code-analysis--quality.md

✨ Code Analysis & Quality

Servers focused on static analysis, linting, code metrics, security scanning, vulnerability checks, or code quality assessment.

• preflight-dev/preflight: A 24-tool MCP server for Claude Code that scores prompts across 12 categories before execution, catches ambiguity and missing context, tracks correction patterns, and provides semantic search over session history with LanceDB vectors.
• isaacphi/mcp-language-server: Helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
• dhylan01/MCP_OA: Facilitates AI assistants in analyzing code by identifying function usage within Python and TypeScript/TSX files.
• angrysky56/ast-mcp-server: Provides code structure and semantic analysis using AST and ASG for multiple programming languages, enhancing code analysis capabilities in Claude Desktop.
• joaomj/code-reviewer-mcp: Automated GitHub pull request code reviews using AI models via MCP integration.
• shaydo-deriv/go-archer: Go Archer provides a visual representation of package dependencies and can operate as an MCP server for dependency analysis.
• RaRdq/RR.MCP: Facilitates AI-driven .NET project analysis by extracting interfaces, models, and data structures using PowerShell scripts.
• mettamatt/code-reasoning: Enhances Claude's problem-solving capabilities by breaking down complex programming tasks into manageable steps using structured, sequential thinking.
• jpheimonen/code-oracle: Code Oracle leverages AI to efficiently locate code within large codebases using Gemini 2.5 Flash, integrating seamlessly as an MCP server in Cursor.
• FuelLabs/fuel-mcp-server: Facilitates seamless IDE integration with Fuel Network and Sway Language documentation through advanced semantic search capabilities.
• AB498/code-context-provider-mcp: Provides code context and analysis for AI assistants by extracting directory structures and code symbols using WebAssembly Tree-sitter parsers.
• alesr/gh-self-reviewer: A Go-based Anthropic MCP server facilitating self-review of GitHub pull requests with Claude AI integration.
• lq0910/vuesage: VueSage enhances Vue component quality through intelligent analysis and optimization, leveraging MCP for seamless integration with editors.
• Bamimore-Tomi/ghidra_mcp: Transforms Ghidra into a reverse-engineering backend by extracting decompiled binary data and exposing it to LLMs via MCP.
• aidalinfo/mcp-clean-code: Facilitates the planning and creation of clean, well-structured code with comprehensive English comments, focusing on readability and maintainability.
• DocNR/repo-explorer: Efficiently explore and analyze Git repositories with advanced caching and cross-repository code pattern search, integrating seamlessly with Claude AI.
• yy1588133/code-merge-mcp: Facilitates code file extraction, merging, and analysis for large language models using the Model Context Protocol.
• davidleathers113/typescript-analyzer-mcp: Enhance TypeScript codebases by intelligently analyzing and replacing 'any' types with specific types, while offering React component interface generation and advanced error handling.
• priyankark/a11y-mcp: Conducts comprehensive accessibility audits on webpages using axe-core, integrating seamlessly with AI assistants to address a11y issues.
• hanqizheng/unit-test-generator-mcp-server: Generates unit tests for component libraries using the MCP protocol.
• crisschan/mcp-jacoco-reporter: Transforms JaCoCo code coverage reports into AI-friendly formats for enhanced analysis and insights.
• Tomatio13/software-checker-mcp: Facilitates comprehensive quality checks and release note generation for Git repositories, while also providing security risk analysis.
• smadi0x86/GDB-MCP: Facilitates LLM-driven debugging and analysis with GDB through an MCP server interface.
• Ixe1/code-scanner-server: A versatile tool for scanning code files, extracting definitions, and providing LLM-friendly outputs, with dual operation as a CLI tool and MCP server.
• mobilehackinglab/jadx-mcp-plugin: Facilitates decompiler access for Claude by bridging Jadx API over HTTP using MCP, enabling live interaction with decompiled code.
• first-to-fly/code-cleanup: A Bun TypeScript project offering a Model Context Protocol server for code cleanup using Google's Generative AI, with features like backup, custom prompts, and professional formatting.
• hloiseaufcms/mcp-gopls: Facilitates AI assistants' interaction with Go's Language Server Protocol for enhanced code analysis and navigation.
• irvinebroque/repro-root-mcp-issue: Deploy and manage a remote MCP server on Cloudflare Workers with OAuth login and integration with Claude Desktop.
• r-huijts/mcp-server-tester: A configuration-driven tool for automating tests and generating reports for MCP servers, leveraging Claude AI for intelligent test case generation.
• nodetec/nostr-code-snippet-mcp: Facilitates the execution of code snippets via a node-based MCP server.
• BangNGH/github-code-index-mcp-server: Facilitates code indexing, searching, and analysis for large language models across multiple programming languages.
• CodeLogicIncEngineering/codelogic-mcp-server: Leverage Codelogic's software dependency data for impact assessments in AI programming assistants.
• treaties-ai/local-scanner-mcp: Enhances AI assistants' capabilities to interact with local development environments by scanning code and localhost URLs for testing, debugging, and validation.
