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  • Why this server?

    This server facilitates interaction with Qdrant, a vector search engine, making it suitable for applications needing vector-based code search.

    mcp-server-qdrantofficial

    qdrant
    A
    security
    A
    license
    A
    quality
    This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
    2
    448
    Python
    Apache 2.0

  • Why this server?

    This server provides semantic search over local git repositories, which would be useful for searching code based on meaning rather than just keywords.

    Code Context MCP Server

    fkesheh
    Verified
    -
    security
    A
    license
    -
    quality
    An MCP server that provides semantic search over local git repositories, enabling users to clone repositories, process branches, and search code through vectorized code chunks.
    TypeScript
    MIT License
    • Apple

  • Why this server?

    A local vector database system, this server offers efficient semantic search capabilities for software projects, making it relevant for finding code based on semantic similarity.

    Files-DB-MCP

    randomm
    Verified
    -
    security
    A
    license
    -
    quality
    A local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.
    Python
    MIT License

  • Why this server?

    This server helps large language models index, search, and analyze code repositories with minimal setup, making it useful for understanding codebase context.

    code-index-mcp

    johnhuang316
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup
    4
    Python
    • Apple
    • Linux

  • Why this server?

    This server is designed to dump codebase context into LLMs, potentially including vector representations for semantic understanding.

  • Why this server?

    This server provides structured access to codebase content, which can help AI in understanding the logic behind the code.

    Code Summarizer MCP

    nicobailon
    Verified
    -
    security
    F
    license
    -
    quality
    Allows LLM tools like Claude Desktop and Cursor AI to access and summarize code files through a Model Context Protocol server, providing structured access to codebase content without manual copying.
    TypeScript
    • Linux
    • Apple

  • Why this server?

    Enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching, useful for understanding code context.

    MCP File Context Server

    bsmi021
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.
    5
    JavaScript
    MIT License
    • Linux
    • Apple

  • Why this server?

    This server gives insights into monorepo projects, including dependencies, file relationships, and executable tasks, which can be valuable for analyzing codebases.

    Nx MCP Serverofficial

    nrwl
    -
    security
    A
    license
    -
    quality
    The Nx MCP server provides LLMs with comprehensive insights into your monorepo: project dependencies, file relationships, executable tasks, ownership metadata, technology stacks, custom generators, and Nx documentation. This deep context enables LLMs to produce code perfectly aligned with your archi
    1,104
    1,328
    TypeScript
    MIT License

  • Why this server?

    This server efficiently memorizes key aspects of a codebase and allows dynamic updates and fast retrieval, useful for language-agnostic code analysis.

    sourcesage

    sarathsp06
    Verified
    -
    security
    A
    license
    -
    quality
    SourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.
    Python
    MIT License

  • Why this server?

    This extracts Python code structures, focusing on import/export relationships between files, helping LLMs to understand code context.

    Python MCP Server

    hesiod-au
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that extracts and analyzes Python code structures, focusing on import/export relationships between files to help LLMs understand code context.
    2
    Python
    MIT License