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"Tools for Comparing Code Changes and Identifying Potential Bugs" matching MCP servers:

  • Explain Changes

    vltansky
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    security
    A
    license
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    quality
    Enables AI to perform peer review of its own code changes by displaying annotated diffs with inline comments in a VS Code/Cursor panel. The AI can analyze its modifications and provide explanations directly alongside the changed code, similar to human code review workflows.
    Last updated
    3
    MIT

  • Usage And Billing MCP Server

    BACH-AI-Tools
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    security
    A
    license
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    quality
    Enables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.
    Last updated
    18
    MIT

  • 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

  • Gemini MCP Server for Claude

    Raydius
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    security
    A
    license
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    quality
    Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.
    Last updated
    3
    Apache 2.0
    • Apple

  • MCP Tools

    dlightyupgrade
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    security
    F
    license
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    quality
    A modular multi-server architecture providing development automation, JIRA management, and performance reporting for Claude Code. It features specialized tools for PR health analysis, code reviews, and generating comprehensive team and individual quarterly reports.
    Last updated

  • Code-MCP

    millsydotdev
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    security
    F
    license
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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
    15
    MIT

  • Code Buddy

    Abhi-vish
    A
    security
    A
    license
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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

  • MCP Tools

    joehuangcoding
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    security
    A
    license
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    quality
    A local Model Context Protocol (MCP) server that exposes custom tools to Claude Desktop, enabling direct interaction with your local environment. It provides a framework for building and integrating custom TypeScript tools into the Claude interface.
    Last updated
    5
    MIT

  • Graph-Tools

    dromologue
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    security
    F
    license
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    quality
    Provides tools for AI-powered graph analysis, including relationship extraction, adjacency matrix creation, and network centrality calculations. It enables users to perform complex structural analysis and generate interactive D3.js visualizations from structured data.
    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

  • Todo for AI MCP Server

    todo-for-ai
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    security
    A
    license
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    quality
    Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.
    Last updated
    4
    Apache 2.0

  • Reuters Business and Financial

    BACH-AI-Tools
    A
    security
    A
    license
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    quality
    Provides access to the Reuters Business and Financial News API to retrieve articles, trending news, and market data. It enables searching and filtering financial content by date, author, category, and keywords.
    Last updated
    20
    MIT

  • Code MCP Server

    agentics-ai
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    security
    A
    license
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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
    15
    3
    MIT
    • Apple
    • 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

  • 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

  • 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

  • MCP Tools

    flesler
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    security
    A
    license
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    quality
    A comprehensive MCP server providing tools for AI agents to interact with code, including reading symbols, importing modules, replacing text, and sending OS notifications.
    Last updated
    3
    16
    10
    MIT
    • Linux
    • Apple

  • 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
    3
    MIT

  • 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

  • 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

  • semantic-code-mcp

    vrppaul
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    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-Index-MCP

    ViperJuice
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    security
    A
    license
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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

  • MCP OpenAI Tools

    evandavid1
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    security
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    license
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    quality
    Provides access to OpenAI's advanced models (including o3) with integrated web search, Python code interpreter, and combined analysis capabilities. Enables users to perform web searches, execute code in sandboxed environments, and combine search with analysis through natural language.
    Last updated
    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
    2,982
    1
    MIT
    • Apple

  • claude-database-tools

    Cyronius
    A
    security
    A
    license
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    quality
    A SQL Server CLI and MCP server for Claude Code that supports standard SQL Server authentication for database interaction and management. It enables users to perform schema exploration, execute queries, and manage data records with built-in SQL injection prevention.
    Last updated
    12
    2
    MIT

  • MCP Calc Tools

    nbiish
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    security
    F
    license
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    quality
    A server that provides advanced mathematical and financial calculation capabilities for AI code assistants, enabling them to perform complex calculations like symbolic calculus, numerical methods, and financial analysis without implementing algorithms directly.
    Last updated
    18
    5

  • GitLab Code Review MCP

    lininn
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    security
    A
    license
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    quality
    Enables AI assistants to review GitLab merge requests by fetching diffs, analyzing code changes, adding comments, and managing approvals through the GitLab API. Supports comprehensive merge request analysis and version comparison for automated code review workflows.
    Last updated
    3
    MIT

  • MCP Anvil Tools

    dennisonbertram
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    security
    F
    license
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    quality
    Enables AI agents to interact with Ethereum smart contracts through Anvil, providing capabilities to read Solidity code, simulate and execute transactions, manipulate blockchain state, query events, and test contracts in isolated environments for development and auditing workflows.
    Last updated

  • mcp-for-docs

    shayonpal
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    security
    A
    license
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    quality
    Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.
    Last updated
    3
    GPL 3.0
    • Apple

  • 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

  • code-analyze-mcp

    clouatre-labs
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    security
    A
    license
    -
    quality
    Standalone MCP server for code structure analysis using tree-sitter. Directory trees, symbol definitions, and call graphs without reading raw source files. Supports Rust, Python, Go, Java, TypeScript, Fortran, JavaScript, C/C++, and C#. Benchmarked up to 68% fewer tokens vs native tools.
    Last updated
    3
    Apache 2.0
    • Apple
    • Linux

  • Claude Code MCP

    auchenberg
    A
    security
    A
    license
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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
    32
    179
    MIT

  • 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