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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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11,412 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • Skill-to-MCP

    biocontext-ai
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    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    Last updated -
    3
    6
    Apache 2.0

  • mcp-server-qdrantofficial

    qdrant
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    This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
    Last updated -
    2
    962
    Apache 2.0

  • GitLab MCP Serverofficial

    modelcontextprotocol
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    MCP Server for the GitLab API, enabling project management, file operations, and more.
    Last updated -
    1,673
    72,159
    MIT License
    • Linux
    • Apple

  • GitLab MCP Server

    rifqi96
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    A Model Context Protocol server that enables interaction with GitLab accounts to manage repositories, merge requests, code reviews, and CI/CD pipelines through natural language.
    Last updated -
    41
    12
    12
    MIT License
    • Apple

  • MCP GitLab Server

    Vijay-Duke
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    Enables comprehensive GitLab integration allowing LLMs to manage projects, issues, merge requests, repository files, CI/CD pipelines, and perform batch operations. Supports advanced features like AI-optimized summaries, smart diffs, and atomic operations with rollback support.
    Last updated -
    72
    Apache 2.0

  • 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

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  • GitLab Kanban MCP Server

    Sunwood-ai-labs
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    A Model Context Protocol server that enables management of GitLab Kanban boards through tools for listing, creating, updating, and deleting tasks, as well as adding comments.
    Last updated -
    1

  • mcp-gitlab-jira

    HainanZhao
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    A Model Context Protocol (MCP) server for GitLab and Jira integration. This server allows AI agents like gemini-cli to interact with your GitLab and Jira instances.
    Last updated -
    19
    3
    MIT License
    • Linux

  • GitLab MCP Server

    Alosies
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    A TypeScript MCP server that provides integration with GitLab's REST API, allowing users to interact with GitLab projects, issues, merge requests, pipelines, and more through natural language.
    Last updated -
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    39
    4
    • Apple

  • GitLab Forum MCP

    ahnmichael
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    Enables searching, reading, and analyzing discussions on GitLab's community forum for troubleshooting CI/CD issues and GitLab features. Pre-configured with GitLab-specific search filters and optimized workflows for support scenarios.
    Last updated -
    8
    248
    MIT License

  • GitLab WeChat MCP

    lh8966
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    Enables users to retrieve GitLab commit records and automatically generate daily work reports that can be sent to WeChat Work groups. Supports querying commits by date and user, with seamless enterprise messaging integration.
    Last updated -
    3
    • Apple

  • markdown-to-html

    fashionzzZ
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    A Model Context Protocol server that converts Markdown content to HTML format.
    Last updated -
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    3,382
    3
    MIT License
    • Apple

  • MCP Server Example

    alejandro-ao
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    An educational implementation of a Model Context Protocol server that demonstrates how to build a functional MCP server for integrating with various LLM clients like Claude Desktop.
    Last updated -
    1
    135
    MIT License
    • Apple
    • Linux

  • Talk to Figma MCP

    pipethedev
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    Allows Cursor AI to communicate with Figma for reading designs and modifying them programmatically through a Model Context Protocol integration.
    Last updated -
    38
    1,542
    MIT License
    • Apple

  • OpenAPI to MCP Server

    TykTechnologies
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    A tool that creates MCP (Model Context Protocol) servers from OpenAPI/Swagger specifications, enabling AI assistants to interact with your APIs.
    Last updated -
    3
    20
    25
    MIT License
    • Apple

  • GitHub Repository MCP Server

    shanksxz
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    Enables AI models to access GitHub repository contents as context, with features to fetch entire repositories, specific file contents, and repository structures for use in AI interactions.
    Last updated -
    3
    2
    MIT License
    • Linux
    • Apple

  • Cursor Talk To Figma MCP

    toiletmadarchut
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    Enables users to control the cursor in Figma through verbal commands using an agentic AI agent, streamlining the design process with a new interaction method.
    Last updated -
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    1,542
    1

  • gitlab-mcp-server

    yoda-digital
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    GitLab MCP Server (with activity tracking and group projects listing features) This server is based on the original GitLab MCP server with Group Projects Listing and Activity Tracking enhancements
    Last updated -
    28
    76
    28
    MIT License

  • Clipboard to Supabase MCP Helper

    martinbowling
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    A local agent that monitors your system clipboard, automatically uploads copied images to Supabase Storage, and replaces the clipboard content with the public URL for immediate sharing.
    Last updated -
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    1
    • Apple
    • Linux

  • 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 -
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    431
    MIT License

  • Claude-to-Gemini MCP Server

    Yoon-jongho
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    Enables Claude to use Google Gemini as a secondary AI through MCP for large-scale codebase analysis and complex reasoning tasks. Supports both Gemini Flash and Pro models with specialized functions for general queries and comprehensive code analysis.
    Last updated -
    2
    MIT License

  • 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
    431
    MIT License

  • gitlab mcp

    zereight
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    gitlab mcp
    Last updated -
    9,061
    710
    MIT License
    • Linux
    • Apple

  • Jira-GitLab MCP Server

    gabbar910
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    Integrates Jira and GitLab to enable AI agents to seamlessly manage issues, create branches, and automate SRE workflows from issue detection to fix deployment. Features AI-powered analysis for intelligent code generation and comprehensive automation across both platforms.
    Last updated -

  • GitHub Repository Analyzer

    jar285
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    Enables Large Language Models to analyze GitHub repositories in real-time, providing tools for retrieving repository information, analyzing issues, accessing documentation, and visualizing activity.
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    • Linux
    • Apple

  • JSON to Excel MCP by WTSolutions

    he-yang
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    The JSON to Excel MCP provides a standardized interface for converting (1)JSON data (2)URL pointing to JSON files into CSV format
    Last updated -
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  • Excel to JSON MCP by WTSolutions

    he-yang
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    The Excel to JSON MCP provides a standardized interface for converting Excel and CSV data into JSON format using the Model Context Protocol.
    Last updated -
    4

  • Text-to-SQL MCP Server

    tmstack
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    A secure database query service built on FastMCP framework that allows users to query MySQL databases using natural language, with comprehensive permission management and security controls.
    Last updated -
    13

  • GitLab MCP Server

    ttpears
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    Enables AI-powered exploration and interaction with GitLab instances through comprehensive search, code browsing, and repository management. Supports both self-hosted and GitLab.com with flexible authentication for read and write operations.
    Last updated -
    MIT License

  • GitLab MCP Server

    lucky-dersan
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    Provides GitLab integration for AI assistants using Model Context Protocol, enabling repository operations, file management, issue tracking, merge requests, and branch/tag administration through natural language.
    Last updated -
    2