"A server for analyzing GitHub repositories and finding relevant files for context" matching MCP servers:

• Todo for AI MCP Server

  todo-for-ai

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  A

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  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

  4

  Apache 2.0

• MCP for Vivado

  lzw12123

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  security

  F

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  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

  1

• mcp-for-docs

  shayonpal

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  F

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  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

• GitHub MCP Server

  crypto-ninja

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  F

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  Enables comprehensive GitHub workflow automation including Actions monitoring, PR management, code search, file operations, and repository management through a code-first architecture that reduces token usage by 98%.

  Last updated 2026-01-09

  4

• MCP Server For Local

  Dreamboat-Rachel

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  security

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  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 Splunk

  deslicer

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  security

  A

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  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 2026-04-13

  52

  22

  Apache 2.0

• MCP Server for OSCAL

  awslabs

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  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 2026-04-15

  35

  Apache 2.0

• mcp-server-for-powershell

  danielklecha

  A

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  Unofficial Powershell MCP server

  Last updated 2026-01-26

  1

  MIT

• MCP Server for CAD

  Eklavvyaaaaa

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  F

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  Translates natural language commands into structured geometric operations for a simulated CAD engine using LLMs. It enables users to create shapes, modify dimensions, and perform 3D operations like extrusion through the Model Context Protocol.

  Last updated 2026-03-27

• MCP Server for Intercom

  raoulbia-ai

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  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

• What's for Dinner? MCP Server

  a2345sooted

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  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

  MIT

• Blender MCP for Antigravity

  kc0ed

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  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

  13

  MIT

• MCP Server for Google Search

  mcp-for-dev

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  security

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  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

  3

  2

• markdown-for-agents-mcp

  JohnnyFoulds

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  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 2026-04-07

  MIT

• Files MCP Server

  iceener

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  F

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  Enables AI agents to safely explore directories, read files, search content by pattern or filename, and edit files with checksum verification and dry-run preview within sandboxed filesystem access.

  Last updated 2026-02-15

  1

  70

• Call For Papers MCP

  alperenkocyigit

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  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

  4

• mcp-server-for-apache-ofbiz

  jacopoc

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  A proof of concept MCP server for Apache OFBiz

  Last updated 2026-02-20

  5

  Apache 2.0

• claude-debugs-for-you

  jasonjmcghee

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  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

  2

  507

  MIT

• PsMCP - MCP Server for

  Chandrahas455

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  security

  A

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  A server that allows AI tools like Claude and Cursor to automate and control Photoshop through natural language commands, enabling tasks like editing PSDs, toggling layers, and generating marketing creatives.

  Last updated 2025-07-30

  10

  MIT

• Coze MCP Server For OpenClaw

  danielcy

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  security

  F

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  Exposes Coze workflows as MCP tools, allowing AI clients to discover and execute workflows from a specified Coze workspace. It provides a simple way to integrate external skills into platforms like OpenClaw without needing local environment configurations.

  Last updated 2026-03-11

  94

• Quick Data for Windows MCP

  Beaulewis1977

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  security

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  A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.

  Last updated 2025-06-16

  1

  MIT

• mcp-for-azure-devops-boards

  danielealbano

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  security

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  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 2026-04-07

  23

  6

  MIT

• mem0 MCP Server for Project

  KunihiroS

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  security

  F

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  A bridge between MCP Host applications and mem0 cloud service, specialized for project management with capabilities to store, retrieve, and search project information within a structured format.

  Last updated 2026-03-11

  6

• Files-DB-MCP

  randomm

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  A local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.

  Last updated 2025-07-17

  7

  MIT

• Context

  neuledge

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  security

  A

  license

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  quality

  Local-first documentation for AI agents

  Last updated 2026-04-09

  374

  150

  Apache 2.0

• Minimal MCP Server for AutoCAD

  JooseokKim-DL

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  security

  F

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  quality

  A FastAPI-based MCP server scaffold designed to extract material tables from AutoCAD DWG files. It enables users to automate CAD data processing by configuring drawing folder paths and layer-specific extraction parameters.

  Last updated 2026-02-25

• Gemini MCP Server for Claude

  raydollete

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  security

  A

  license

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  quality

  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 2026-04-14

  3

  Apache 2.0

• API for Chads

  chadbot0x

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  MCP server providing real-time crypto prices (Chainlink + Binance), Polymarket prediction market data, deep web research, and JS-rendered web scraping. All services available via x402 Solana micropayments.

  Last updated 2026-02-24

  MIT

• n8n Manager for AI Agents

  czlonkowski

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  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

  57

  MIT

• Azure DevOps MCP Server for

  EreAlexandru

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  security

  F

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  quality

  Enables interaction with Azure DevOps through natural language in Cursor IDE. Supports work item management, pull requests, builds, releases, test management, and guided workflows for development teams, QA testers, and release management.

