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"Python code quality improvement and codebase diagram generation tools" matching MCP servers:

  • Heroku MCP Code Execution - Python by heroku

    Heroku MCP Code Execution -official

    heroku
    A
    license
    -
    quality
    B
    maintenance
    An MCP server for securely executing Python code, supporting STDIO, Streamable HTTP, and SSE transports, with easy deployment on Heroku.
    8
    Creative Commons Zero v1.0 Universal
  • Open and Async MCP Server by open-and-async

    Open and Async MCP Serverofficial

    open-and-async
    A
    license
    A
    quality
    A
    maintenance
    Enables async-first working practices by providing tools to draft decision docs, convert meetings to async artifacts, score status updates, and triage sync vs async tasks. It also offers reference tools for the Open and Async book's principles and coaching prompts.
    11
    122
    45
    Inno Setup
  • Code-Fundi MCP Server by Code-Fundi

    Code-Fundi MCP Serverofficial

    Code-Fundi
    A
    license
    A
    quality
    A
    maintenance
    A production-grade MCP server for the Code-Fundi API, enabling AI agents to map codebases, search semantically, and analyze blast radius. It provides tools for repository management, AI-powered research, and impact analysis before shipping changes.
    27
    83
    1
    MIT
  • Axme-code by AxmeAI

    Axme-codeofficial

    AxmeAI
    A
    license
    -
    quality
    A
    maintenance
    Persistent project memory + architectural decisions + pre-execution safety hooks for Claude Code. Local-only storage, multi-repo workspace, automatic knowledge extraction via background auditor.
    19
    14
    MIT
  • MCP Run Python by pydantic

    MCP Run Pythonofficial

    pydantic
    A
    license
    -
    quality
    F
    maintenance
    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.
    194
    MIT
  • siftingio-mcp-python by SiftingIO

    siftingio-mcp-pythonofficial

    SiftingIO
    A
    license
    -
    quality
    A
    maintenance
    Exposes the SiftingIO market-data SDK to AI assistants, enabling live prices, fundamental data, and market information retrieval.
    MIT
  • Agent Tools by AtmaticAI

    Agent Toolsofficial

    AtmaticAI
    A
    license
    -
    quality
    C
    maintenance
    Provides deterministic tools for transforming, formatting, and inspecting structured data for AI agents.
    15
    19
    Apache 2.0
  • FLASK-tools by FLASK-LLNL

    FLASK-toolsofficial

    FLASK-LLNL
    F
    license
    -
    quality
    B
    maintenance
    Provides a collection of MCP servers for computational chemistry tasks including molecular generation and retrosynthesis. Also offers property prediction and molecule pricing capabilities.
  • Cerebras Code MCP Server by Cerebras

    Cerebras Code MCP Serverofficial

    Cerebras
    A
    license
    A
    quality
    D
    maintenance
    This MCP server is designed for planning with Claude Code, Cline, or Cursor and making changes with Cerebras to maximize speed and intelligence while avoiding API limits. It uses the Qwen 3 Coder model for high-quality code generation and can be embedded in IDEs.
    1
    51
    MIT
  • m-dev-tools-mcp by m-dev-tools

    m-dev-tools-mcpofficial

    m-dev-tools
    A
    license
    A
    quality
    B
    maintenance
    MCP server that exposes tools to route natural language queries to typed IDs, describe catalog entries, and list repository verification commands for the m-dev-tools organization.
    3
    AGPL 3.0
  • registry-tools by NimbleBrainInc

    registry-toolsofficial

    NimbleBrainInc
    A
    license
    A
    quality
    F
    maintenance
    Search and resolve MCP server packages on the mpak registry, enabling agents to discover servers, inspect tools, and check credential requirements before installation.
    2
    MIT
  • Vublox Agent Tools by Vublox

    Vublox Agent Toolsofficial

    Vublox
    A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to discover live and recent football matches, scores, and fan clips on Vublox. Supports searching by team, league, or keyword and retrieving match summaries.
    5
    55
    1
    MIT