Best Ruff MCP Servers
Ruff is an extremely fast Python linter and code formatter, written in Rust.
Why this server?
Provides comprehensive Python linting with auto-fixes using Ruff.
AlicenseAqualityBmaintenanceAn MCP server that performs comprehensive Python code analysis using Ruff, ty, and Vulture for linting, type checking, and dead code detection.Last updated2811MITWhy this server?
Integrates with the Ruff linter for Python code quality checking, as indicated by the badge in the README.
PythonApache 2.0Why this server?
Integrates with Ruff for code linting during development, ensuring code quality standards are maintained.

Graphistry MCPofficial
AlicenseAqualityFmaintenanceGPU-accelerated graph visualization and analytics server for Large Language Models that integrates with Model Control Protocol (MCP), enabling AI assistants to visualize and analyze complex network data.Last updated17811MITWhy this server?
Integrates with Ruff to provide linting validation for Python code, detecting violations and suggesting fixes.
AlicenseBqualityAmaintenanceTemporal knowledge graph for codebases that captures decision traces, links test failures to code changes, learns co-edit patterns, predicts regression risk, and enforces learned constraints at the edit boundary via a PreToolUse hook.Last updated3018MITWhy this server?
Allows searching for and retrieving boilerplate files for Ruff configurations.
AlicenseAqualityBmaintenanceEnables searching and browsing a curated matrix of 100+ engineering tools by name, tag, or use case, and retrieving ready-to-use boilerplate files for 30+ popular stacks.Last updated3202MITWhy this server?
Analyzes Python code for security anti-patterns and code quality issues using Ruff.
AlicenseAqualityCmaintenanceAI-powered security code review for Claude Code that runs multiple scanners (CodeQL, Semgrep, etc.) to detect vulnerabilities, secrets, and dependency CVEs, producing prioritized reports.Last updated23MITWhy this server?
Used for linting the MCP server codebase, but no direct integration capabilities for external Ruff services are described.
AlicenseAqualityAmaintenanceAI-powered medical document management for cancer patients and caregivers. Connects Google Drive, Gmail, and Calendar to Claude, ChatGPT, and any MCP client.Last updated795MITWhy this server?
Provides linting for the Python backend codebase as part of the development workflow.
AlicenseBqualityDmaintenanceA demonstration MCP server that provides example tools for weather queries, time retrieval, and request handling, along with advice prompts. Supports both HTTP and stdio modes for testing MCP client integrations.Last updated4MITWhy this server?
Integrated for code linting as part of the development workflow and quality standards.
AlicenseBqualityDmaintenanceLLM Driven Trading Platform Orchestration - Strategy Design, Research & ImplementationLast updated50115PythonMIT