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.
PythonApache 2.0Why this server?
Integrated into the development workflow for code formatting and checking.
AlicenseAqualityFmaintenanceMCP for Scorable Evaluation Platform312MITWhy 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.172011MITWhy this server?
Runs Ruff as a Bazel aspect to analyze Python code and report findings in SARIF format.
AlicenseAqualityAmaintenanceMCP server for gavel, a code-quality gate for Bazel monorepos. Exposes judge, findings, coverage and architecture tools so a coding agent can check its change against the quality gate (lint, coverage, layer rules) before declaring it done — all off the Bazel build graph, over just what changed.810Apache 2.0Why this server?
Utilizes Ruff for code linting to maintain code quality standards
AlicenseAqualityDmaintenanceEnables 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.1726MITWhy this server?
Integrated for code linting as part of the development workflow and quality standards.
AlicenseBqualityDmaintenanceLLM Driven Trading Platform Orchestration - Strategy Design, Research & Implementation50116PythonMITWhy this server?
Allows searching for and retrieving boilerplate files for Ruff configurations.
AlicenseAqualityAmaintenanceEnables 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.33182MITWhy this server?
Uses Ruff for code linting and formatting in the development workflow to maintain code quality.
AlicenseAqualityCmaintenanceThis 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 FastF1.82MITWhy this server?
Integrates with Ruff for Python code linting and formatting as part of the development workflow.
AlicenseBqualityAmaintenanceA MCP server for the Frankfurter API for currency exchange rates.66MIT