Model Context Protocol servers that extend AI capabilities
🦀 🏠 - Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing.
...more📇 ☁️ 🏠 - Streaming KoliBri MCP server (NPM: `@public-ui/mcp`) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local `kolibri-mcp` CLI.
...more☕ 🏠 - 56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents.
...more#️⃣ 🏠 - 58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find usages, and code intelligence for AI agents.
...moreQAInsights
🐍 🏠 - Grafana k6 MCP Server for performance testing
QAInsights
🐍 🏠 - Locust MCP Server for performance testing
QuantGeekDev
🏎️ 🏠 - Docker container management and operations through MCP
📇 ☁️ 🪟 🐧 🍎 - GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents.
...more📇 ☁️ - Free privacy-first URL shortener API with analytics and link management. No API key required.
📇 ☁️ - Free Open Graph image generator API with themes, Lucide icons, and custom layouts. No API key required.
📇 ☁️ - Free instant HTML hosting API with paste, file upload, and ZIP deploy support. No API key required.
📇 ☁️ - Free HTML/URL to PDF conversion API powered by Playwright. No API key required.
📇 ☁️ - Free styled QR code generator API with custom colors, logos, frames, and batch generation. No API key required.
🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
TestDinoHQ
🎖️ 📇 ☁️ - Connects your TestDino testrun/testcase data to AI agents so you can review runs, debug failures, and manage manual test cases using natural language.
...more📇 🏠 🍎 🪟 🐧 - MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS
📇 ☁️ 🏠 - AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models.
...moreukkit
🐍 🏠 🐧 🍎 - A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.
...moreV0v1kkk
#️⃣ 🏠 🍎 🪟 🐧 - Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet integration
...moreveelenga
📇 🏠 🍎 🪟 🐧 - A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes.
...morevezlo
📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding.
...more🐍 🤖 - MCP server for ROS2 enabling AI-driven robotics applications and services.
📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.
...more