• klara-research/MCP-Analyzer: Facilitates the analysis and debugging of Model Context Protocol logs with seamless integration into Claude Desktop.
• ast-grep/ast-grep-mcp: An experimental MCP server leveraging ast-grep for codebase searching and analysis.
• JordyZomer/codeql-mcp: Facilitates interaction with CodeQL through structured commands, enabling AI agents and tools like Cursor to perform queries and decode results.
• pollyannaanalytics/Figma-BDD-MCP-Server: Automatically generates BDD test plans from Figma designs using a microservice architecture.
• x51xxx/github-explorer-mcp: A TypeScript MCP server offering comprehensive GitHub repository insights, including file content, directory structure, and metadata for enhanced client interactions.
• gtnao/github_deep_blame_mcp: Provides comprehensive analysis of GitHub file history by retrieving detailed pull request information, including comments and reviews, beyond standard git blame.
• Bigsy/clj-kondo-MCP: Enhance your Clojure development with clj-kondo linting capabilities through a dedicated MCP server.
• dongri/mcp-server-lgtm: A TypeScript-based server that fetches random LGTM images for use in code reviews and developer communications.
• blue-orange-yellow/scribe-crab: Generates customizable documentation comments for Rust functions, enhancing code documentation workflows.
• sourcegraph/test-mcp: Facilitates batch changes on Sourcegraph using Claude Desktop as the MCP client.
• sinedied/grumpydev-mcp: A sarcastic code review tool that mimics a grumpy senior developer's perspective, providing humorous yet insightful feedback on code quality.
• cnitlrt/headless-ida-mcp-server: Leverage IDA Pro's headless mode to analyze binaries and manage functions via an MCP server.
• wenkil/mcp_review_code_tool: A server tool for intelligent code review and analysis using OpenAI's capabilities, based on the Model Context Protocol.
• Rethunk-Tech/mcp-golang: Provides Go language tools for LLMs to analyze, test, and format Go code.
• dwisiswant0/delve-mcp: Integrates the Delve debugger with a TypeScript-based MCP server to provide comprehensive debugging capabilities for Go programs.
• admica/FileScopeMCP: FileScopeMCP ranks and visualizes codebase files by importance, aiding AI tools in understanding code structure through dependency analysis and diagram generation.
• matouskozak/SwiftBindingsLogParser: SwiftBindingsLogParser enhances log analysis by integrating with VSCode Copilot to process and summarize logs from the SwiftBindings tool.
• Orcus2021/code-review-mcp-server: A Cursor plugin leveraging MCP to automate git diffs and code reviews with Notion integration for guideline retrieval.
• sapientpants/deepsource-mcp-server: Integrates DeepSource's code quality analysis with AI assistants via the Model Context Protocol, enabling retrieval of metrics, issues, and project quality insights.
• mrexodia/ida-pro-mcp: Facilitates reverse engineering in IDA Pro by providing a suite of tools for function analysis, metadata retrieval, and code manipulation.
• codacy/codacy-mcp-server: Codacy's MCP Server provides comprehensive tools for repository management, code quality analysis, and security assessments, integrating seamlessly with the Codacy API.
• taida957789/ida-mcp-server-plugin: Facilitates remote querying and control of IDA Pro for binary analysis via the MCP interface, enabling AI assistants to interact directly with the tool.
• fdrechsler/mcp-server-idapro: Facilitates AI-driven reverse engineering and binary analysis by bridging AI assistants with IDA Pro.
• ToyB0x/ai-lint: AI-Lint offers a comprehensive platform for controlling AI behavior across development ecosystems, integrating seamlessly with MCP servers to enforce custom rules and ensure consistency.
• crisschan/mcp-allure: Transforms Allure test reports into formats optimized for AI and LLM analysis, enhancing test result insights and debugging efficiency.
• sarathsp06/sourcesage: SourceSage efficiently memorizes and retrieves codebase knowledge using a language-agnostic, token-efficient graph structure, leveraging LLM analysis.
• nicobailon/code-summarizer: A command-line tool and MCP server that summarizes code files using Gemini Flash 2.0, with integration support for LLM tools like Claude Desktop and Cursor AI.
• ChrisRoyse/CodeGraph: CodeGraph Analyzer transforms codebases into Neo4j graph databases, enabling AI-driven insights and interactions across multi-language projects.
• radareorg/radare2-mcp: Facilitates binary analysis with radare2 through seamless integration with AI assistants like Claude.
• signal-slot/mcp-gdb: Facilitates GDB debugging sessions through MCP for seamless integration with AI assistants like Claude.
• sapientpants/sonarqube-mcp-server: Integrates SonarQube's code quality analysis with AI assistants via the Model Context Protocol, enabling access to metrics, issues, and project quality insights.
• plapinski/PHPocalypse-MCP: Facilitates automated testing and static analysis for PHP projects using MCP integration.
• apimatic/apimatic-validator-mcp: Facilitates the validation of OpenAPI specifications using APIMatic's API through an MCP server.
