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"Understanding Code Relationships or Dependencies" matching MCP servers:

  • code-shot

    thesimonharms
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    Renders source code as beautiful SVG or PNG images with syntax highlighting, line numbers, and diff support. Ideal for AI agents to present code visually to humans or for sharing snippets.
    2
    21
    MIT
  • Code-Fundi MCP Server by Code-Fundi

    Code-Fundi MCP Serverofficial

    Code-Fundi
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    license
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    quality
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    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
    84
    1
    MIT

  • claude-code-mcp

    xihuai18
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    quality
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    maintenance
    Wraps Claude Code as tools for MCP clients, enabling autonomous coding tasks via a 4-tool lifecycle with session management, async polling, and permission controls.
    4
    118
    18
    MIT

  • MCP Code Sanitizer

    notasandy
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    Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and security issues in your code. Supports analyze, compare versions, explain code, generate tests, and HTML reports.
    7
    2
    MIT

  • better-code-review-graph

    n24q02m
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    license
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    quality
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    maintenance
    Knowledge graph for token-efficient code reviews. Builds a structural map of your codebase with Tree-sitter, tracks changes incrementally, and gives AI agents precise context via MCP tools. Features fixed multi-word search, qualified call resolution, dual-mode embedding (ONNX local + LiteLLM cloud), and output pagination.
    7
    64
    Apache 2.0

  • Kimi Code MCP

    lxq020801
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    quality
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    maintenance
    Bridges Codex Desktop with Kimi Code CLI, enabling direct control of AI coding sessions via MCP tools for prompt, status, cancel, and CLI operations.
    1
    65
    MIT

  • code-execution-mcp

    ai-integr8tor
    F
    license
    C
    quality
    D
    maintenance
    An MCP server that enables AI agents to execute terminal commands and Python code on the host system, leveraging Agent Zero's battle-tested implementation with session management and smart output handling.
    4

  • codetree

    ThinkyMiner
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    license
    A
    quality
    D
    maintenance
    Gives coding agents structured code understanding via tree-sitter with 23 tools and 10 languages, enabling precise queries instead of reading entire files.
    23
    28
    MIT

  • Mimir's Vault

    GopikChenth
    F
    license
    A
    quality
    B
    maintenance
    An Obsidian-compatible memory graph and context management MCP server that lets AI agents navigate project architecture and relationships via wikilinks before scanning raw code, reducing token waste.
    7

  • Claude Code AI Collaboration

    atsuki-sakai
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    license
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    quality
    D
    maintenance
    An MCP server that enables multi-provider AI collaboration using models like DeepSeek, OpenAI, and Anthropic through strategies such as parallel execution and consensus building. It provides specialized tools for side-by-side content comparison, quality review, and iterative refinement across different AI providers.
    4
    1
    MIT