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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.

12,146 servers. Last updated 2025-12-04 18:30

Matching MCP tools:

Matching MCP servers:

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    Provides Python and FastAPI coding best practices with searchable guidelines, code review capabilities, and actionable improvement suggestions with examples across general coding, performance, and code quality categories.
    Last updated 3 days ago
  • A
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    Provides tools for accessing coding style guidelines and best practices for various technologies including Java, Python, and React.
    Last updated 4 months ago
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    14
    MIT License
  • A
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    A Model Context Protocol server that enables Claude to execute Python code using boto3 to query and manage AWS resources directly from conversations.
    Last updated 4 months ago
    1
    22
    MIT License
    • Linux
  • A
    security
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    Enables Claude to perform thorough code reviews by integrating with Codex and Gemini CLIs to provide senior-level feedback on code quality, security, performance, and best practices. Supports reviewing code snippets, individual files, or entire directories with automatic detection of available review tools.
    Last updated 2 months ago
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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 7 months ago
    37
    MIT License
    • Linux
    • Apple
  • A
    security
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    license
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    A specialized code review service that provides 36+ critics for different programming aspects and 3 fixing strategies to automatically address identified issues in a two-step workflow.
    Last updated 5 months ago
    • Apple
    • Linux

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