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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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11,681 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 -
    33
    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 -
    11
    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 -
    19
    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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    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.
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  • 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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    4
    1
    • Apple

  • Enterprise Code Search MCP Server

    damian-pramparo
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    Enables semantic code search across local projects and Git repositories using AI embeddings with ChromaDB. Supports both OpenAI and local Ollama models for private, enterprise-ready code analysis and similar code discovery.
    Last updated -
    4
    3
    MIT License

  • 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

  • gitlab mcp

    zereight
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    gitlab mcp
    Last updated -
    16,110
    710
    MIT License
    • Linux
    • 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 -
    3
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    1

  • 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

  • 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

  • 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

  • Semantic Context MCPofficial

    semanticintent
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    Enables AI assistants to save, load, and search conversation context with AI-powered summarization and auto-tagging. Demonstrates semantic intent patterns and hexagonal architecture for maintainable AI-assisted development.
    Last updated -
    1
    MIT License

  • 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

  • Semantic D1 MCPofficial

    semanticintent
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    Enables AI-assisted analysis and optimization of Cloudflare D1 databases through comprehensive schema introspection, relationship mapping, validation, and optimization recommendations. Demonstrates semantic intent patterns with hexagonal architecture for maintainable database development workflows.
    Last updated -
    4
    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
    12
    12
    MIT License
    • 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
    9
    MIT License

  • GitLab MCP Server

    TeslaLord
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    Enables interaction with GitLab repositories through natural language, supporting project management, issue tracking, merge requests, file access, and repository operations. Includes a conversational agent interface with structured outputs for comprehensive GitLab workflow automation.
    Last updated -

  • 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 -
    45
    16,110
    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 -
    21
    MIT License

  • 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
    2
    2

  • 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 -
    5
    6
    MIT License
    • Linux

  • GitLab MR MCP

    kevinlin
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    Enables AI agents to interact with GitLab repositories, manage merge requests, review code diffs, post comments, and handle issues directly through natural language.
    Last updated -
    MIT License

  • 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 -
    22
    13
    4
    • Apple

  • 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

    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

  • 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
    458
    MIT License