"An MCP for extracting and analyzing documentation using AI" matching MCP servers:

• Todo for AI MCP Server

  todo-for-ai

  A

  license

  -

  quality

  C

  maintenance

  Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

  Last updated 2026-03-24

  64

  Apache 2.0

• Documentation MCP Server

  sagacious-satadru

  F

  license

  A

  quality

  C

  maintenance

  A server that enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations.

  Last updated 2025-04-12

  1

  3

• Pydantic AI Documentation

  omniwaifu

  F

  license

  A

  quality

  C

  maintenance

  Provides programmatic access to Pydantic-AI documentation as an MCP server, enabling retrieval of specific documents, listing of topics, and access to changelog information.

  Last updated 2025-05-20

  5

  4

• Documentation MCP Server

  LiL-Loco

  A

  license

  B

  quality

  B

  maintenance

  Generates professional documentation for multi-language codebases with deep AST-based code analysis, supporting Docusaurus, MkDocs, and Sphinx frameworks. Includes API documentation generation, PDF export, OpenAPI spec generation, and sales-ready documentation for code marketplaces.

  Last updated 2025-12-12

  9

  MIT

• n8n Manager for AI Agents

  czlonkowski

  A

  license

  -

  quality

  D

  maintenance

  Enables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.

  Last updated 2025-06-26

  59

  MIT

• MCP Documentation Server

  mahawi1992

  F

  license

  -

  quality

  C

  maintenance

  A smart documentation server that provides AI-assisted code improvement and documentation management through Claude Desktop integration.

  Last updated 2024-12-04

  10

• Documentation Fetcher & RAG

  mikkelkrogsholm

  F

  license

  -

  quality

  C

  maintenance

  Enables AI assistants to fetch, index, and perform semantic RAG-based searches on API documentation from various sources. It provides tools for hybrid search and collection management, allowing users to access up-to-date documentation from projects like Gemini and FastMCP.

  Last updated 2025-12-25

• MCP Spark Documentation Server

  martoc

  A

  license

  A

  quality

  A

  maintenance

  Provides full-text search and retrieval tools for Apache Spark documentation using SQLite FTS5 with BM25 ranking. It enables AI assistants to efficiently search, filter by section, and read specific Spark documentation pages.

  Last updated 2026-05-13

  2

  MIT

• AWS Documentation MCP Server

  daniel-levesque

  A

  license

  A

  quality

  C

  maintenance

  Provides tools to access AWS documentation, search for content, and get recommendations for both global and China AWS regions.

  Last updated 2025-07-24

  3

  Apache 2.0

• OpenTelemetry Documentation

  ryu1maniwa

  A

  license

  A

  quality

  C

  maintenance

  Enables access to OpenTelemetry documentation by fetching and converting pages to markdown format and searching content using Google Custom Search. Provides comprehensive documentation lookup and search capabilities for OpenTelemetry concepts, instrumentation, and configuration.

  Last updated 2025-08-13

  2

  3

  Apache 2.0

• Documentation MCP Server

  ThaLoc0one

  A

  license

  A

  quality

  B

  maintenance

  Generates professional documentation for multi-language projects with deep code analysis, supporting frameworks like Docusaurus, MkDocs, and Sphinx, including API docs, PDF export, and OpenAPI specifications.

  Last updated 2025-12-12

  9

  MIT

• Document Extractor MCP Server

  DynamicEndpoints

  F

  license

  A

  quality

  -

  maintenance

  Extracts and stores documentation content from Microsoft Learn and GitHub URLs into PocketBase with full-text search, metadata preservation, and automatic collection management for easy retrieval and organization.

  Last updated 2025-06-26

  9

• MCP Server for Intercom

  raoulbia-ai

  A

  license

  A

  quality

  D

  maintenance

  An MCP-compliant server that enables AI assistants like Claude Desktop to access and analyze Intercom support tickets with full conversation history.

  Last updated 2025-04-25

  4

  8

  Apache 2.0

• SAP AI Core Documentation MCP

  nickels

  F

  license

  A

  quality

  C

  maintenance

  Provides semantic search and intelligent access to SAP AI Core documentation for AI assistants like Claude. It enables users to search across categories, retrieve full document content, and access topic-specific information from the SAP artificial intelligence repository.

  Last updated 2025-11-21

  4

• Documentation Search MCP

  gemini2026

  A

  license

  B

  quality

  B

  maintenance

  A Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.

  Last updated 2026-04-07

  23

  8

  MIT

• Usage And Billing MCP Server

  BACH-AI-Tools

  A

  license

  C

  quality

  C

  maintenance

  Enables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.

  Last updated 2025-12-07

  18

  MIT

• Account and Transaction MCP

  ag2-mcp-servers

  F

  license

  -

  quality

  C

  maintenance

  An MCP Server that provides a conversational interface to the UK Open Banking account information API, allowing agents to interact with bank account data through natural language commands.

  Last updated 2025-07-16

• Claude AI Documentation

  XPE-7

  F

  license

  -

  quality

  C

  maintenance

  An MCP server that integrates with Claude to provide smart documentation search capabilities across multiple AI/ML libraries, allowing users to retrieve and process technical information through natural language queries.

  Last updated 2025-03-22

• MoEngage Documentation MCP

  poojitha-rachuri

  F

  license

  -

  quality

  -

  maintenance

  Provides comprehensive access to MoEngage documentation from developers, help, and partners portals with full-text search, automatic updates, and intelligent filtering by platform, category, and source.

  Last updated 2025-08-06

• Documentation MCP Server

  RandellB-Ritense

  F

  license

  -

  quality

  C

  maintenance

  Fetches GitHub PR and issue data server-side and combines it with a documentation template, providing formatted context to LLMs for automated documentation generation.

  Last updated 2025-12-18