engineers - fetch live docs for 45+ libraries (LangChain, OpenAI, Anthropic, CrewAI, Qdrant and more) directly inside Claude. No stale training data. πŸ“š LiveDocs MCP **Give your AI the docs it actually needs β€” fresh from the source, every time.** --- πŸ”Ž The Problem Every AI engineer has hit this wall: _"Claude is giving me the LangChain v0.1 API but we're on v0.3"_ _"Why is the OpenAI example broken β€” oh, they changed the client in v1.0"_ _"The CrewAI docs changed again, my code is outdated"_ LLMs are trained on a **snapshot of the internet**. Documentation moves Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

live-docs-mcp is best for crewai, multi-agent workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB REPOS, runtime-metrics, public facts pack

Agent DossierGITHUB REPOSSafety: 66/100

live-docs-mcp

Real-time documentation MCP server for AI engineers - fetch live docs for 45+ libraries (LangChain, OpenAI, Anthropic, CrewAI, Qdrant and more) directly inside Claude. No stale training data. πŸ“š LiveDocs MCP **Give your AI the docs it actually needs β€” fresh from the source, every time.** --- πŸ”Ž The Problem Every AI engineer has hit this wall: _"Claude is giving me the LangChain v0.1 API but we're on v0.3"_ _"Why is the OpenAI example broken β€” oh, they changed the client in v1.0"_ _"The CrewAI docs changed again, my code is outdated"_ LLMs are trained on a **snapshot of the internet**. Documentation moves

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Noumanzahid 85

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Setup snapshot

  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Noumanzahid 85

profilemedium
Observed Oct 9, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Oct 9, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB REPOS

Extracted files

0

Examples

6

Snippets

0

Languages

python

Executable Examples

json

{
  "mcpServers": {
    "live-docs": {
      "url": "https://live-docs-mcp.onrender.com/sse"
    }
  }
}

bash

# 1. Clone
git clone https://github.com/NoumanZahid-85/live-docs-mcp.git
cd live-docs-mcp

# 2. Install dependencies
uv sync

# 3. Configure
cp .env.example .env
# Edit .env and add your SERPER_API_KEY (free at https://serper.dev)

# 4. Test the CLI client
uv run python mcp_client.py
# > Library: openai
# > Query: streaming chat completion

json

{
  "mcpServers": {
    "live-docs": {
      "command": "uv",
      "args": ["run", "python", "mcp_server.py"],
      "cwd": "/absolute/path/to/live-docs-mcp",
      "env": {
        "SERPER_API_KEY": "your_serper_api_key"
      }
    }
  }
}

mermaid

graph TD
    A[Claude / AI Client] -->|MCP Protocol| B[LiveDocs MCP Server]

    B --> C{Cache Hit?}
    C -->|Yes - 24h TTL| D[Return Cached Result]
    C -->|No| E[Serper Google Search API]

    E --> F[Top 5 Doc URLs]
    F --> G[Concurrent HTTP Fetch]
    G --> H[trafilatura HTML β†’ Text]
    H --> I[Code Block Extraction]
    I --> J[Cache + Return]

    B --> K[list_libraries]
    B --> L[cache_stats]

    subgraph Tools
        B --> M[get_docs]
        B --> N[search_docs_multi]
        B --> O[get_code_examples]
    end

text

"Search the LangChain docs for how to use structured output with tool calling"

"Compare how LangChain and LlamaIndex implement document chunking"

"Get me a code example for streaming with the OpenAI Assistants API"

"What changed in CrewAI v0.7?"

"List all supported vector database libraries"

text

live-docs-mcp/
β”œβ”€β”€ mcp_server.py      # πŸš€ Production MCP server (5 tools)
β”œβ”€β”€ mcp_client.py      # πŸ–₯️ Interactive CLI client
β”œβ”€β”€ libraries.py       # πŸ“‹ Registry of 45+ libraries
β”œβ”€β”€ cache.py           # ⚑ TTL in-memory cache
β”œβ”€β”€ utils.py           # πŸ”§ HTML extractor + code parser
β”œβ”€β”€ render.yaml        # 🌐 One-click Render deployment
β”œβ”€β”€ pyproject.toml     # πŸ“¦ Dependencies (uv)
β”œβ”€β”€ .env.example       # πŸ”‘ Environment variable template
└── README.md

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Real-time documentation MCP server for AI engineers - fetch live docs for 45+ libraries (LangChain, OpenAI, Anthropic, CrewAI, Qdrant and more) directly inside Claude. No stale training data. πŸ“š LiveDocs MCP **Give your AI the docs it actually needs β€” fresh from the source, every time.** --- πŸ”Ž The Problem Every AI engineer has hit this wall: _"Claude is giving me the LangChain v0.1 API but we're on v0.3"_ _"Why is the OpenAI example broken β€” oh, they changed the client in v1.0"_ _"The CrewAI docs changed again, my code is outdated"_ LLMs are trained on a **snapshot of the internet**. Documentation moves

Full README

πŸ“š LiveDocs MCP

Give your AI the docs it actually needs β€” fresh from the source, every time.

