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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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9,448 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • MCP Language Server

    isaacphi
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    Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.
    Last updated -
    1,096
    BSD 3-Clause
    • Apple
    • Linux

  • DINO-X Image Detection MCP Server

    IDEA-Research
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    Empower LLMs with fine-grained visual understanding — detect, localize, and describe anything in images with natural language prompts.
    Last updated -
    4
    12
    54
    Apache 2.0
    • Apple
    • Linux

  • Textra Japanese to English Translator

    hokupod
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    Translates Japanese text into English using the Textra API service, enabling LLMs with limited Japanese understanding to process Japanese instructions.
    Last updated -
    MIT License

  • MCP Code Analysis Server

    johannhartmann
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    An intelligent server that provides semantic code search, domain-driven analysis, and advanced code understanding for large codebases using LLMs and vector embeddings.
    Last updated -
    5
    MIT License

  • Grok MCP Plugin

    Bob-lance
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    Provides seamless access to Grok AI's capabilities (chat completion, image understanding, and function calling) directly from Cline via the Model Context Protocol.
    Last updated -
    47
    15
    MIT License

  • Code Knowledge MCP Server

    davidvc
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    Provides a project memory bank and RAG context provider for enhanced code understanding and management through vector embeddings, integrated with RooCode and Cline.
    Last updated -
    18
    • Apple

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  • MCP Compass

    liuyoshio
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    MCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.
    Last updated -
    1
    169
    188
    MIT License
    • Apple
    • Linux

  • MCP Source Relation Server

    owayo
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    Analyzes source code dependencies across multiple programming languages in the specified directory to identify file relationships, assisting in dependency management and project structure understanding.
    Last updated -
    1
    1
    MIT License

  • NebulaGraph MCP Server

    nebula-contrib
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    A Model Context Protocol server implementation that enables LLMs to interact with NebulaGraph database for graph exploration, supporting schema understanding, queries, and graph algorithms.
    Last updated -
    20
    Apache 2.0

  • AgenticRAG MCP Server

    aibozo
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    An intelligent codebase processing server that provides agentic RAG capabilities for code repositories, enabling semantic search and contextual understanding through self-evaluating retrieval loops.
    Last updated -
    MIT License
    • Apple
    • Linux

  • MCP - Titan Memory Server

    jasonkneen
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    Enables neural memory sequence learning with a memory-augmented model for improved code understanding and generation, featuring state management, novelty detection, and model persistence.
    Last updated -
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    2

  • MCP-PIF Server

    hungryrobot1
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    This server implements the Model Context Protocol to facilitate meaningful interaction and understanding development between humans and AI through structured tools and progressive interaction patterns.
    Last updated -
    54
    MIT License

  • Aucterra MCP Server

    japisuru
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    An MCP-compatible server that enables LLM agents to interact with Aucterra's document understanding APIs, providing structured access to document classification and field extraction services.
    Last updated -
    1
    MIT License

  • CodeAlive MCPofficial

    CodeAlive-AI
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    A Model Context Protocol server that enhances AI agents by providing deep semantic understanding of codebases, enabling more intelligent interactions through advanced code search and contextual awareness.
    Last updated -
    54
    MIT License
    • Apple

  • MCP Server

    tcpipuk
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    A server that enables AI assistants like Claude to safely run Python code and access websites, processing data for better AI understanding while providing helpful error messages.
    Last updated -
    3
    GPL 3.0
    • Linux
    • Apple

  • Perception-MCP

    lintyourcode
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    security
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    Enables asking questions about image, audio, or video files using state-of-the-art multimodal models. Powered by fal.ai for advanced media analysis and understanding capabilities.
    Last updated -

  • Engine-MCP

    galacean
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    security
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    A code understanding and generation system designed for Galacean Engine that helps LLMs comprehend the engine architecture and generate high-quality engine code based on user intent.
    Last updated -

  • MCPDataAnalytics

    anujpandey2
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    security
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    A teaching repository that instructs non-technical users how to create Model Completion Protocol (MCP) servers for data analysis tasks, requiring only basic technical setup and understanding.
    Last updated -

