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"A tool for analyzing Python repository structure and code relationships" matching MCP servers:

  • mcp-vue3-python

    gsccoelho
    A
    license
    A
    quality
    C
    maintenance
    A Python MCP server that generates complete Vue 3 CRUD structures with Composition API, including components, services, stores, and routes.
    1
    MIT

  • agent-tool

    knewstimek
    A
    license
    A
    quality
    A
    maintenance
    Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.
    53
    24
    MIT

  • xlsx-for-ai

    senoff
    A
    license
    A
    quality
    A
    maintenance
    50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.
    50
    376
    5
    MIT

  • mcp-for-spotlight

    shaack
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that exposes macOS Spotlight search as tools, wrapping mdfind and mdls to provide full-text and metadata file search across the system.
    2
    MIT

  • Code MCP Server

    agentics-ai
    A
    license
    C
    quality
    D
    maintenance
    An experimental MCP server that enables AI assistants to interact with VS Code workspaces through file operations, code execution, and Git management. It also provides tools for Docker integration, project scaffolding, and secure command execution using project-specific configurations.
    76
    22
    3
    MIT

  • Code Buddy

    Abhi-vish
    A
    license
    C
    quality
    D
    maintenance
    A comprehensive MCP server that provides AI assistants with tools for file system management, Git integration, and shell command execution. It features specialized code utilities for analysis, formatting, and linting to enhance development workflows within Claude Desktop.
    28
    7
    MIT

  • code-mcp

    54yyyu
    A
    license
    -
    quality
    F
    maintenance
    Enables Claude AI to run terminal commands, perform file operations, and manage git in a project directory via the Model Context Protocol.
    38
    MIT

  • mcps-for-macos

    shaack
    A
    license
    -
    quality
    C
    maintenance
    A collection of small MCP servers for macOS automation that expose Apple Mail, MoneyMoney, and Spotlight functionality as tools via AppleScript and command-line, enabling AI applications to search mail, manage contacts and transactions, and perform system-wide file searches through natural language.
    MIT

  • File Search Tool

    RJTPP
    A
    license
    -
    quality
    C
    maintenance
    An MCP server that enables file system search and inspection, including directory listing, regex-based file name and content searches, and reading text, PDF, and DOCX files.
    1
    MIT

  • mcp-tool-server

    coderman002
    A
    license
    -
    quality
    C
    maintenance
    A secure, production-grade MCP server that provides filesystem operations, AST math evaluation, and system diagnostics for LLM agents.
    MIT

  • Document Reading and Converter

    mffrydman
    F
    license
    -
    quality
    D
    maintenance
    Enables document conversion between PDF, DOCX, and Markdown formats to facilitate reading and editing complex files in AI tools like Claude Desktop or Cursor. It utilizes marker-pdf and pandoc to provide structured text versions of documents, helping to manage context and support unsupported file types.
    1

  • mcp-tool-server

    devjason41
    F
    license
    -
    quality
    D
    maintenance
    A TypeScript prototype for an MCP-style registry providing local utility tools for shell command execution, filesystem access, and search functionality. It features Zod input validation and project manifest resource exposure for embedding into larger MCP implementations.