Python FastMCP License Libraries Deploy


πŸ”Ž The Problem

Every AI engineer has hit this wall:

"Claude is giving me the LangChain v0.1 API but we're on v0.3" "Why is the OpenAI example broken β€” oh, they changed the client in v1.0" "The CrewAI docs changed again, my code is outdated"

LLMs are trained on a snapshot of the internet. Documentation moves fast. Your AI assistant doesn't.

LiveDocs MCP bridges that gap. It connects Claude (or any MCP-compatible AI) directly to official documentation websites in real time β€” no stale training data, no hallucinated APIs.


✨ Features

| Feature | Description | | -------------------------- | -------------------------------------------------------------- | | πŸ”΄Live Docs | Fetches directly from official docs β€” always current | | πŸ“¦45+ Libraries | Every major AI engineering library covered | | ⚑Smart Cache | 24-hour TTL cache β€” fast repeat queries, no wasted API calls | | πŸ”Multi-Library Search | Compare docs across frameworks side-by-side | | πŸ’»Code Extraction | Hunts for code-block-rich pages automatically | | πŸ”’Version-Aware | Pin to a specific version (e.g.v0.2, 2.1.0) | | πŸ”‘BYOK | Bring Your Own Serper API key per request | | 🌐Remote-Ready | Deploy as HTTP/SSE server β€” share one URL with your whole team |


πŸ“¦ Supported Libraries (45+)

<details> <summary><strong>πŸ€– LLM Providers</strong></summary>

| Key | Library | Description | | ----------- | ------------- | --------------------------------------- | | openai | OpenAI | GPT-4o, embeddings, DALLΒ·E, Whisper | | anthropic | Anthropic | Claude API β€” messages, tool use, vision | | groq | Groq | Ultra-fast LLM inference | | mistral | Mistral AI | Mixtral, Mistral-7B | | cohere | Cohere | Command R, Embed, Rerank | | together | Together AI | Open-source model inference | | replicate | Replicate | Run open-source models via API | | google_ai | Google Gemini | Gemini Pro, Flash, embeddings |

</details> <details> <summary><strong>πŸ”— LLM Frameworks</strong></summary>

langchain Β· langgraph Β· langsmith Β· llama_index Β· haystack Β· dspy

</details> <details> <summary><strong>πŸ•΅οΈ Agent Frameworks</strong></summary>

crewai Β· autogen Β· semantic_kernel Β· smolagents Β· pydantic_ai

</details> <details> <summary><strong>πŸ—„οΈ Vector Databases</strong></summary>

pinecone Β· weaviate Β· chromadb Β· qdrant Β· milvus Β· pgvector

</details> <details> <summary><strong>🧠 ML Models & Embeddings</strong></summary>

huggingface Β· sentence_transformers

</details> <details> <summary><strong>πŸ“Š Observability & MLOps</strong></summary>

langsmith Β· weights_biases Β· mlflow

</details> <details> <summary><strong>🌐 Web Frameworks</strong></summary>

fastapi Β· pydantic Β· django Β· flask

</details> <details> <summary><strong>πŸ’Ύ Databases & ORMs</strong></summary>

sqlalchemy Β· supabase Β· prisma Β· redis

</details> <details> <summary><strong>🐍 Python & DevOps</strong></summary>

uv Β· ruff Β· pytest Β· docker Β· pandas Β· polars

</details>

πŸ› οΈ MCP Tools Reference

| Tool | Description | | ----------------------------------------------------- | ---------------------------------------- | | get_docs(query, library, version?, serper_api_key?) | Fetch live docs for any library | | search_docs_multi(query, libraries[]) | Search across multiple libraries at once | | get_code_examples(query, library, language?) | Targeted code snippet extraction | | list_libraries(category?) | Browse all 45+ supported libraries | | cache_stats() | View cache hits / entries / TTL |


πŸš€ Quick Start

Option 1 β€” Remote Server (Recommended β€” no install needed)

Add this to your claude_desktop_config.json:

{
  "mcpServers": {
    "live-docs": {
      "url": "https://live-docs-mcp.onrender.com/sse"
    }
  }
}

