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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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9,443 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • MediaWiki Syntax MCP Server

    kongyo2
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    This MCP server provides complete MediaWiki markup syntax documentation by dynamically fetching and consolidating information from official MediaWiki help pages. It enables LLMs to access up-to-date and comprehensive MediaWiki syntax information.
    Last updated -
    1
    MIT License

  • Satori Syntax MCP Server

    nogu66
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    Enables generation of Satori syntax templates for creating engaging 140-character X (Twitter) posts. Supports five different structure types including basic forms, contrarian takes, news-based content, shocking news, and step-by-step guides.
    Last updated -
    2
    23
    2
    MIT License

  • Vue MCP Server

    webfansplz
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    Provides application insights for Vue apps by exposing component trees, state, routes, and Pinia data through a Model Context Protocol server.
    Last updated -
    975
    503
    MIT License

  • Decision Tree MCP Server

    psikosen
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    A Node.js MCP server that loads and manages decision trees from .rtdq files and provides basic to-do list functionality using Redis for storage.
    Last updated -
    • Linux
    • Apple

  • react-analyzer-mcp

    azer
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    security
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    * analyze your react projects locally * consistent output w/ AST parsing + AI * create markdown docs, llm.txt for your react code at once
    Last updated -
    47

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  • Ilograph

    QuincyMillerDev
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    Provides access to up-to-date Ilograph documentation and syntax validation capabilities.
    Last updated -
    11
    MIT License

  • 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

  • MCP ts-morph Refactoring Tools

    SiroSuzume
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    Provides TypeScript and JavaScript code refactoring operations using ts-morph, allowing AST-based symbol renaming, file/folder renaming, reference searching, and path alias removal when integrated with editor extensions like Cursor.
    Last updated -
    5
    19
    7
    MIT License

  • XRAY MCP

    srijanshukla18
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    Enables AI assistants to understand and navigate codebases through structural analysis. Provides code mapping, symbol search, and impact analysis using ast-grep for accurate parsing of Python, JavaScript, TypeScript, and Go projects.
    Last updated -
    3
    30
    MIT License

  • mcp-vegalite-server

    isaacwasserman
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    A Model Context Protocol (MCP) server implementation that provides the LLM an interface for visualizing data using Vega-Lite syntax.
    Last updated -
    86

  • Python Codebase Analysis RAG System

    shervinemp
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    An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.
    Last updated -
    5

  • BigQuery Validator

    caron14
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    Enables validation and dry-run analysis of BigQuery SQL queries without execution. Provides cost estimates, schema previews, and syntax validation for BigQuery queries.
    Last updated -
    2
    MIT License
    • Apple

  • MCP Declarative Server

    johnhenry
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    A utility module for creating Model Context Protocol servers declaratively, allowing developers to easily define tools, prompts, and resources with a simplified syntax.
    Last updated -
    0

  • 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

  • Discord Raw API MCP Server

    hanweg
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    Enables direct interaction with the Discord API using both REST API calls and slash command syntax for bot management, server configuration, and message operations.
    Last updated -
    8
    MIT License

  • CodeAnalysis MCP Server

    0xjcf
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    A comprehensive Model Context Protocol server for advanced code analysis that provides tools for syntax analysis, dependency visualization, and AI-assisted development workflow support.
    Last updated -
    28
    4

  • SourceSage MCP

    Sunwood-ai-labs
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    A TypeScript-based server that visualizes project directory structures in Markdown format, automatically documenting file contents with syntax highlighting and supporting customizable exclusion patterns.
    Last updated -
    1
    25
    3
    • Linux
    • Apple

  • Sourcegraph MCP Server

    divar-ir
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    Provides AI-enhanced code search capabilities by integrating with Sourcegraph, allowing AI assistants to search across multiple repositories and codebases with advanced query syntax.
    Last updated -
    12
    MIT License

  • 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

  • OWL-MCP

    ai4curation
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    A Model-Context-Protocol server that enables AI assistants to create, edit, and manage Web Ontology Language (OWL) ontologies through function calls using OWL functional syntax.
    Last updated -
    8

  • Ansible MCP Server

    tarnover
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    This Model Context Protocol server enables AI assistants to interact directly with Ansible, allowing them to execute playbooks, manage inventory, check syntax, and perform other Ansible operations.
    Last updated -
    18
    14
    MIT License
    • Linux
    • Apple

  • Data Visualization MCP Server

    markomitranic
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    An MCP server that allows AI models to create data visualizations using Vega-Lite syntax by providing tools to save data tables and generate visualizations from them.
    Last updated -
    2
    2

  • Zoekt MCP Server

    divar-ir
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    An MCP server that provides code search capabilities for AI tools and LLMs using Zoekt, allowing for searching across codebases with advanced query syntax and content fetching.
    Last updated -
    16
    MIT License

  • JSON MCP Server

    GongRzhe
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    A Model Context Protocol server implementation that enables LLMs to query and manipulate JSON data using JSONPath syntax with extended operations for filtering, sorting, transforming, and aggregating data.
    Last updated -
    2
    115
    76
    MIT License
    • Apple
    • Linux

  • Flutter Inspector MCP Server

    Arenukvern
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    A Model Context Protocol server that connects Flutter apps with AI coding assistants like Cursor, Claude, and Cline, enabling AI-powered analysis of widget trees, navigation, and layout issues.
    Last updated -
    62
    187
    MIT License
    • Linux
    • Apple

  • 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

  • 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