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  • F
    license
    A
    quality
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    maintenance
    An MCP server that gives an agent terminal and file-management capabilities, including running shell/Python commands, searching and reading files, and creating/editing/deleting files and folders.
    21
  • F
    license
    C
    quality
    C
    maintenance
    An MCP server built with FastMCP that provides basic terminal abilities like running commands, running Python, and working with files and folders.
    9
  • A
    license
    Not graded
    quality
    D
    maintenance
    A local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.
    7
    MIT
  • A
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    quality
    D
    maintenance
    MCP server for secure, session-based Python code execution in Docker containers, enabling LLM applications to run code, manage state, and access files.
    9
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides a persistent Python REPL session as a tool for executing code, managing files, installing packages, and initializing projects via the MCP protocol.
    1
    MIT
  • A
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    quality
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    maintenance
    An experimental server implementing the Model Context Protocol to allow AI assistants to query and analyze financial data stored in Beancount ledger files using the Beancount Query Language.
    51
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A production-ready foundation template for building Model Context Protocol (MCP) servers with FastAPI, featuring modular tools, comprehensive testing, and OpenShift deployment configurations. Includes automated transformation scripts to create custom domain-specific MCP servers.
    65
    Apache 2.0
  • A
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    quality
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    maintenance
    A hot-reloadable MCP proxy server that enables users to create and manage custom Python tools through dynamic module loading. Users can build their own utilities, wrap APIs, and extend functionality by simply adding Python files to designated folders.
    7
    Apache 2.0
  • A
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    Not graded
    quality
    A
    maintenance
    Repomix MCP Server enables AI models to efficiently analyze codebases by packaging local or remote repositories into optimized single files, with intelligent compression via Tree-sitter to significantly reduce token usage while preserving code structure and essential signatures.
    71,707
    28,013
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that connects Claude and other MCP clients to Aider, enabling AI assistants to efficiently edit files, create new files, and interact with git repositories through natural language.
    40
    The Unlicense
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables LLMs to execute Python code securely in a sandboxed environment. Supports configurable restrictions like no network access and returns results including files.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that extracts and analyzes Python code structures, focusing on import/export relationships between files to help LLMs understand code context.
    7
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    A Model Context Protocol server for intelligent Excel processing and data analysis, offering tools for reading, validating, executing code, and generating interactive visualizations with Excel files.
    226
    MIT