"A server for finding relevant Python documentation" matching MCP servers:

• 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

• 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

• 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

• 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

• Python Docs Server

  AnuragRai017

  A

  license

  B

  quality

  C

  maintenance

  An MCP server that enables users to fetch Python documentation using the Brave Search API through natural language queries.

  Last updated 2025-05-15

  1

  Apache 2.0

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  A

  license

  -

  quality

  C

  maintenance

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• A-Share MCP Server

  firmmaple

  A

  license

  -

  quality

  D

  maintenance

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  24

  MIT

• 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

• 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

• python-docs-mcp-server

  ayhammouda

  A

  license

  A

  quality

  B

  maintenance

  Python Docs MCP Server gives AI coding agents local access to the official Python standard library docs. It can look up docs by Python version, return specific sections, and keep answers compact for clients like Claude Desktop, Cursor, and Codex. It runs without API keys or a hosted service.

  Last updated 2026-05-14

  4

  5

  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

• 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

• 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

• enigma-python-mcp

  denismaggior8

  A

  license

  A

  quality

  B

  maintenance

  A Model Context Protocol server that brings the capabilities of enigmapython library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators

  Last updated 2026-05-05

  2

  1

  4

  MIT

• MCP Server Fetch Python

  tatn

  A

  license

  A

  quality

  C

  maintenance

  An MCP server for fetching and transforming web content into various formats.

  Last updated 2025-04-04

  4

  7

  MIT

• MCP Python Interpreter

  PortPro-Technologies-Inc

  -

  license

  A

  quality

  -

  maintenance

  A Model Context Protocol server that allows LLMs to interact with Python environments, enabling code execution, file operations, package management, and development workflows.

  Last updated 2025-06-14

  9

• Documentation Retrieval & Web

  AIwithhassan

  F

  license

  A

  quality

  C

  maintenance

  Enables retrieval and cleaning of official documentation content for popular AI/Python libraries (uv, langchain, openai, llama-index) through web scraping and LLM-powered content extraction. Uses Serper API for search and Groq API to clean HTML into readable text with source attribution.

  Last updated 2025-10-06

  1

  1

• matlab-mcp-server-python

  HanSur94

  A

  license

  A

  quality

  C

  maintenance

  MCP server that connects any AI agent to MATLAB — execute code, async jobs, interactive Plotly plots, custom tools, and monitoring dashboard

  Last updated 2026-04-03

  20

  1

  MIT

• mcp-esa-server-python

  scnsh

  A

  license

  A

  quality

  C

  maintenance

  A Python-based MCP server that enables users to interact with the esa.io API for documentation management. It provides tools for retrieving user information and performing full CRUD operations on articles.

  Last updated 2025-06-17

  6

  1

  MIT

• MCP Python Interpreter

  yzfly

  F

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol server that allows LLMs to interact with Python environments, execute code, and manage files within a specified working directory.

  Last updated 2025-10-12

  10

  99