  • Hanzo MCPofficial

    hanzoai
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    An MCP server that enables Claude and other LLM clients to access Hanzo AI platform capabilities and provide powerful code management tools for analyzing, modifying, and understanding projects.
    Last updated -
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    79
    9
    • Apple
    • Linux

  • Memory Box MCP Server

    amotivv
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    Cline MCP integration that allows users to save, search, and format memories with semantic understanding, providing tools to store and retrieve information using vector embeddings for meaning-based search.
    Last updated -
    12
    7
    MIT License
    • Apple

  • Solr MCP

    allenday
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    A Python server that enables AI assistants to perform hybrid search queries against Apache Solr indexes through the Model Context Protocol, combining keyword precision with vector-based semantic understanding.
    Last updated -
    15
    MIT License
    • Linux
    • Apple

  • OmniMCP

    OpenAdaptAI
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    security
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    A server that provides rich UI context and interaction capabilities to AI models, enabling deep understanding of user interfaces through visual analysis and precise interaction via Model Context Protocol.
    Last updated -
    59
    • Linux
    • Apple

  • MCP Titan

    henryhawke
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    This advanced memory server facilitates neural memory-based sequence learning and prediction, enhancing code generation and understanding through state maintenance and manifold optimization as inspired by Google Research's framework.
    Last updated -
    34
    68
    MIT License
    • Apple
    • Linux

  • awsome_kali_MCPServers

    VERMAXVR
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    A collection of MCP servers for Kali Linux that empower AI Agents in reverse engineering and security testing, providing network analysis, target sniffing, traffic analysis, binary understanding, and automation capabilities.
    Last updated -
    23
    Apache 2.0
    • Linux

  • C++ MCP Server

    kandrwmrtn
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    An MCP server that provides semantic understanding of C++ codebases using libclang, allowing Claude to instantly find classes, functions, and their relationships without having to grep through thousands of files.
    Last updated -
    2
    MIT License
    • Apple
    • Linux

  • MCP-Confirm

    mako10k
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    An MCP server implementing AI-user confirmation protocols, providing tools for LLMs to seek user confirmation when uncertain through yes/no questions, action confirmations, intent clarification, understanding verification, and satisfaction ratings.
    Last updated -
    8
    3
    MIT License
    • Apple
    • Linux

  • Memory Engineering MCP

    romiluz13
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    Provides persistent memory and semantic code understanding for AI assistants using MongoDB Atlas Vector Search. Enables intelligent code search, memory management, and pattern detection across codebases with complete semantic context preservation.
    Last updated -
    52
    11
    MIT License

  • Code Analysis MCP Server

    saiprashanths
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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.
    Last updated -
    4
    19
    • Apple

  • CodeGraphContext

    Shashankss1205
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    Indexes local Python code into a Neo4j graph database to provide AI assistants with deep code understanding and relationship analysis. Enables querying code structure, dependencies, and impact analysis through natural language interactions.
    Last updated -
    13
    MIT License

  • Test MCP Server

    Shahzaibalikhawaja
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    A simple learning-focused MCP server that demonstrates basic functionality with tools for mathematical operations, system information, and email validation, plus sample file resources. Perfect for understanding MCP protocol basics and testing integrations.
    Last updated -
    0

  • MCP Qdrant Codebase Embeddings

    steiner385
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    security
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    A Model Context Protocol server that provides semantic understanding of codebases using Qdrant vector database, enabling AI assistants to search files by purpose, discover relationships between files, analyze architecture, and identify refactoring opportunities.
    Last updated -

  • Crawl4AI MCP Server

    weidwonder
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    Crawl4AI MCP Server is an intelligent information retrieval server offering robust search capabilities and LLM-optimized web content understanding, utilizing multi-engine search and intelligent content extraction to efficiently gather and comprehend internet information.
    Last updated -
    113
    MIT License
    • Apple
    • Linux