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"Understanding Code Relationships or Dependencies" matching MCP servers:

  • Code-MCP

    millsydotdev
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    security
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    quality
    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

  • Code-Index-MCP

    ViperJuice
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    security
    A
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    quality
    Local-first code indexer that provides deep code understanding for Claude and other LLMs with symbol/text search across 48+ languages, semantic search capabilities, and real-time index updates through the Model Context Protocol.
    Last updated
    48
    MIT
    • Apple
    • Linux

  • Code Buddy

    Abhi-vish
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    security
    A
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    quality
    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

  • Code Firewall MCP

    egoughnour
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    security
    A
    license
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    quality
    A security filter that blocks dangerous code patterns by comparing normalized structural syntax trees against a blacklist of known threats using vector embeddings. It acts as a gatekeeper to prevent malicious code execution by identifying dangerous structures regardless of specific identifiers or literals.
    Last updated
    11
    MIT
    • Apple

  • Smart Code Reviewer

    renjismzy
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    security
    A
    license
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    quality
    Enables comprehensive code analysis including quality assessment, security vulnerability detection, refactoring suggestions, complexity calculations, and automatic documentation generation for multiple programming languages.
    Last updated
    5
    MIT

  • Code MCP Server

    agentics-ai
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    security
    A
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    quality
    An experimental MCP server that enables AI assistants to interact with VS Code workspaces through file operations, code execution, and Git management. It also provides tools for Docker integration, project scaffolding, and secure command execution using project-specific configurations.
    Last updated
    21
    3
    MIT
    • Apple
    • Linux

  • open-code-review

    raye-deng
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    security
    F
    license
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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
    9

  • MCP Code Indexer

    zxfgds
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    security
    F
    license
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    quality
    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

  • Claude Code MCP

    auchenberg
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    security
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    quality
    An implementation of Claude Code as a Model Context Protocol server that enables using Claude's software engineering capabilities (code generation, editing, reviewing, and file operations) through the standardized MCP interface.
    Last updated
    8
    38
    179
    MIT

  • MCP Code Editor

    alejoair
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    security
    A
    license
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    quality
    A FastMCP server providing powerful code editing tools including precise file modifications with diff-based operations, file creation and reading with line numbers, and more tools for code editing workflows.
    Last updated
    MIT
    • Apple
    • Linux

  • MCP Code Crosscheck

    olaservo
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    security
    A
    license
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    quality
    Enables AI-assisted code review with bias mitigation strategies through cross-model evaluation and bias-aware prompting. Detects AI-generated code from commit authors and provides structured reviews with security, performance, and maintainability analysis.
    Last updated
    MIT

  • semantic-code-mcp

    vrppaul
    A
    security
    F
    license
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    quality
    A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.
    Last updated
    3
    2
    • Apple
    • Linux

  • Code Explainer MCP

    BillDuke13
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    security
    A
    license
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    quality
    A Cloudflare Worker that analyzes source code to provide comprehensive explanations including architecture diagrams, core functionality analysis, and component breakdowns across multiple programming languages.
    Last updated
    4
    6
    Apache 2.0

  • Code Analysis MCP Server

    saiprashanths
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    security
    F
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    quality
    The server facilitates natural language interactions for exploring and understanding codebases, providing insights into data models and system architecture using a cost-effective, simple setup with support for existing Claude Pro subscriptions.
    Last updated
    4
    23
    • Apple

  • MCP Claude Code

    SDGLBL
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    security
    A
    license
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    quality
    An MCP server that implements Claude Code-like functionality, allowing the AI to analyze codebases, modify files, execute commands, and manage projects through direct file system interactions.
    Last updated
    15
    297
    MIT
    • Apple
    • Linux

  • Review-Code

    xiaobenyang-com
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    security
    A
    license
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    quality
    A code review tool server based on Model Context Protocol (MCP), providing multi-dimensional code review and scoring functions.
    Last updated
    4
    2
    Apache 2.0

  • code-context-mcp

    VelimirMueller
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    security
    A
    license
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    quality
    Indexes codebases into a SQLite database to provide metadata, exports, dependency graphs, and change tracking for JS/TS projects. It enables users to search for symbols, map internal dependencies, and monitor file changes through MCP tools and a web dashboard.
    Last updated
    101
    2
    MIT

