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Open-Source MCP servers

Production-ready MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

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9,443 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • Contextual MCP Serverofficial

    ContextualAI
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    A Model Context Protocol server that provides Retrieval-Augmented Generation capabilities using Contextual AI, enabling AI interfaces like Cursor IDE and Claude Desktop to query domain-specific knowledge with context-aware responses and source citations.
    Last updated -
    1
    19

  • Google Indexing API MCP Server

    ag2-mcp-servers
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    An MCP server that enables interacting with Google's Indexing API, allowing agents to submit URLs to Google for indexing or removal from search results through natural language commands.
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  • AutoDev Codebase MCP Server

    anrgct
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    HTTP-based server that provides semantic code search capabilities to IDEs through the Model Context Protocol, allowing efficient codebase exploration without repeated indexing.
    Last updated -
    3
    79
    • Apple
    • Linux

  • Codebase MCP

    DeDeveloper23
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    A Model Context Protocol server that enables AI agents to retrieve and understand entire codebases at once, providing tools to analyze local workspaces or remote GitHub repositories.
    Last updated -
    3
    53
    MIT License
    • Linux
    • Apple

  • Codebase RAG MCP Server

    allentcm
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    Enables semantic search and retrieval of code files using embeddings stored in PostgreSQL. Supports intelligent codebase exploration through natural language queries, file listing, and content retrieval.
    Last updated -
    4

  • Codebase MCP Server

    cmaujean
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    A Model Context Protocol server that analyzes application codebases with real-time file watching, providing AI assistants like Claude with deep insights into project structure, code patterns, and architecture.
    Last updated -
    MIT License

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  • MCP Codebase Insight

    tosin2013
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    A server component of the Model Context Protocol that provides intelligent analysis of codebases using vector search and machine learning to understand code patterns, architectural decisions, and documentation.
    Last updated -
    10

  • @lex-tools/codebase-context-dumperofficial

    lex-tools
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    A Model Context Protocol (MCP) server designed to easily dump your codebase context into Large Language Models (LLMs).
    Last updated -
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    1
    2
    Apache 2.0

  • A Share MCP

    24mlight
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    A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.
    Last updated -
    27
    424
    MIT License

  • MCP Qdrant Codebase Embeddings

    steiner385
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    A Model Context Protocol server that provides semantic understanding of codebases using Qdrant vector database, enabling AI assistants to search files by purpose, discover relationships between files, analyze architecture, and identify refactoring opportunities.
    Last updated -

  • A-Share MCP Server

    24mlight
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    A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.
    Last updated -
    27
    424
    MIT License

  • Nia Codebase MCP

    nozomio-labs
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    An MCP server that allows integration with Nia's codebase understanding capabilities through function calling in tools like Cursor and Claude Desktop, enabling users to analyze project structure and search codebases via natural language queries.
    Last updated -
    1
    3
    5
    MIT License

  • Accessible Color Contrast MCP

    ryelle
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    Enables checking WCAG color contrast ratios and accessibility compliance between color pairs. Helps determine optimal text colors for backgrounds and validates color combinations meet accessibility standards.
    Last updated -
    92

  • MCP Server For Local

    Dreamboat-Rachel
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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 -
    1
    13
    Apache 2.0
    • Linux
    • Apple

  • MCP Server for Splunk

    deslicer
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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 -
    12
    Apache 2.0
    • Apple
    • Linux

  • 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 -
    427
    MIT License
    • Apple

  • 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 -
    4
    7
    Apache 2.0
    • Linux

  • MCP Server for Google Search

    mcp-for-dev
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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 -
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    7
    1
    • Apple

  • mem0 MCP Server for Project Management

    KunihiroS
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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 -
    6

  • Workspace Code Search MCP Server

    LuotoCompany
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    A Python-based local indexing server that creates semantic search capabilities for codebases using ChromaDB, allowing Cursor IDE to perform vector searches on your code without sending data to external services.
    Last updated -
    24

  • Prompt-Optimizer-MCP-for-LLMs

    Mahad-007
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    A Model Context Protocol (MCP) server that provides intelligent tools for optimizing and scoring LLM prompts using deterministic heuristics.
    Last updated -
    MIT License

  • PsMCP - MCP Server for Photoshop

    Chandrahas455
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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 -
    9
    MIT License

  • Python Codebase Analysis RAG System

    shervinemp
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    An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.
    Last updated -
    5

  • Langflow Document Q&A Server

    GongRzhe
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    Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.
    Last updated -
    1
    14
    MIT License
    • Apple

  • Two Truths and a Twist

    ErgodicLabs
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    An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.
    Last updated -
    5
    MIT License
    • Apple
    • Linux

  • A VMware ESXi/vCenter management server

    bright8192
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    A VMware ESXi/vCenter management server based on MCP (Machine Control Protocol), providing simple REST API interfaces for virtual machine management.
    Last updated -
    36
    MIT License

  • You Need A Budget (YNAB) MCP

    Jtewen
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    An MCP to give AI agents extensive knowledge of your personal finances and control of your budgeting.
    Last updated -
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    3
    MIT License
    • Apple
    • Linux

  • Appwrite Docs MCP Serverofficial

    appwrite
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    Enables IDEs like Cursor, Windsurf, and Claude Code to access and query Appwrite documentation through a vector-powered search system. Provides developers with contextual Appwrite documentation directly within their development environment.
    Last updated -
    7

  • MCP FOR ITSM

    madosh
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    MCP FOR ITSM TOOL INTEGRATION
    Last updated -
    1
    MIT License

  • MCP Filesystem Server

    A-Niranjan
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    Provides secure filesystem access for AI models through the Model Context Protocol with strict path validation, file operations, directory management, and system command execution within predefined directories.
    Last updated -
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    6
    MIT License

  • MCP Server for PostgreSQL

    asadudin
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    A Model Context Protocol server implementation that provides a simple interface to interact with PostgreSQL databases, enabling SQL queries, database operations, and schema management through MCP.
    Last updated -