• sujianqingfeng/mcp-codesign: Facilitates communication between browser plugins and MCP servers for optimized image URL processing via WebSocket services.
• johnhuang316/code-index-mcp: Facilitates code indexing, searching, and analysis for large language models across multiple programming languages.
• killerwolf/mcp-profiler-bundle: Enhance your Symfony development with the MCP Profiler Bundle, seamlessly integrating profiler data into your AI-powered IDE for efficient debugging and analysis.
• ZahidGalea/windtools-mcp: Facilitates semantic code search and repository indexing using ChromaDB and sentence transformers.
• alefcastelo/archai-static-analyzer-mcp: A static analysis MCP server leveraging Bun for efficient JavaScript runtime execution.
• wrale/mcp-server-tree-sitter: Enhances code analysis with tree-sitter, offering language-agnostic, structure-aware insights for intelligent codebase exploration.
• rtuin/mcp-mermaid-validator: Facilitates the validation and rendering of Mermaid diagrams through a Model Context Protocol server, enabling seamless integration with LLMs.
• MarcusJellinghaus/mcp-code-checker: Facilitates AI-driven code quality checks using pylint and pytest, enhancing debugging workflows with smart LLM prompts.
• yhzion/comment-stripper-mcp: Efficiently batch processes code files to remove comments across multiple languages, enhancing code maintenance and preparation.
• rokudone/codebase-rag-ruby: Facilitates retrieval-augmented generation for Ruby codebases by analyzing code, building a vector database, and providing an MCP server interface for natural language queries.
• stedwick/codecov-mcp: Enhance your code coverage analysis with a TypeScript-based server that integrates Codecov insights and test suggestions.
• mcollina/mcp-ripgrep: Facilitates high-performance text searches across files using ripgrep through an MCP interface, compatible with clients like Claude AI.
• yura2100/sourcify-context-server: A TypeScript-based MCP server implementing a simple notes system with tools for note creation and summarization.
• MattMorgis/nuanced-mcp: Facilitates LLMs in understanding code structure by providing call graph analysis through the nuanced library.
• zxfgds/mcp-code-indexer: Enhances AI language models with efficient and precise codebase retrieval through semantic understanding and vectorized indexing.
• Szowesgad/mcp-server-semgrep: Integrates Semgrep with AI assistants for advanced code analysis and security vulnerability detection through a conversational interface.
• derrtaderr/inspecta: InspectorAI enhances web automation and analysis by integrating with MCP to autonomously verify website designs and diagnose errors.
• StepanProCoder/ClineTest: Facilitates efficient file searching within a filesystem using path fragments, providing detailed metadata for each result.
• ggerve/coding-standards-mcp: Facilitates access to standardized coding guidelines and best practices for Java, Python, and React through an MCP server.
• punkpeye/file-edit-check-server: Enforces pre-read checks and detailed commit documentation to prevent unauthorized file modifications.
• saiprashanths/code-analysis-mcp: Facilitates natural language-driven codebase analysis, enabling AI models to explore and understand code structures and data flows.
• gokborayilmaz/code-reviewer-fixer-agent: An AI agent that leverages GitHub and Sentry MCP servers to analyze code repositories, detect security vulnerabilities, and suggest fixes based on error logs.
• davidorex/git-file-forensics: Provides detailed insights into git file histories and changes, focusing on individual file analysis using MCP tools.
• j4c0bs/mcp-server-sql-analyzer: Enhances SQL query analysis and dialect conversion using SQLGlot for improved database management.
• that1guy15/tox-testing: Facilitates the execution and management of Python tests using tox commands through the Model Context Protocol.
• peterparker57/github-mcp-server: Facilitates seamless GitHub repository management and file operations through MCP tools.
• abhishekbhakat/mcp_server_code_assist: Facilitates code creation, modification, and deletion through a Model Context Protocol server using Large Language Models.
• PoliTwit1984/mcp-perplexity-server: Enhance your code analysis and debugging with Perplexity AI's API, seamlessly integrated with the Claude desktop client for intelligent error detection and solutions.
• seanivore/mcp-file-preview: Provides HTML file preview and analysis capabilities, capturing full-page screenshots and analyzing HTML structure.
• Sladey01/claude-github-snyk: Integrates GitHub repository access with Snyk security scanning for enhanced vulnerability analysis.
• emiryasar/mcp_code_analyzer: A comprehensive code analysis and management tool that integrates with Claude Desktop for natural language-driven code insights and modifications.
• dillip285/mcp-dev-server: Facilitates software development project management with comprehensive context awareness and code execution via Docker.
• y86/ex-mcp-test: An Elixir-based MCP server for testing and experimenting with the Model Context Protocol, featuring JSON-RPC 2.0 compliance and schema-driven validation.
• cocoindex-io/cocoindex-code: A super light-weight embedded MCP server for coding agents that uses tree-sitter for code search and indexing, saving 70% tokens and improving speed with Apache-2.0 license.