"A tool for finding documentation for code" matching MCP servers:

• mcp-for-docs

  shayonpal

  A

  license

  B

  quality

  F

  maintenance

  Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.

  Last updated 2025-10-27

  3

  GPL 3.0

• 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

• Gemini MCP Server for Claude

  raydollete

  A

  license

  A

  quality

  B

  maintenance

  Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.

  Last updated 2026-05-09

  3

  Apache 2.0

• MCP Server for OSCAL

  awslabs

  A

  license

  A

  quality

  C

  maintenance

  Provides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.

  Last updated 2026-05-12

  40

  43

  Apache 2.0

• MCP Server for Splunk

  deslicer

  A

  license

  A

  quality

  B

  maintenance

  Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.

  Last updated 2026-05-11

  53

  22

• Perplexity Tool for Claude

  letsbuildagent

  A

  license

  C

  quality

  D

  maintenance

  A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.

  Last updated 2024-12-05

  1

  6

  MIT

• MCP for Vivado

  lzw12123

  F

  license

  C

  quality

  B

  maintenance

  An AI-centric MCP server that enables automated Xilinx Vivado workflows, including project management, synthesis, implementation, and timing analysis. It allows AI agents to drive hardware design processes while integrating directly with the official Vivado GUI for visual context.

  Last updated 2026-04-08

  15

  3

• mcp-server-for-powershell

  danielklecha

  A

  license

  A

  quality

  B

  maintenance

  Unofficial Powershell MCP server

  Last updated 2026-01-26

  2

  1

  MIT

• 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

• MCP Server for Google Search

  mcp-for-dev

  F

  license

  A

  quality

  C

  maintenance

  A Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.

  Last updated 2025-05-15

  2

  8

  2

• For Five Coffee MCP Server

  Kong

  F

  license

  B

  quality

  C

  maintenance

  Enables AI assistants to fetch, search, and organize menu information from For Five Coffee café. Provides access to complete menu data, category filtering, and item search capabilities through both MCP and REST API interfaces.

  Last updated 2025-09-22

  4

• mcp-for-azure-devops-boards

  danielealbano

  A

  license

  C

  quality

  B

  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.

  Last updated 2026-05-07

  23

  6

  MIT

• MCP Server For Local

  Dreamboat-Rachel

  A

  license

  C

  quality

  D

  maintenance

  A customizable Model Context Protocol server implementation that enables AI models to interact with external tools including weather queries, Google search, and camera control functionality.

  Last updated 2025-04-09

  1

  14

  Apache 2.0

• mcp-server-for-apache-ofbiz

  jacopoc

  A

  license

  -

  quality

  B

  maintenance

  A proof of concept MCP server for Apache OFBiz

  Last updated 2026-02-20

  5

  Apache 2.0

• markdown-for-agents-mcp

  JohnnyFoulds

  A

  license

  -

  quality

  B

  maintenance

  MCP server for AI agents -- fetch any URL with full JavaScript rendering (Playwright/Chromium) and convert to clean, token-efficient markdown. Works on React, Vue, Angular, and any JS-heavy page. Includes web search, batch fetching, binary file download, LRU cache, SSRF protection, and structured output.

  Last updated 2026-05-12

  19

  MIT

• What's for Dinner? MCP Server

  a2345sooted

  A

  license

  -

  quality

  -

  maintenance

  Helps users decide what to eat by randomly selecting meals from a database of 100+ options or a custom list using an interactive spinning wheel widget. It supports cuisine filtering and provides an engaging visual interface to resolve mealtime indecision.

  Last updated 2026-02-02

• Blender MCP for Antigravity

  kc0ed

  A

  license

  -

  quality

  D

  maintenance

  Windows-optimized MCP server that enables control of Blender 4.0+ through 21+ tools for scene management, object manipulation, and asset downloads from PolyHaven, Sketchfab, Hyper3D, and Hunyuan3D.

  Last updated 2025-12-14

  14

  MIT

• claude-debugs-for-you

  jasonjmcghee

  A

  license

  -

  quality

  A

  maintenance

  Enable Claude (or any other LLM) to interactively debug your code (set breakpoints and evaluate expressions in stack frame). It's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.

  Last updated 2025-12-20

  9

  510

  MIT

• GitLab MCP for Code Review

  mehmetakinn

  A

  license

  -

  quality

  C

  maintenance

  An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.

  Last updated 2025-05-15

  44

  MIT

• Call For Papers MCP

  alperenkocyigit

  A

  license

  -

  quality

  B

  maintenance

  Enables searching for upcoming academic conferences and events from WikiCFP by keywords, returning detailed information including dates, locations, submission deadlines, and related resources.

  Last updated 2025-10-27

  5

  GPL 3.0