Config file location:

  • macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
  • Windows: %APPDATA%\Claude\claude_desktop_config.json

Option 2 β€” Local (Self-Hosted)

Prerequisites: Python 3.11+, uv

# 1. Clone
git clone https://github.com/NoumanZahid-85/live-docs-mcp.git
cd live-docs-mcp

# 2. Install dependencies
uv sync

# 3. Configure
cp .env.example .env
# Edit .env and add your SERPER_API_KEY (free at https://serper.dev)

# 4. Test the CLI client
uv run python mcp_client.py
# > Library: openai
# > Query: streaming chat completion

Claude Desktop config (local stdio):

{
  "mcpServers": {
    "live-docs": {
      "command": "uv",
      "args": ["run", "python", "mcp_server.py"],
      "cwd": "/absolute/path/to/live-docs-mcp",
      "env": {
        "SERPER_API_KEY": "your_serper_api_key"
      }
    }
  }
}

🌐 Deploy Your Own Instance

Render (Free Tier)

Deploy to Render

  1. Fork this repo
  2. Connect to Render β†’ New Web Service β†’ select your fork
  3. Set environment variable SERPER_API_KEY in the Render dashboard
  4. Render auto-detects render.yaml and deploys

Your server will be live at https://your-service.onrender.com/sse.


πŸ—οΈ Architecture

graph TD
    A[Claude / AI Client] -->|MCP Protocol| B[LiveDocs MCP Server]

    B --> C{Cache Hit?}
    C -->|Yes - 24h TTL| D[Return Cached Result]
    C -->|No| E[Serper Google Search API]

    E --> F[Top 5 Doc URLs]
    F --> G[Concurrent HTTP Fetch]
    G --> H[trafilatura HTML β†’ Text]
    H --> I[Code Block Extraction]
    I --> J[Cache + Return]

    B --> K[list_libraries]
    B --> L[cache_stats]

    subgraph Tools
        B --> M[get_docs]
        B --> N[search_docs_multi]
        B --> O[get_code_examples]
    end

πŸ”‘ API Keys

| Key | Purpose | Free Tier | Get It | | ---------------- | ------------------------- | ----------------------- | -------------------------------------------- | | SERPER_API_KEY | Google search via Serper | βœ… 2,500 searches/month | serper.dev | | GROQ_API_KEY | LLM answers in CLI client | βœ… Generous free tier | console.groq.com |


πŸ’‘ Example Prompts

Once connected in Claude, try:

"Search the LangChain docs for how to use structured output with tool calling"

"Compare how LangChain and LlamaIndex implement document chunking"

"Get me a code example for streaming with the OpenAI Assistants API"

"What changed in CrewAI v0.7?"

"List all supported vector database libraries"

πŸ—‚οΈ Project Structure

live-docs-mcp/
β”œβ”€β”€ mcp_server.py      # πŸš€ Production MCP server (5 tools)
β”œβ”€β”€ mcp_client.py      # πŸ–₯️ Interactive CLI client
β”œβ”€β”€ libraries.py       # πŸ“‹ Registry of 45+ libraries
β”œβ”€β”€ cache.py           # ⚑ TTL in-memory cache
β”œβ”€β”€ utils.py           # πŸ”§ HTML extractor + code parser
β”œβ”€β”€ render.yaml        # 🌐 One-click Render deployment
β”œβ”€β”€ pyproject.toml     # πŸ“¦ Dependencies (uv)
β”œβ”€β”€ .env.example       # πŸ”‘ Environment variable template
└── README.md

🀝 Contributing

Want to add a library? Edit libraries.py β€” it takes 5 lines:

"your_library": {
    "site": "docs.your-library.com",
    "description": "Short description of the library",
    "category": "llm_frameworks",   # see existing categories
    "aliases": ["yl", "yourlib"],   # optional short names
},

Then open a PR. ✨


πŸ“„ License

MIT β€” free to use, modify, and deploy.


<p align="center">Built with ❀️ for AI engineers who are tired of stale docs.</p>

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB REPOS

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

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Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T21:43:18.834Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "crewai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "multi-agent",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Noumanzahid 85",
    "href": "https://github.com/NoumanZahid-85/live-docs-mcp",
    "sourceUrl": "https://github.com/NoumanZahid-85/live-docs-mcp",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T02:19:18.318Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T02:19:18.318Z",
    "isPublic": true
  },
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-noumanzahid-85-live-docs-mcp/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub Β· GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

Sponsored

Ads related to live-docs-mcp and adjacent AI workflows.