GitHub
github.com › MarcusJellinghaus › mcp-code-checker
GitHub - MarcusJellinghaus/mcp-code-checker: MCP server providing code quality checks (pylint and pytest) with smart LLM-friendly prompts for analysis and fixes. Enables Claude and other AI assistants to analyze your code and suggest improvements.
MCP server providing code quality checks (pylint and pytest) with smart LLM-friendly prompts for analysis and fixes. Enables Claude and other AI assistants to analyze your code and suggest improvements. - MarcusJellinghaus/mcp-code-checker
Starred by 12 users
Forked by 3 users
Languages Python 95.5% | Batchfile 4.5%
BytePlus
byteplus.com › en › topic › 541871
MCP for Code Quality: Metrics & Tools 2025
While not a formal industry standard, MCP is a powerful conceptual framework for evaluating software quality through three critical pillars: Maintainability, Complexity, and Performance. Focusing on these three areas helps teams move beyond subjective arguments about "good" or "bad" code and ...
Videos
19:56
The 3 MUST Have MCP Servers for Any AI Coding (and How to Use Them) ...
02:00
Enhancing Code Reviews with Digma MCP - YouTube
29:56
Anthropic’s NEW Claude Code Review Agent (Full Open Source ...
32:06
9 MCP Servers That'll Make Vibe Coders Cry Tears Of Joy - YouTube
13:23
Claude Code + Context7 MCP Server Is a GAME CHANGER for AI Coding ...
15:32
This MCP Server for AI Coding Assistants Will 10x Your Productivity ...
What is the MCP Server and how does it help teams deliver quality code?
The MCP Server is a centralized service that connects code analysis and developer tools so teams can consistently enforce standards, automate checks, and improve code quality across repositories. It integrates with CI/CD pipelines to surface issues early, making it easier to maintain quality at the source and keep new code quality high as changes ship.
By consolidating rules, policies, and results in one place, the MCP Server reduces tool sprawl and manual review effort. Teams get a single source of truth for code health, enabling faster remediation, standardized workflows, and reliable gates
sonarsource.com
sonarsource.com › products › sonarqube › mcp-server
SonarQube MCP Server, Model Context Protocol Agentic Workflows | Sonar
What is Codacy MCP Server?
Codacy MCP Server acts as an integration layer, bringing Codacy's powerful code analysis capabilities—covering quality, security, and coverage—directly into popular IDEs (like VS Code, Cursor) and various agent-based development environments.
mcpmarket.com
mcpmarket.com › home › mcp servers › codacy
Mcpmarket
How does the MCP Server improve pull request workflows and code reviews?
The MCP Server integrates quality checks into pull requests so reviewers see actionable findings before merge. This enables reviewers to focus on architecture and design decisions, while automated checks flag code smells, bugs, and vulnerabilities aligned to your policies.
Consistent, automated gates also reduce review friction—contributors know what’s required for approval, and reviewers trust that baseline quality signals are accurate. The net effect is faster, clearer decisions and higher-confidence merges.
sonarsource.com
sonarsource.com › products › sonarqube › mcp-server
SonarQube MCP Server, Model Context Protocol Agentic Workflows | Sonar
Microsoft Developer
developer.microsoft.com › dev blogs › blog › 10 microsoft mcp servers to accelerate your development workflow
10 Microsoft MCP Servers to Accelerate Your Development Workflow - Microsoft for Developers
September 19, 2025 - Why it’s useful: Beyond just managing Azure resources, this server dramatically improves code quality when working with Azure SDKs. When you use Azure MCP in Agent mode, it doesn’t just help you write code – it helps you write better Azure ...
Architecht
architecht.com › en › corporate › blog › technology › ai-assisted-code-quality-enhancement-sonarqube-and-mcp
AI-Assisted Code Quality Enhancement: SonarQube and MCP
We’ll specifically focus on the open-source project sonarqube-mcp-server, which bridges LLMs and SonarQube via the MCP protocol. SonarQube is an open-source platform that integrates into the software development lifecycle (CI/CD) to continuously analyze codebases against predefined rule sets. It proactively identifies bugs, vulnerabilities, and code smells. By enforcing quality gates, SonarQube can prevent code that fails to meet predefined quality thresholds from being merged into the main codebase.
MCP Market
mcpmarket.com › home › mcp servers › codacy
Mcpmarket
Codacy's MCP (Multimodal Communication Protocol) Server acts as a crucial bridge, bringing Codacy's powerful code analysis and quality insights directly into your development workflow.
BytePlus
byteplus.com › en › topic › 541872
MCP for Code Review Automation: Boost Efficiency in 2025
Customizable Review Guidelines: Every team has unique coding standards and priorities. A valuable MCP tool allows you to configure custom rules and focus the AI's review on specific areas like security vulnerabilities, performance, code style, or documentation quality.
GitHub
github.com › praneybehl › code-review-mcp
GitHub - praneybehl/code-review-mcp: An MCP server for code reviews using OpenAI and Google models for Claude-code
An MCP server for code reviews using OpenAI and Google models for Claude-code - praneybehl/code-review-mcp
Starred by 22 users
Forked by 4 users
Languages TypeScript 71.5% | JavaScript 26.1% | Dockerfile 2.4%
Sonar
sonarsource.com › products › sonarqube › mcp-server
SonarQube MCP Server, Model Context Protocol Agentic Workflows | Sonar
Connect SonarQube to AI agents & IDEs with the free MCP Server, a Docker-based integration for real-time code quality and security-no context switching.