  Last updated 2025-07-01

  1

• Simple Files Vector Store

  lishenxydlgzs

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  A

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  quality

  A very simple vector store that provides capability to watch a list of directories, and automatically index all the markdown, html and text files in the directory to a vector store to enhance context.

  Last updated 2025-03-31

  4

  40

  MIT

• Prompt for User Input MCP

  goldensansapple

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  Enables AI models to interactively prompt users for input or clarification directly through their code editor. It facilitates real-time communication between assistants and users during development tasks.

  Last updated 2025-10-22

  MIT

• GitHub MCP Server

  cyanheads

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  security

  A

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  quality

  A Model Context Protocol server that enables LLM agents to manage GitHub repositories, issues, pull requests, branches, files, and releases through a standardized interface.

  Last updated 2025-12-02

  1,186

  8

  Apache 2.0

• Cloudflare MCP Server for

  lennyzeltser

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  A

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  Turns any static website into an MCP-searchable knowledge base by deploying a Cloudflare Worker that provides full-text search tools, enabling AI assistants to search and retrieve content from your site.

  Last updated 2026-03-12

  1

  MIT

• Memory Context Provider Server

  Srish-ty

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  security

  F

  license

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  quality

  A server that manages conversation context for LLM interactions, storing recent prompts and providing relevant context for each user via REST API endpoints.

  Last updated 2025-03-30

  330

• E0N-MCP-FOR-ETH

  E00N777

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  just a simple test for education

  Last updated 2025-10-27

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

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  A

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  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

• GitHub Stars MCP Server

  Dustyposa

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  quality

  A high-performance server for analyzing GitHub user starred repositories, providing insights into development trends, technology adoption patterns, and timeline tracking.

  Last updated 2025-08-05

  2

  Apache 2.0

• GitHub MCP Server

  pipseedai

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  A

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  quality

  Enables AI agents to interact with GitHub repositories through the GitHub REST API for managing files, issues, and repository metadata. It supports both read operations like searching code and write operations such as creating repositories and updating issue comments.

  Last updated 2026-02-06

  9

  MIT

• A-Share MCP Server

  firmmaple

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  security

  A

  license

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  quality

  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

  23

  MIT

• GitHub MCP Server

  nkefor

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  security

  F

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  quality

  Enables LLMs to interact with GitHub repositories, issues, pull requests, and workflows through the Model Context Protocol. It provides a comprehensive set of tools for repository management, issue tracking, code search, and CI/CD automation.

  Last updated 2026-01-16

• GitHub MCP Server

  shibdad

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  Connects Claude Desktop to GitHub repositories, enabling users to perform git operations and GitHub API interactions through natural conversation.

  Last updated 2025-04-26

  1,186

  MIT

• Github MCP Server

  ParasSolanki

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  security

  F

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  quality

  Provides integration with Github through the Model Context Protocol (MCP), allowing Large Language Models to interact with Github's repositories, issues, pull requests and search functionality.

  Last updated 2025-03-06

  1,186

  4

• GitHub MCP Server

  akarnik23

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  security

  F

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  Enables access to GitHub repositories and data through the GitHub API. Supports retrieving repositories, issues, pull requests, and searching code across GitHub with authentication via personal access tokens.

  Last updated 2025-10-17

• MCP GitHub Repository Server

  loglmhq

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  security

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  A server that allows AI assistants to browse and read files from specified GitHub repositories, providing access to repository contents via the Model Context Protocol.

  Last updated 2024-12-06

  7

  MIT

• GitHub MCP Server

  guangxiangdebizi

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  security

  F

  license

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  quality

  Enables AI assistants to analyze GitHub repository structures and read file contents with features like directory traversal, file type analysis, syntax highlighting, and code pattern detection. Supports both public and private repositories through GitHub API integration.

  Last updated 2025-08-28

  2

• GitHub Chat MCP

  AsyncFuncAI

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  security

  A

  license

  A

  quality

  An MCP server that enables analyzing and querying GitHub repositories through the GitHub Chat API, allowing users to index repositories and ask questions about their code, architecture and tech stack.

  Last updated 2025-04-10

  2

  85

  MIT

• GitHub MCP Server

  software-engineer-mj

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  security

  A

  license

  B

  quality

  A Python-based Model Context Protocol server that provides 87 tools for comprehensive interaction with the GitHub API. It enables AI agents to manage repositories, issues, pull requests, workflows, and projects through automated commands.

  Last updated 2026-02-23

  87

  MIT

• Framelink MCP for Figma

  nludd25

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  A

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  Enables AI coding agents to access Figma design data by fetching and simplifying layout and styling metadata. This allows developers to accurately implement UI designs in code directly from Figma file links.

  Last updated 2026-03-18

  171,353

  MIT

• GitHub Mapper MCP Server

  dazeb

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  security

  F

  license

  C

  quality

  Provides tools for mapping and analyzing GitHub repositories. It allows users to set a GitHub Personal Access Token and retrieve detailed information about a specified repository, including its structure and summary statistics.

  Last updated 2025-07-18

  2

  24