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

  • Python Code Runner

    shibing624
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    security
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    Enables execution of Python code in a safe environment, including running scripts, installing packages, and retrieving variable values. Supports file operations and package management through pip.
    Last updated
    8
    Apache 2.0

  • Scan-Code-Tool

    xiaobenyang-com
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    security
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    CodeGuard MCP is a real-time AI code security scanning tool used to detect vulnerabilities, keys, and compliance issues in AI-generated code, and is suitable for code security reviews in development environments
    Last updated
    2
    Apache 2.0

  • CHOFF-A-MCP (Anamnesis)

    dd-dent
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    security
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    Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.
    Last updated
    1
    MIT

  • MCP Python Tutorial

    jhj0517
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    security
    F
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    A demonstration server showing MCP implementation in Python with resource handling, tool operations, and reusable prompts for a simple user/post system with local database.
    Last updated
    • Apple
    • Linux

  • A-Share MCP Server

    firmmaple
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    security
    A
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    Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.
    Last updated
    23
    MIT
    • Linux
    • Apple

  • Python MCP Server Examples

    cyanmage
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    security
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    A collection of Python-based Model Context Protocol servers that extend AI assistant capabilities with tools for calculations, AWS services (S3 and RDS), and PostgreSQL database operations.
    Last updated
    MIT No Attribution

  • Gemini MCP Server for Claude

    Raydius
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    security
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    quality
    Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.
    Last updated
    3
    Apache 2.0
    • Apple

  • MCP Code Indexer

    zxfgds
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    security
    F
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    A smart code retrieval tool based on Model Context Protocol that provides efficient and accurate code repository search capabilities for large language models.
    Last updated
    37
  • MCP Run Python by pydantic

    MCP Run Pythonofficial

    pydantic
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    security
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    Enables secure execution of Python code in a sandboxed WebAssembly environment using Pyodide and Deno. Automatically handles package management and captures complete execution results including stdout, stderr, and return values.
    Last updated
    191
    MIT

  • MCP Python Interpreter

    PortPro-Technologies-Inc
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    A Model Context Protocol server that allows LLMs to interact with Python environments, enabling code execution, file operations, package management, and development workflows.
    Last updated
    9

  • agent-tool

    knewstimek
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    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.
    Last updated
    51
    14
    MIT
    • Linux
    • Apple

  • Tool-Plaid

    reilly3000
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    security
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    Enables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.
    Last updated

  • Xiaohongshu MCP Python

    betars
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    security
    F
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    A Python implementation of an MCP server for Xiaohongshu that enables AI models to browse feeds, search content, and manage interactions like liking or commenting. It leverages Playwright for browser automation to support account management and content publishing features.
    Last updated
    1

  • Python Apple MCP

    jxnl
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    security
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    A Python server that enables interaction with macOS native applications (Contacts, Notes, Mail, Messages, Reminders, Calendar, and Maps) through AppleScript, featuring asynchronous operations and type-safe interfaces.
    Last updated
    17
    • Apple

  • MCP DB Python

    191341025
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    A Python-powered Model Context Protocol server that provides safe database inspection and read-only querying capabilities for MySQL databases. Enables LLM agents to explore database schemas, execute read-only SQL queries, and retrieve metadata through JSON-RPC communication.
    Last updated
    1
    • Apple
    • Linux

  • Rovodev MCP Tool

    Jaggerxtrm
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    security
    F
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    quality
    Integrates the Atlassian Rovo Dev CLI with the Model Context Protocol, allowing AI assistants to perform deep code analysis using Rovo Dev's large context capabilities. It enables features like repository-wide queries, file-specific analysis, and specialized coding modes through a standard MCP interface.
    Last updated
    3
    13

  • No-as-a-Service (NoaaS)

    Koneisto
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    Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.
    Last updated
    5
    MIT
    • Apple
    • Linux

  • Gemini MCP Tool

    jamubc
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    security
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    A Model Context Protocol server that enables AI assistants to interact with Google Gemini CLI, allowing them to leverage Gemini's large token window for analyzing files and codebases using natural language commands.
    Last updated
    6
    2,122
    2,136
    • Apple
    • Linux

  • Professional Python MCP Server

    bash20cu
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    A comprehensive MCP implementation designed for fullstack development that enables code manipulation, terminal command execution, and system notifications. It provides an intelligent agent interface powered by Gemini to automate Python and Next.js development workflows.
    Last updated
    5
    • Linux

  • db-mcp-tool

    wirdes
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    A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.
    Last updated
    9
    5
    MIT

  • Git MCP Assistant Tool

    kamiwaza-drew
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    security
    F
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    Enables AI models to perform comprehensive Git repository management including cloning, file operations, branching, committing, and pushing changes via a secure FastMCP interface. It features built-in workspace isolation and rigorous input validation to ensure production-ready repository control.
    Last updated

  • MCP Tool Factory

    tarunjain15
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    security
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    A framework for building hot-loadable MCP tools that feature conversational negotiation, graduated permissions, and zero-downtime updates. It enables persistent state continuity across server restarts and provides a hypothetical evaluation system for tool actions.
    Last updated
    • Apple

  • Code Buddy

    Abhi-vish
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    security
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    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.
    Last updated
    28
    6
    MIT
    • Apple
    • Linux

  • MCP Think Tool

    piotrpalek
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    An MCP server implementation of Anthropic's Think Tool prompt engineering technique that enables Claude to break down complex problems and enhance its reasoning capabilities by providing a simple tool that echoes back thoughts.
    Last updated
    1
    1

  • A-Share MCP Server

    24mlight
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    security
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    quality
    A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.
    Last updated
    41
    636
    MIT

  • Code-MCP

    millsydotdev
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    Turns AI assistants into full-stack software engineers with 36 tools for cognitive reasoning, code validation, project scaffolding, and AI/IDE configuration generation across 130+ programming languages, databases, and frameworks.
    Last updated
    35
    21
    MIT

  • graph-tool-call

    SonAIengine
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    quality
    Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.
    Last updated
    6
    4
    MIT

  • Code Execution MCP

    marc-shade
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    security
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    Enables efficient AI agent operations through sandboxed Python code execution with progressive tool discovery, PII tokenization, and skills persistence, achieving up to 98.7% token reduction by processing data in a sandbox rather than in context.
    Last updated

  • Todo for AI MCP Server

    todo-for-ai
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    security
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    Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.
    Last updated
    4
    Apache 2.0

  • open-code-review

    raye-deng
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    security
    F
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    quality
    AI-powered code review tool that detects AI-generated code defects invisible to traditional linters — hallucinated packages, deprecated APIs, cross-file contradictions, hidden security anti-patterns, and over-engineering. Works as a standalone CLI, GitHub Action, or MCP server. Supports TypeScript, Python, Java, Go, and Kotlin. Free for individuals, no API key required.
    Last updated
    4
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