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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

  • bricks-and-context

    laraib-sidd
    A
    license
    -
    quality
    C
    maintenance
    Enables AI assistants to interact with Databricks workspaces, running SQL queries, managing jobs, and exploring schemas via the Model Context Protocol.
    1
    GPL 3.0

  • AWS Diagram MCP Server

    lukeburciu
    A
    license
    A
    quality
    D
    maintenance
    Enables users to generate professional AWS architecture diagrams, sequence diagrams, flow charts, and class diagrams using Python code through the diagrams package. Supports customizable styling and secure diagram generation for cloud infrastructure visualization.
    3
    Apache 2.0

  • Azure Diagram MCP Server

    Jah-yee
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that generates professional infrastructure diagrams using the Python diagrams DSL, with first-class Azure support and GitHub Copilot integration for natural language diagram generation.
    4
    MIT

  • mcp-data-tools

    mahesh-cr-de
    A
    license
    -
    quality
    C
    maintenance
    A governed MCP server enabling LLM agents to query BigQuery, inspect GCS, trigger Airflow DAGs, and run data-quality checks with built-in security guardrails like allow-lists, cost ceilings, and audit trails.
    1
    MIT

  • NetSuite MCP Tools

    void-Lu
    A
    license
    -
    quality
    C
    maintenance
    Provides a Streamable HTTP MCP proxy for VS Code Copilot and Claude Code, using JWT client assertion to securely access NetSuite APIs.
    MIT

  • MCP Server Template (Python)

    rohitcube
    F
    license
    -
    quality
    C
    maintenance
    A minimal MCP server template with Streamable HTTP transport, bearer token authentication, and a health check endpoint, designed for quick deployment on Render. It provides an example tool and is meant to be forked and customized with your own tools.

  • MCP Server Template (Python)

    pego29
    F
    license
    -
    quality
    C
    maintenance
    A minimal Model Context Protocol server template for Render with bearer token authentication, an example tool, and a health check endpoint. Enables deploying custom MCP tools quickly on Render.

  • unraid-code-mode-mcp

    jmpijll
    A
    license
    A
    quality
    B
    maintenance
    A code-mode MCP server for the Unraid 7.2+ GraphQL API that exposes search and execute tools, allowing LLM agents to introspect and call any GraphQL field via sandboxed JavaScript.
    2
    1
    MIT

  • MCP Container Tools

    simseksem
    A
    license
    B
    quality
    D
    maintenance
    An MCP server for managing and monitoring Docker, Docker Compose, and Kubernetes environments alongside Azure Application Insights. It enables advanced log filtering, container lifecycle management, and querying of cloud application traces and metrics.
    7
    MIT

  • GCP Billing and Monitoring MCP

    RadiumGu
    A
    license
    C
    quality
    D
    maintenance
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    40
    1
    Apache 2.0

  • okta-mcp-em-python

    ashwinramn
    A
    license
    -
    quality
    C
    maintenance
    Talk to Okta IGA like you talk to a coworker. Import access data, discover patterns, and create entitlement bundles—all through natural conversation.
    MIT

  • Heroku Code MCP

    dsouzaAnush
    A
    license
    -
    quality
    C
    maintenance
    A token-efficient MCP server for the Heroku Platform API that uses a search-and-execute pattern to minimize context window overhead. It enables secure app management through just-in-time endpoint discovery and built-in safety guardrails for API mutations.
    1
    ISC