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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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9,467 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • GitLab MCP for Code Review

    mehmetakinn
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    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 -
    31
    MIT License
    • Linux
    • Apple

  • GitLab Code Review MCP

    lininn
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    Enables AI assistants to review GitLab merge requests by fetching diffs, analyzing code changes, adding comments, and managing approvals through the GitLab API. Supports comprehensive merge request analysis and version comparison for automated code review workflows.
    Last updated -
    1
    MIT License

  • GitLab MCP Code Review

    ffpy
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    Enables AI assistants to review GitLab merge requests by fetching changes, analyzing diffs, adding comments, and managing approvals through the GitLab API. Supports complete merge request analysis, file-specific reviews, and version comparisons.
    Last updated -
    3
    MIT License

  • Elasticsearch Semantic Search MCP Server

    jedrazb
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    A Python MCP server that enables semantic search through Search Labs blog posts indexed in Elasticsearch, allowing Claude to intelligently retrieve relevant information from the blog content.
    Last updated -
    3

  • Hugging Face Hub Semantic Search MCP

    davanstrien
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    An unofficial MCP server that provides semantic search capabilities for Hugging Face models and datasets, enabling Claude and other MCP-compatible clients to search, discover, and explore the Hugging Face ecosystem using natural language queries.
    Last updated -
    17
    MIT License
    • Apple

  • MCP Web Search Tool

    gabrimatic
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    A Model Context Protocol server that provides real-time web search capabilities to AI assistants through pluggable search providers, currently integrated with the Brave Search API.
    Last updated -
    13
    MIT License

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  • MCP Examples Project

    c1r5
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    security
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    A demonstration project that implements a Model Context Protocol (MCP) server with example tools for calendar, task management, and weather functionality in a Docker container.
    Last updated -

  • 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 -
    2
    7
    1
    • Apple

  • Google Search Tool

    iwanghc
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    Enables AI assistants to perform real-time Google searches with anti-bot protection. Bypasses search engine restrictions using advanced browser automation to extract search results locally without requiring paid API services.
    Last updated -
    3
    MIT License
    • Apple

  • Seroost Search MCP Server

    Parado-xy
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    Enables AI agents to perform semantic code search across entire codebases using natural language queries. Provides fast indexing and ranked search results with line numbers and file paths through the Seroost search engine.
    Last updated -

  • gitlab mcp

    zereight
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    gitlab mcp
    Last updated -
    7,512
    573
    MIT License
    • Linux
    • Apple

  • Web Search MCP Tool

    hexdecimal16
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    Enables performing Google searches and retrieving content from the top 5 non-social media results. Returns crawled web page content as a single consolidated string for analysis.
    Last updated -
    4

  • Perplexity Tool for Claude Desktop

    letsbuildagent
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    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 -
    1
    4
    MIT License
    • Apple

  • Spryker Package Search Tool

    vitaliiivanovspryker
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    An MCP server that enables natural language search capabilities for Spryker packages and code across GitHub repositories, allowing users to find Spryker modules and documentation using conversational queries.
    Last updated -
    3
    2
    MIT License

  • 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
    17
    11
    MIT License
    • Apple

  • Semantic Pen MCP Server

    pushkarsingh32
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    The official MCP server for Semantic Pen - an advanced AI article generator and SEO content writer. Create, manage, and optimize SEO-friendly articles directly from Claude Code and Cursor Windsurf with powerful AI automation.
    Last updated -
    5
    9
    2

  • GitLab MCP Server

    harshmaur
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    An MCP server that enables communication with GitLab repositories, allowing interaction with GitLab's API to manage projects, issues, and repositories through natural language.
    Last updated -
    7,512
    1
    MIT License

  • GitLab MCP Server

    anupsahu
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    Enables interaction with GitLab repositories through secure OAuth 2.0 authentication. Supports comprehensive GitLab operations including merge requests, issues, file management, commits, and branch operations through natural language.
    Last updated -
    12
    MIT License

  • 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 -
    10
    2
    MIT License
    • Linux

  • Semantic Prompt MCP

    hyunjae-labs
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    Enables Claude to solve complex problems systematically by breaking them down into 3-4 structured thinking steps. Features document caching and multiple profiles including specialized modes for SuperClaude and SuperGemini frameworks.
    Last updated -
    1
    847
    1

  • PyTorch Documentation Search Tool

    seanmichaelmcgee
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    Provides semantic search capabilities over PyTorch documentation, enabling users to find relevant documentation, APIs, code examples, and error messages through Claude Code integration.
    Last updated -
    2

  • 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 -
    11
    4
    • Apple

  • 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

  • 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

  • GitLab Pipeline MCP Server

    wqhui
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    Enables AI clients to manage GitLab pipelines through natural language commands. Supports triggering pipelines, checking status, listing pipelines, viewing jobs, and canceling pipelines across multiple GitLab instances.
    Last updated -
    17

  • 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
    86
    27
    MIT License

  • 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

  • Semantic Scholar MCP Server

    alperenkocyigit
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    A comprehensive Model Context Protocol server that provides AI assistants with direct access to Semantic Scholar's academic database, enabling advanced paper discovery, citation analysis, author research, and AI-powered recommendations.
    Last updated -
    4
    • Apple
    • Linux

  • GitLab MCP Server

    ZephyrDeng
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    A Model Context Protocol server that enables AI assistants to interact with GitLab repositories, allowing tasks like managing merge requests, searching projects, and creating comments through RESTful API integration.
    Last updated -
    102
    2
    • Apple

  • GitLab MCP Server

    amirsina-mandegari
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    Connects AI assistants to GitLab, allowing users to manage merge requests, view reviews, and interact with discussions through natural language queries.
    Last updated -
    9