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VectorCode: A search for information or tool related to vectors or coding

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  • Why this server?

    This server implements a Model Context Protocol (MCP) server for Qdrant, a vector search engine, which aligns with the 'vector code' query.

    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, enabling users to search code through vectorized code chunks.

    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?

    This server is a local vector database system that provides coding agents with fast, efficient semantic search capabilities for software projects.

    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 allows AI tools like Claude Desktop to query databases via ODBC connections, allowing access, analysis, and insight generation from database data while maintaining security through read-only safeguards.

    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?

    A Model Context Protocol (MCP) server designed to easily dump your codebase context into Large Language Models (LLMs).

  • Why this server?

    A Model Context Protocol server that helps large language models index, search, and analyze code repositories with minimal setup

    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?

    A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.

    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?

    Connects agents to Elasticsearch data using the Model Context Protocol, allowing natural language interaction with Elasticsearch indices through MCP Clients like Claude Desktop and Cursor.

    Elasticsearch MCP Server

    awesimon
    Verified
    A
    security
    A
    license
    A
    quality
    Connects agents to Elasticsearch data using the Model Context Protocol, allowing natural language interaction with Elasticsearch indices through MCP Clients like Claude Desktop and Cursor.
    11
    244
    7
    TypeScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    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.

    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?

    A server that provides structured access to markdown documentation from NPM packages, Go Modules, or PyPi packages, enabling informed code generation by exposing these docs as resources or tools.

    Markdown Sidecar MCP Server

    speakeasy-api
    -
    security
    A
    license
    -
    quality
    A server that provides structured access to markdown documentation from NPM packages, Go Modules, or PyPi packages, enabling informed code generation by exposing these docs as resources or tools.
    1
    TypeScript
    MIT License