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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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7,885 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • Baidu Vector Database MCP Serverofficial

    baidu
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    A server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language.
    Last updated -
    14
    3
    Python
    Apache 2.0
    • Apple

  • Chroma MCP Server

    privetin
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    A Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.
    Last updated -
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    35
    Python
    MIT License
    • Apple
    • Linux

  • MCP Vector Sync

    qtoexdj
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    A multi-tenant service that automatically monitors Supabase database changes, generates OpenAI embeddings, and maintains synchronized vector search capabilities for each tenant's projects.
    Last updated -
    TypeScript

  • EverArt Forge MCP Server

    nickbaumann98
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    An advanced MCP server for Cline that leverages EverArt's AI models to generate vector and raster images, supporting flexible storage, multiple formats, and robust image generation capabilities.
    Last updated -
    3
    10
    JavaScript

  • mcp-memory-libsql

    spences10
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    A high-performance MCP server utilizing libSQL for persistent memory and vector search capabilities, enabling efficient entity management and semantic knowledge storage.
    Last updated -
    6
    154
    64
    TypeScript
    MIT License

  • MCP Memory LibSQL

    joleyline
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    A high-performance, persistent memory system for the Model Context Protocol (MCP) providing vector search capabilities and efficient knowledge storage using libSQL as the backing store.
    Last updated -
    6
    154
    11
    TypeScript
    MIT License
    • Linux

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  • Simple Files Vector Store Server

    lishenxydlgzs
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    A very simple vector store that provides capability to watch a list of directories, and automatically index all the markdown, html and text files in the directory to a vector store to enhance context.
    Last updated -
    2
    27
    TypeScript
    MIT License

  • Typesense MCP Server

    avarant
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    A server that enables vector and keyword search capabilities in Typesense databases through the Model Context Protocol, providing tools for collection management, document operations, and search functionality.
    Last updated -
    14
    5
    Python
    MIT License
    • Apple

  • Moatless MCP Server

    TwT23333
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    A Model Context Protocol (MCP) server for advanced code analysis and editing with semantic search capabilities, enabling AI assistants to perform complex code operations through a standardized interface.
    Last updated -
    15
    Python

  • Recraft AI MCP Serverofficial

    recraft-ai
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    An MCP server that integrates with Recraft AI to enable generation and manipulation of high-quality raster and vector images through tools like image generation, editing, vectorization, background removal, and upscaling.
    Last updated -
    9
    412
    21
    TypeScript
    MIT License

  • mcp-turso-cloud

    spences10
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    🗂️ A Model Context Protocol (MCP) server that provides integration with Turso databases for LLMs. This server implements a two-level authentication system to handle both organization-level and database-level operations, making it easy to manage and query Turso databases directly from LLMs.
    Last updated -
    8
    677
    10
    TypeScript
    MIT License
    • Linux

  • mcp-pinecone

    sirmews
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    Pinecone integration with vector search capabilities
    Last updated -
    139
    Python
    MIT License
    • Apple

  • Qdrant MCP Server

    andrewlwn77
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    Provides semantic memory capabilities using Qdrant vector database with configurable embedding providers, allowing storage and retrieval of information using vector similarity.
    Last updated -
    Python
    Apache 2.0

  • Symbolic Algebra MCP Server

    sdiehl
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    A Model Context Protocol server that enables LLMs to autonomously perform symbolic mathematics and computer algebra through SymPy's functionality for manipulating mathematical expressions and equations.
    Last updated -
    31
    35
    Python
    Apache 2.0
    • Apple

  • MCP Server for Milvus

    zilliztech
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    An integration server implementing the Model Context Protocol that enables LLM applications to interact with Milvus vector database functionality, allowing vector search, collection management, and data operations through natural language.
    Last updated -
    164
    Python
    Apache 2.0
    • Apple

  • AVS Document Search System

    patw
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    A vector search system that enables semantic retrieval of document chunks using MongoDB Atlas Vector Search and Voyage AI embeddings, allowing users to search documents by meaning rather than just keywords.
    Last updated -
    2
    Python
    MIT License

  • Cursor10x Memory System

    sizzlebop
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    A comprehensive memory system for Cursor using the Model Context Protocol (MCP) that provides persistent context awareness across sessions by storing conversation history, project milestones, code snippets, and enabling semantic search.
    Last updated -
    18
    7
    MIT License

  • Better Qdrant MCP Server

    wrediam
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    A Model Context Protocol server that enables semantic search capabilities by providing tools to manage Qdrant vector database collections, process and embed documents using various embedding services, and perform semantic searches across vector embeddings.
    Last updated -
    4
    26
    TypeScript
    MIT License

  • LanceDB Node

    vurtnec
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    A Node.js implementation for vector search using LanceDB and Ollama's embedding model.
    Last updated -
    JavaScript

  • MCP Vulnerability Checker Server

    firetix
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    A Model Context Protocol server providing security vulnerability intelligence tools including CVE lookup, EPSS scoring, CVSS calculation, exploit detection, and Python package vulnerability checking.
    Last updated -
    8
    4
    Python
    MIT License

  • memento-mcp

    gannonh
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    Scalable, high-performance knowledge graph memory system with semantic search, temporal awareness, and advanced relation management.
    Last updated -
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    51
    161
    TypeScript
    MIT License

  • LanceDB MCP Server

    RyanLisse
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    Enables efficient vector database operations for embedding storage and similarity search through a Model Context Protocol interface.
    Last updated -
    6
    Python

  • Meilisearch MCP Server

    devlimelabs
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    Enables AI assistants to interact with Meilisearch via the Model Context Protocol, allowing comprehensive index, document, and search management through a standardized interface.
    Last updated -
    68
    1
    8
    TypeScript
    MIT License
    • Apple
    • Linux

  • mcp-server-qdrantofficial

    qdrant
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    This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
    Last updated -
    2
    808
    Python
    Apache 2.0

  • TxtAi Memory Vector Server

    rmtech1
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    Model Context Protocol (MCP) server implementation for semantic search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memories with semantic search capabilities. You can use Claude and Cline AI Also
    Last updated -
    7
    Python
    • Apple

  • cognee-mcp

    topoteretes
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    Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
    Last updated -
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    6,585
    Python
    Apache 2.0
    • Apple

  • Azure AI Search MCP Server

    farzad528
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    Integrates Claude Desktop with Azure AI Search, allowing users to query search indexes using keyword, vector, or hybrid search methods.
    Last updated -
    50
    Python
    • Apple

  • MCP Memory

    XileForce
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    A MCP Server that gives AI assistants the ability to remember information about users across conversations using vector search technology.
    Last updated -

  • RAG Documentation MCP Server

    jumasheff
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    Provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.
    Last updated -
    13
    TypeScript
    MIT License
    • Apple

  • MCP Memory

    aiwithbenefits
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    An MCP server that gives AI assistants the ability to remember user information (preferences, behaviors) across conversations using vector search technology.
    Last updated -

  • MCP Server for Qdrant

    Jimmy974
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    A Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.
    Last updated -
    • Linux
    • Apple

  • Email Processing MCP Server

    Cam10001110101
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    Processes emails from Outlook with date filtering, storing them in SQLite databases while generating vector embeddings for semantic search capabilities in MongoDB.
    Last updated -
    10
    Python
    • Apple
    • Linux