  • Code Review MCP

    shadabbi
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    security
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    license
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    quality
    Enables comprehensive GitHub PR reviews through Cursor's AI by fetching PR diffs, running static analysis tools (ESLint, Prettier, TypeScript, Semgrep), executing tests, and generating detailed code review reports with inline comments.
    Last updated
    9
    2,876
    1
    MIT
    • Apple

  • Quantum Code Validator

    Qyusu
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    security
    A
    license
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    quality
    An MCP server that provides static validation and documentation lookup for quantum computing libraries, currently supporting PennyLane. It allows users to verify quantum code syntax and method usage against official library documentation to ensure correct implementation.
    Last updated
    MIT

  • claude-code-mcp

    KunihiroS
    A
    security
    A
    license
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    quality
    This project aims to build a Claude Code MCP server and implement its associated tools (explain\_code, review\_code, fix\_code, edit\_code, test\_code, simulate\_command, your\_own\_query). The server is implemented using Node.js and the MCP SDK. It receives tool requests from clients via Stdio, dynamically
    Last updated
    7
    22
    33
    MIT
    • Linux

  • Ndlovu Code Reviewer

    shaunie2fly
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    security
    F
    license
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    quality
    Enables AI assistants to perform comprehensive code reviews of local uncommitted changes by combining git diffs with static analysis from linters like ESLint and TypeScript. Returns structured JSON feedback with findings, suggestions, and quality assessments powered by Google's Gemini CLI.
    Last updated
    1
    73
    2

  • Code Search MCP

    LLMTooling
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    security
    F
    license
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    quality
    Enables LLMs to perform high-performance code search and analysis across multiple languages using symbol indexing, regex text search, and structural AST pattern matching. It also provides tools for technology stack detection and dependency analysis with persistent caching for optimized performance.
    Last updated
    2

  • Code Editor MCP Server

    TripQi
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    security
    A
    license
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    quality
    Enables safe, concurrent file system operations with sandboxed directory access control, automatic encoding detection, optimistic locking, and precise code editing capabilities including search-replace and batch operations.
    Last updated
    10
    5
    MIT

  • Code Execution MCP

    marc-shade
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    security
    F
    license
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    quality
    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

  • Code Analysis MCP Server

    zeocax
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    security
    F
    license
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    quality
    A modular MCP server that provides tools for file operations, regex-based code searching, and structural analysis of functions and classes across multiple programming languages. It also includes AI-powered features for intelligently updating files according to architectural changes.
    Last updated
    • Apple

  • Code Context Manager

    theraaz
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    security
    A
    license
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    quality
    Provides intelligent code context management and semantic search capabilities for software development, enabling natural language queries to find relevant code snippets, functions, and classes across Python, JavaScript, TypeScript, and SQL codebases.
    Last updated
    MIT

  • Python Code Runner

    shibing624
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    security
    A
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    quality
    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

  • Google OR-Tools server

    Jacck
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    security
    A
    license
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    quality
    MCP-ORTools integrates Google's OR-Tools constraint programming solver with Large Language Models through the MCP, enabling AI models to: Submit and validate constraint models Set model parameters Solve constraint satisfaction and optimization problems Retrieve and analyze solution
    Last updated
    17
    MIT
    • Apple

  • Code Executor MCP Server

    aberemia24
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    security
    A
    license
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    quality
    Universal MCP server for executing TypeScript and Python code with progressive disclosure, reducing token usage by 98% by enabling on-demand access to all other MCP tools through code execution rather than loading tool definitions directly.
    Last updated
    33
    130
    MIT
    • Linux
    • Apple

  • claude-code-organizer

    mcpware
    A
    security
    A
    license
    A
    quality
    MCP server + web dashboard for managing Claude Code's scope hierarchy. 4 tools: scan_inventory, move_item, delete_item, list_destinations. Scans ~/.claude/, shows scope inheritance tree, drag-and-drop between scopes. Also serves as a standalone web dashboard at localhost:3847.
    Last updated
    4
    1,312
    239
    MIT
    • Linux
    • Apple

  • Code Scanner Server

    Ixe1
    A
    security
    A
    license
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    quality
    An MCP server that scans codebases to extract structural information (classes, functions, etc.) with flexible filtering options and outputs in LLM-friendly formats.
    Last updated
    1
    2
    GPL 3.0
    • Apple
    • Linux