"Finding the latest documentation for various tasks or guidelines" matching MCP servers:

• Documentation Fetcher & RAG

  mikkelkrogsholm

  F

  license

  -Not graded

  quality

  D

  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.

  Updated 8 months ago (2025-12-25 21:42 UTC)

• Nextcloud Developer

  Rello

  F

  license

  -Not graded

  quality

  C

  maintenance

  Provides MCP tools for searching, retrieving, and answering questions about indexed Nextcloud developer documentation from multiple sources.

  Updated 2 months ago (2026-07-07 10:50 UTC)

• Documentation MCP Server

  johnmathews

  F

  license

  -Not graded

  quality

  D

  maintenance

  Enables AI agents to search and query documentation from git repositories using hybrid search and structured metadata queries.

  Updated 16 days ago (2026-08-09 08:52 UTC)

  1

• Glanser Guidelines MCP Server

  Vbridge7

  F

  license

  -Not graded

  quality

  D

  maintenance

  Provides semantic search over a team's coding guidelines corpus using FastMCP, ChromaDB, and sentence-transformers. Enables fully offline operation with tools for searching, browsing, and filtering guidelines by scope.

  Updated 4 months ago (2026-04-17 01:15 UTC)

• MCP Server for Documentation

  probablyronit

  F

  license

  -Not graded

  quality

  B

  maintenance

  An MCP server that retrieves and cleans official documentation for popular AI/Python libraries via web search and LLM processing, exposing a get_docs tool.

  Updated 13 days ago (2026-08-11 18:37 UTC)

• Godot Documentation MCP Server

  Utedass

  F

  license

  -Not graded

  quality

  C

  maintenance

  Enables AI assistants to search the Godot 4.7 documentation locally using hybrid keyword and semantic search, providing accurate API references with URLs and section hierarchy.

  Updated 15 days ago (2026-08-10 05:38 UTC)

• exa-mcp-server-for-operit

  x15907982411

  A

  license

  A

  quality

  A

  maintenance

  An Operit-compatible adapter of the Exa MCP server, enabling web search, code search, and company research capabilities in AI assistants. It fixes MCP handshake compatibility issues, allowing tools like web_search_exa and web_fetch_exa to load and run reliably.

  Updated 18 days ago (2026-08-07 08:13 UTC)

  2

  37,614

  MIT

• mcp-for-azure-devops-boards

  danielealbano

  A

  license

  B

  quality

  A

  maintenance

  MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse, query and update Azure DevOps work items as if it were a project manager. Written in Rust and optimized for tokens usagem, It runs via stdio or HTTP mode and uses standard Azure authentication with az login.

  Updated a month ago (2026-07-12 18:48 UTC)

  24

  6

  MIT

• mcp-server-for-apache-ofbiz

  jacopoc

  A

  license

  -Not graded

  quality

  C

  maintenance

  A proof of concept MCP server for Apache OFBiz

  Updated 6 months ago (2026-02-20 15:51 UTC)

  7

  Apache 2.0

• Inkeep MCP Server for Vercel

  inkeep

  A

  license

  -Not graded

  quality

  D

  maintenance

  Enables asking questions and performing semantic searches against an Inkeep knowledge base. Deployable to Vercel with Next.js.

  Updated 4 months ago (2026-04-25 05:18 UTC)

  1

  MIT

• Markdown RAG Documentation

  andnp

  A

  license

  -Not graded

  quality

  B

  maintenance

  Enables semantic search over local Markdown documentation using hybrid retrieval combining embeddings, keyword search, and graph traversal with automatic file watching and zero-configuration setup.

  Updated 6 days ago (2026-08-19 17:26 UTC)

  2

  MIT

• THE RAG MCP

  Sankalp-2005

  F

  license

  -Not graded

  quality

  C

  maintenance

  An enterprise-ready MCP server that exposes a RAG tool for retrieving relevant context and metadata from a Qdrant vector database using natural language queries.

  Updated 2 months ago (2026-06-13 12:37 UTC)

  2

• MCP Documentation Server

  McKhanster

  F

  license

  -Not graded

  quality

  D

  maintenance

  Enables semantic search and retrieval of MCP (Model Context Protocol) documentation using Redis-backed embeddings, allowing users to query and access documentation content through natural language.

  Updated 10 months ago (2025-11-04 03:55 UTC)

• Internal Documentation Search

  aklianeva

  F

  license

  A

  quality

  -Not graded

  maintenance

  Exposes an internal engineering knowledge base to AI assistants, allowing users to search and retrieve standards, runbooks, and architecture decisions. It supports RAG-enhanced search, document scraping, and specialized prompts for incident investigation and code reviews.

  Updated 5 months ago (2026-03-11 14:37 UTC)

  5

• RAG Documentation MCP Server

  jumasheff

  A

  license

  A

  quality

  D

  maintenance

  Provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.

  Updated a year ago (2025-03-16 09:51 UTC)

  7

  21

  1

  MIT
• 

  Dedalus MCP Documentationofficial

  dedalus-labs

  A

  license

  A

  quality

  D

  maintenance

  An MCP server that serves documentation and enables AI-powered search, Q\&A, and document analysis for developer tools and guides.

  Updated a year ago (2025-09-20 12:06 UTC)

  5

  4

  MIT

• Unified Salesforce

  TMTrevisan

  A

  license

  A

  quality

  C

  maintenance

  Enables LLMs to scrape, index, and search modern and legacy Salesforce documentation by piercing complex Shadow DOM and iframe structures. It supports hierarchical spidering of entire guides and local RAG capabilities using a SQLite database for offline querying.

  Updated 6 months ago (2026-02-25 19:05 UTC)

  5

  30

  2

  MIT

• The Verge News MCP Server

  manimohans

  A

  license

  A

  quality

  D

  maintenance

  Provides tools to fetch and search news from The Verge's RSS feed, allowing users to get today's news, retrieve random articles from the past week, and search for specific keywords in recent Verge content.

  Updated 7 months ago (2026-01-21 17:11 UTC)

  3

  14

  3

  MIT

• Documentation Retrieval & Web

  AIwithhassan

  F

  license

  A

  quality

  D

  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.

  Updated a year ago (2025-10-06 16:36 UTC)

  1

  2

• AI Square Documentation MCP

  omkute101

  F

  license

  A

  quality

  C

  maintenance

  Enables MCP clients to retrieve authoritative AI Square documentation, API references, SDK examples, guides, and troubleshooting information through citation-safe hybrid search and static resources.

  Updated 18 days ago (2026-08-07 09:25 UTC)

  11