Reddit
reddit.com › r/claudeai › [update] mcp code analyzer for claude desktop
r/ClaudeAI on Reddit: [UPDATE] MCP Code Analyzer for Claude Desktop
December 4, 2024 -
Hi everyone!
Thanks for all the interest in my previous post about MCP Code Analyzer! I've made some updates and created a demo video showing the tool in action by building a simple Mario game with Claude.
Video Demo
The MCP Code Analyzer is a tool that integrates with Claude Desktop, letting you analyze and work with code through natural language conversation. While the Mario demo showing in video isn't fully playable (due to Claude's message limits), it demonstrates how you can use the tool to work on actual projects.
Project link: https://github.com/emiryasar/mcp_code_analyzer
Any contribution or feedback is welcome. Let me know what you think about the demo
If you find the project interesting, please consider giving it a star on GitHub - it helps make the project more visible to others! Thank you for your support! ⭐
PulseMCP
pulsemcp.com › servers › crazyrabbitltc-code-review
Code Review MCP Server by Dennison Bertram | PulseMCP
MCP (Model Context Protocol) Server. Enables automated code reviews through multiple LLM providers by analyzing repository structures and evaluating code for security, performance, quality, and maintainability with structured output containing ...
Playbooks
playbooks.com › mcp › davidvc-code-analysis
Code Analysis MCP server for AI agents
Integrates code analysis using a Neo4j graph database to enable structural insights, quality metrics, and natural language querying of codebases. ... This MCP server plugin empowers AI assistants like Claude and Cline with comprehensive code ...
MCP Market
mcpmarket.com › home › mcp servers › code review
Automated Code Reviews with LLMs
It supports multiple LLM providers like OpenAI, Anthropic, and Gemini, handling chunking for large codebases. The tool flattens repositories, analyzes the code for security vulnerabilities, performance bottlenecks, and code quality issues, and provides actionable recommendations for improvement.
Daily Dose of DS
blog.dailydoseofds.com › p › detect-production-grade-code-quality
Detect Production-grade Code Quality Issues in Real-time!
2 weeks ago - Its capabilities have emerged from the 750B+ lines of code SonarQube processes daily, so it has seen every bug pattern that exists. Here’s a step-by-step walkthrough to get started: ... { “mcpServers”: { “sonarqube”: { “command”: “docker”, “args”: [ “run”, “-i”, “--name”, “sonarqube-mcp-server”, “--rm”, “-e”, “SONARQUBE_TOKEN”, “-e”, “SONARQUBE_ORG”, “mcp/sonarqube” ], “env”: { “SONARQUBE_TOKEN”: “<your token here>”, “SONARQUBE_ORG”: “<your organisation name here>” } } } }
Skypage
skywork.ai › skypage › en › unlocking-code-quality-codacy-mcp-server › 1977936301128601600
Unlocking Code Quality: A Deep Dive into the Official Codacy MCP Server
Unlock top code quality with the Codacy MCP Server! Enhance AI-driven development with real-time scanning, automated fixes, and centralized standards for secure, efficient coding.
GitHub
github.com › hyperb1iss › lucidity-mcp
GitHub - hyperb1iss/lucidity-mcp: AI-powered code quality analysis using MCP to help AI assistants review code more effectively. Analyze git changes for complexity, security issues, and more through structured prompts.
AI-powered code quality analysis using MCP to help AI assistants review code more effectively. Analyze git changes for complexity, security issues, and more through structured prompts. - hyperb1iss/lucidity-mcp
Starred by 67 users
Forked by 20 users
Languages Python
GitHub
github.com › MarcusJellinghaus › mcp_server_code_checker_python
MCP server providing code quality checks (pylint ...
MCP server providing code quality checks (pylint and pytest) with smart LLM-friendly prompts for analysis and fixes. Enables Claude and other AI assistants to analyze your code and suggest improvements. - MarcusJellinghaus/mcp-code-checker
Starred by 12 users
Forked by 3 users
Languages Python 95.5% | Batchfile 4.5%
Aibase
mcp.aibase.com › server › 1574493255855513721
Roslyn-based .NET C# Code Analysis MCP Server for AI Code Quality Check
A Roslyn-based .NET C# code analysis MCP server that provides functions such as unreferenced code detection and solution structure analysis to help AI agents perform code quality checks.
Playbooks
playbooks.com › mcp › crazyrabbitltc-code-review
Code Review MCP server for AI agents
Enables automated code reviews ... ... The MCP Server for Code Review is a specialized tool that leverages Repomix and Large Language Models to analyze and review code....
Sonar
sonarsource.com › blog › announcing-sonarqube-mcp-server
Announcing SonarQube MCP Server: Bringing code quality into your AI workflow | Sonar
October 7, 2025 - By acting as a universal translator, the MCP server provides a standardized way for AI applications to communicate with SonarQube’s powerful analysis capabilities. It allows AI tools to do everything from analyzing a code snippet for issues to checking a project's quality gate status.
Aibase
mcp.aibase.com › server › 1917151516169007105
Codacy MCP Server - MCP API service for code quality and security analysis, supporting multi-IDE integration
The Codacy MCP Server is an API service that provides code quality, security analysis, and repository management.