Awesome MCP Servers

[glama](https://glama.ai/mcp/servers/WaveGuard) 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan, fingerprint, compare, token risk, wallet profiling, volume check, price manipulation detection.

🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.

🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.

📇 🏠 🍎 🪟 🐧 — Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants.

📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.

🏠 🍎 🪟 🐧 - Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.

📇 🏠 - AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.

🐍 - This Kaggle MCP Server makes Kaggle more accessible by letting you browse competitions, leaderboards, models, datasets, and kernels directly within MCP, streamlining discovery for data scientists and developers.

🏎️ 🏠 A – user-friendly read-only mysql mcp server for cursor and n8n...

💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.

📇 📟 - An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.

📇 ☁️ 🍎 🪟 🐧 - Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators, and migration savings estimator.

🦀 📟 - A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more

🦀 📟 - A comprehensive MCP server for serial port communication

🐍 ☁️ 🍎 🪟 🐧 - MCP server for xAI's [Grok API](https://docs.x.ai/docs/overview) with agentic tool calling, image generation, vision, and file support.

🐍 ☁️ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.

🐍 🏠 - Python Streamable HTTP Server you can run locally to interact with [memvid](https://github.com/Olow304/memvid) storage and semantic search.

🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.

[glama](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server) 📇 🏠 🍎 🪟 🐧 - MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via `npx brightspace-mcp-server@latest`.

A wrapper around the Azure CLI command line that allows you to talk directly to Azure