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    Enables semantic search over codebases using natural language queries, returning relevant code snippets with source locations. Integrates with Claude Code for automatic codebase exploration.
    1
    1
    MIT
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    Gives coding agents a memory of codebases by searching repositories using semantic similarity and structural call/import graphs, enabling reuse of proven patterns and reducing token usage.
    6
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    A delegation socket MCP server that enables a driver code agent to hand off subtasks to a cheap local worker (e.g., OpenCode) via a single MCP tool call and pick up results asynchronously without breaking flow.
    5
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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.
    12
    4
    MIT
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    The server facilitates natural language interactions for exploring and understanding codebases, providing insights into data models and system architecture using a cost-effective, simple setup with support for existing Claude Pro subscriptions.
    4
    27
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    A secure Model Context Protocol server that allows AI assistants and LLM applications to safely execute Python and JavaScript code snippets in containerized environments.
    2
    201
    MIT
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    An MCP server for AI-powered automatic editing of HWP documents in Claude Code and Claude Desktop, offering 94 tools for document analysis, table editing, text formatting, layout, and PDF verification.
    100
    17
    2
  • A
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    Allows agents to lookup code snippets in your project. Uses a remote MCP server with a collection of code snippets, with support for automatic project language detection.
    12
    Apache 2.0
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    An MCP server for securely executing Python code, supporting STDIO, Streamable HTTP, and SSE transports, with easy deployment on Heroku.
    8
    Creative Commons Zero v1.0 Universal
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    A local, SQLite-backed code index for Claude Code, exposed over MCP, enabling targeted code retrieval without external APIs.
    1
    MIT
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    An MCP server that provides safe, read-only access to Boston's open data portal, enabling natural language exploration of civic datasets.
    2
    GPL 3.0