Model Context Protocol servers that extend AI capabilities
🐍 🏠 - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.
📇 🏠 - A script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts. Supports multi-language execution (Bash, Python, Node.js, TypeScript) with guaranteed consistency and reduced hallucination risks.
...more🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev
🐍 🏠 - AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management
...more🐍 🏠 🐧 - MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.
...more📇 ☁️ 🏠 - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.
...more📇 🏠 – Offline Garmin Connect IQ SDK documentation with comprehensive search and API examples
📇 ☁️ - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports [remote MCP](https://mcp.myshipi.com/api/mcp).
...more[glama](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp) 📇 🏠 ☁️ 🍎 - MCP server for Greater China local life services: Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more.
...more🏎️ 🏠 - A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations.
...more🐍 🏠 - Create, read, validate, and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.
...more🐍 🏠 - The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization.
...more[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.
...more🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
...more🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
🏠 🍎 🪟 🐧 - 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.
...more🐍 - 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.
...more💎 🏠 - 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.
🦀 📟 - A comprehensive MCP server for serial port communication
🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.
🐍 ☁️ 🍎 🪟 🐧 - MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine.
...more🎖️ ☁️ - The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction.
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