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

  • flow-diagram

    jrmcauliffe00
    A
    license
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    quality
    D
    maintenance
    A flow diagram generator and MCP server that helps LLMs create better visuals using tools like create_diagram, add_node, add_edge, and visualize_diagram. It integrates with Cursor and outputs SVG, HTML, Mermaid, and more.
    10
    ISC

  • gemini-diagram-mcp

    arunsanna
    A
    license
    A
    quality
    C
    maintenance
    MCP server for generating diagrams, charts, and visualizations using Gemini image generation on Vertex AI. Supports auto-detection of diagram types, multiple style modes, and iterative refinement.
    3
    16
    1
    MIT

  • diagram-mcp

    niradler
    A
    license
    A
    quality
    D
    maintenance
    Renders Mermaid diagrams and Plotly charts to SVG, PNG, or PDF formats via the Model Context Protocol.
    2
    16
    MIT

  • MCP Code Analysis & Quality

    cbunting99
    A
    license
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    quality
    D
    maintenance
    Provides comprehensive code analysis through three MCP servers: static analysis for code quality and security, dependency analysis for package management and vulnerabilities, and complexity analysis for maintainability assessment across multiple programming languages.
    1
    MIT

  • codebase-index

    LevelPanic
    A
    license
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    quality
    D
    maintenance
    AST-aware codebase indexing with semantic search, exposed as an MCP server. Enables semantic search and file context retrieval across your codebase using natural language queries.
    4
    1
    MIT

  • MCP Codebase Server

    DmitriyOT
    A
    license
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    quality
    C
    maintenance
    MCP server for semantic codebase navigation that builds an AST index of symbols, imports, and exports, providing AI agents with tools to search, explore, and understand code.
    MIT

  • codebase-indexer

    ygtdgn
    F
    license
    -
    quality
    D
    maintenance
    A semantic codebase indexer MCP server that chunks source code, generates embeddings via Ollama, and stores them in Qdrant for natural-language code search.
    10

  • AI Diagram Maker MCP Server

    erajasekar
    A
    license
    A
    quality
    F
    maintenance
    MCP server for AI Diagram Maker — generate software engineering diagrams from natural language, code, ASCII diagram, images, or Mermaid. Inline diagram rendering using MCP apps UI and diagram URL in responses. Works with Cursor, Claude Desktop, Claude Code, and any MCP-compatible AI.
    5
    49
    8
    MIT

  • wiring-diagram-mcp

    YUZU-Hub
    A
    license
    A
    quality
    C
    maintenance
    Enables Claude to size batteries, wire gauges, and fuses for 12V-48V electrical systems in boats, vans, and off-grid builds, and generates complete wiring diagrams as SVG or PNG.
    9
    84
    MIT

  • Codebase Context

    PatrickSys
    A
    license
    A
    quality
    A
    maintenance
    Provides AI assistants with real-time visibility into your codebase's internal libraries, team patterns, naming conventions, and usage frequencies to generate code that matches your team's actual practices.
    11
    433
    58
    Elastic 2.0

  • codebase-mcp

    Misa714
    A
    license
    A
    quality
    C
    maintenance
    Zero-config MCP server that connects local codebases to AI assistants, providing secure project tree, regex search, file reading, and tech stack tools locally.
    4
    141
    MIT

  • Codebase MCP Server

    MyunghoBae
    A
    license
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    quality
    C
    maintenance
    Provides secure and efficient tools for codebase analysis, including file management, metadata retrieval, and dependency tree traversal. It allows LLMs to explore project structures and search for configuration files within a restricted root directory.
    15
    3
    MIT