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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.

7,738 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

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    A Model Context Protocol server that provides Azure Java SDK documentation to AI assistants, allowing them to access readme files with introductions, key concepts, and code samples.
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    1
    JavaScript
    MIT License
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    A Model Context Protocol (MCP) server designed to easily dump your codebase context into Large Language Models (LLMs).
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    9
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    JavaScript
    Apache 2.0
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    An MCP server that allows integration with Nia's codebase understanding capabilities through function calling in tools like Cursor and Claude Desktop, enabling users to analyze project structure and search codebases via natural language queries.
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    5
    JavaScript
    MIT License
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    A Model Context Protocol server that enables AI agents to retrieve and understand entire codebases at once, providing tools to analyze local workspaces or remote GitHub repositories.
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    TypeScript
    MIT License
    • Linux
    • Apple
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    HTTP-based server that provides semantic code search capabilities to IDEs through the Model Context Protocol, allowing efficient codebase exploration without repeated indexing.
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    TypeScript
    • Apple
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    A JVM monitoring and control platform server based on Arthas that provides a Python interface for monitoring and analyzing Java processes with capabilities for thread analysis, memory monitoring, and performance diagnostics.
    Last updated -
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    64
    Python
    MIT License
    • Linux
    • Apple

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  • A
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    Enables LLMs to search through AWS Lambda Powertools documentation across multiple runtimes (Python, TypeScript, Java, .NET) using a Model Context Protocol server.
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    TypeScript
    • Apple
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    An MCP server that connects Gemini 2.5 Pro to Claude Code, enabling users to generate detailed implementation plans based on their codebase and receive feedback on code changes.
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    Python
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    • Apple
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    An AI-powered Model Context Protocol server for Claude Code that provides code intelligence tools including codebase analysis, task management, component generation, and deployment configuration.
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    JavaScript
    GPL 3.0
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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.
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    TypeScript
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    A server component of the Model Context Protocol that provides intelligent analysis of codebases using vector search and machine learning to understand code patterns, architectural decisions, and documentation.
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    Python
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    browse, list and edit filesystem. Implemented in Java/Quarkus with native image (Fast!) available
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    Apache 2.0
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    A Model Context Protocol (MCP) server that helps AI coding assistants identify critical design issues in code, rather than just focusing on cosmetic problems when asked to improve code.
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    TypeScript
    MIT License
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    A server that exposes the Jadx decompiler API over HTTP, enabling Claude to interact with decompiled Java/Android code to list classes, fetch source code, inspect methods/fields, and extract code live.
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    Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
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    6,555
    Python
    Apache 2.0
    • Apple
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    Provides tools for accessing coding style guidelines and best practices for various technologies including Java, Python, and React.
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    Python
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    A server that enhances AI assistants with the ability to update your JSON Resume by analyzing your coding projects, automatically extracting skills and generating professional descriptions.
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    56
    TypeScript
    The Unlicense
    • Apple
    • Linux
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    An MCP server that enhances AI agents' coding capabilities by providing zero hallucinations, improved code quality, security-first approach, high test coverage, and efficient context management.
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    TypeScript
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    Analyzes codebases using Repomix and LLMs to provide structured code reviews with specific issues and recommendations, supporting multiple LLM providers including OpenAI, Anthropic, and Gemini.
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    JavaScript
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    Enables users to create UI flowcharts by generating visualizations of user interfaces and interactions through an easy-to-use API within MCP-compatible systems.
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    TypeScript
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    A Model Context Protocol server that provides tools and resources for Java CI/CD workflows and GitLab CI template management.
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    A utility toolkit that enhances Claude's code interaction capabilities by providing seamless tools for Java code analysis, manipulation, and testing workflows.
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    TypeScript
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    Fetches and extracts comprehensive package documentation from multiple programming language ecosystems (JavaScript, Python, Java, etc.) for LLMs like Claude without requiring API keys.
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    JavaScript
    MIT License
    • Apple
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    An MCP server that enables analyzing and querying GitHub repositories through the GitHub Chat API, allowing users to index repositories and ask questions about their code, architecture and tech stack.
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    Python
    MIT License
    • Linux
    • Apple
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    Provides code context and analysis for AI assistants by extracting directory structures and code symbols using WebAssembly Tree-sitter parsers with zero native dependencies.
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    JavaScript
    MIT License
    • Linux
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    A server that provides access to Google Gemini AI capabilities including text generation, image analysis, YouTube video analysis, and web search functionality through the MCP protocol.
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    TypeScript
    • Apple
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    A coding agent toolkit that transforms LLMs into coding assistants capable of working directly on your codebase with semantic code retrieval and editing tools, providing IDE-like capabilities without requiring API subscriptions.
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    MIT License
    • Linux
    • Apple
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    Makes git commits on behalf of AI by appending "(aider)" to the committer's name, allowing tracking of AI contributions in your codebase.
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    JavaScript
    MIT License
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    An intelligent MCP server that orchestrates multiple MCP servers with AI-enhanced workflow automation and production-ready context engine capabilities for codebase analysis.
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    TypeScript
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    Brings the PocketFlow tutorial generation methodology to AI assistants, automatically creating comprehensive, beginner-friendly tutorials from any GitHub repository through advanced codebase analysis.
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    TypeScript
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    A Cursor MCP server that analyzes web pages for SEO issues and validates structured data schemas within your codebase without requiring browser extensions.
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    JavaScript