Python
Apache 2.0
Best Ruff MCP Servers
Ruff is an extremely fast Python linter and code formatter, written in Rust.
Why this server?
Integrates with the Ruff linter for Python code quality checking, as indicated by the badge in the README.
Why this server?
Integrates with Ruff for code linting during development, ensuring code quality standards are maintained.
Graphistry MCPofficial
AsecurityAlicenseAqualityGPU-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 updated 5 months ago17710MITWhy this server?
Uses Ruff for code quality checking and linting during development.
AsecurityAlicenseAqualityProvides traditional Chinese lunar calendar information including auspicious date checking, BaZi (八字) Four Pillars analysis, festival data, moon phases, zodiac compatibility, and calendar conversions based on Chinese cultural traditions.Last updated 4 months ago201MITWhy this server?
Utilizes Ruff for code linting to maintain code quality standards
AsecurityAlicenseAqualityEnables AI agents to create, validate, and manage buildingSMART IDS (Information Delivery Specification) files with 100% compliance to the IDS 1.0 standard using IfcOpenShell's IfcTester library.Last updated 4 months ago1724MITWhy this server?
Ensures code quality and formatting standards for the stock analysis service codebase
AsecurityAlicenseAqualityProvides comprehensive Taiwan stock market data and analysis through MCP tools. Enables querying real-time stock prices, historical data, company information, technical analysis, and market overviews for TWSE and TPEx listed companies.Last updated 7 months ago83MITWhy this server?
Used for code formatting and linting to maintain code quality in the MCP server implementation
AsecurityAlicenseAqualityA simple server implementing the Model Context Protocol (MCP) that echoes messages back, designed for testing MCP clients.Last updated a year ago12MITWhy this server?
Uses Ruff for code linting and formatting in the development workflow to maintain code quality.
AsecurityAlicenseAqualityThis project implements a Model Context Protocol (MCP) server providing Formula One racing data using the Python FastF1 library. Inspired by an existing TypeScript server, it offers similar F1 data functionalities natively in Python via FastF1.Last updated a year ago82MITWhy this server?
Integrates with Ruff for linting Python code as part of the type annotation workflow
AsecurityAlicenseAqualityA Model Context Protocol server that enables AI assistants to analyze Python code, add type annotations, and perform type checking using Pyrefly's type inference engine.Last updated 7 months ago41MITWhy this server?
Utilizes Ruff for code linting and formatting in the development workflow
AsecurityAlicenseAqualityA Model Context Protocol server that provides comprehensive Formula One racing data, enabling access to event schedules, driver information, telemetry data, race results, and performance analytics through natural language queries.Last updated 6 months ago81MIT