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    Analyzes source code structure across multiple languages using tree-sitter, extracting classes, functions, methods, and metadata with precise line numbers for efficient codebase exploration and AI-assisted development.
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    3
    MIT
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    Enables fast file search on macOS using the native mdfind (Spotlight) command, with support for filtering, regex, sorting, and limiting results.
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    1
    MIT
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    A read-only MCP server that provides document awareness for agents by parsing local files into structured profiles, blocks, chunks, and search results, enabling agents to understand and cite document content without dealing with raw file formats.
    Last updated
    5
    101
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    Apache 2.0
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    Reduces token consumption by over 80% through intelligent file caching, returning only diffs for modified files and suppressing unchanged content. It features a suite of 12 tools for semantic search, batch reading, and efficient file editing to optimize LLM interactions with large codebases.
    Last updated
    13
    2
    MIT
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    Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine MCP tools, enabling deep codebase understanding and reducing exploration cost.
    Last updated
    2
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    4,242
    AGPL 3.0
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    Enables LLMs to interact with remote servers via SSH, supporting command execution, file upload/download, and directory listing.
    Last updated
    7
    MIT
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    An MCP server that exposes a local notmuch email database to an LLM client such as Claude. It is read-first: searching, reading, and understanding mail is always available; writing anything (drafts, tags, exported files) requires an explicit opt-in flag and is confined to clearly bounded locations.
    Last updated
    13
    MIT
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    An MCP server that helps AI agents comprehend a codebase by providing tools for navigating, searching, and understanding code structure and history.
    Last updated
    10
    MIT
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    An MCP server that resolves paper requests (DOI, arXiv, etc.), checks a local store, fetches open-access PDFs, and returns request IDs. It integrates with acatome-extract for ingestion and provides tools for submission, status, update, and file upload.
    Last updated
    4
    GPL 3.0
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    MCP server giving AI agents full SSH access with persistent sessions, structured command output, SFTP file transfer, and port forwarding.
    Last updated
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    4
    MIT
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    Provides MCP tools for MiniMax Token Plan quota queries, web searches, image understanding, and image generation, enabling integration with Claude Code.
    Last updated
    5
    MIT