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    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
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    Node.js server implementing Model Context Protocol (MCP) for filesystem operations with comprehensive permission controls, allowing secure file and directory manipulation with granular access restrictions.
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    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
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    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
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    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.
    52
    MIT
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    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.
    91,625
    28,125
    MIT
  • A
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    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.
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    Enables LLMs to execute Python code securely in a sandboxed environment. Supports configurable restrictions like no network access and returns results including files.
    MIT
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    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
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    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.
    228
    MIT
  • A
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    Calculates optimal chunk offsets for large files to bypass Claude Code's 50K character truncation limit while maintaining native Read/Edit/Write compatibility. It allows the AI to seamlessly re-read files in correctly-sized pieces by providing a specific reading plan.
    MIT
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    A production-ready MCP server that exposes Aider's code editing capabilities via WebSocket, enabling natural language commands to create and edit files with isolated workspaces.
    1
    MIT
  • F
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    Provides secure filesystem access for AI assistants with optimizations like file reading limits and depth-limited traversal to improve token efficiency. It enables AI models to read, write, and search files within explicitly allowed directories while automatically skipping large system folders.
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  • F
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    Enables natural language interaction with Cadence Virtuoso SKILL via Claude Code, allowing users to load files, evaluate expressions, inspect forms, and read CIW errors.
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