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MCP Servers

This is the repository for the LinkedIn Learning course Model Context Protocol (MCP): Hands-On with Agentic AI. The full course is available from LinkedIn Learning.

is a Ruby gem focused on providing Model Context Protocol (MCP) capability to Ruby on Rails applications, specifically as a server.

Supercharge OCaml development with AI coding agents. This MCP server gives AI assistants deep integration with your OCaml projects through Dune, Merlin, and other OCaml Platform tools.

Give AI hands to touch silicon — an MCP server for SEGGER J-Link, OpenOCD and Black Magic probes. Flash, halt, step, stream RTT logs and decode ARM Cortex-M faults. Verified against real hardware.

This project includes code originally developed by Anthropic and released under the MIT License. Substantial modifications and new functionality have been added by For Good AI Inc. (dba Zencoder Inc.

A high-performance Model Context Protocol (MCP) server for Trino implemented in Go. This project enables AI assistants to seamlessly interact with Trino's distributed SQL query engine through...

OpenAPI-MCP is a dockerized MCP server that reads a swagger.json or openapi.yaml file and generates a corresponding Model Context Protocol (MCP) toolset.

Connect BookStack to Claude and other AI assistants through the Model Context Protocol (MCP). This server exposes 56 tools and 11 resources covering the supported subset of the BookStack API — books,...

A list of awesome MCP Gateway Products. Open a pull request to contribute.

The enables AI agents to interact with IBM i systems through the Model Context Protocol (MCP). It provides secure, SQL-based access to Db2 for i databases, allowing AI applications like Claude,...

This is a basic example of a Model Context Protocol (MCP) server implementation that demonstrates core functionality including tools and resources.

MCP In Action 是一个实战项目,旨在帮助开发者快速掌握 Model Context Protocol (MCP) 的开发与应用。本项目通过实际案例展示如何构建基于 MCP 的应用,使大语言模型能够与外部工具和数据源进行交互,从而增强模型的能力范围。
Agent Skills

A curated list of OpenClaw-related products, skills, communities, and ecosystem resources — organized by use case.

Claude Code / Codex skill — 面向中国 AI / ML 研究者,主投 、次投 、必要时冲刺 的论文写作技能。

首先感谢 Andrej Karpathy 的《LLM Wiki》原文。这个项目直接受那篇 idea file 启发而来。

adds freshness decay (time-weighted memory), claim verification (verify_file_path MCP tool), 12 MCP tools (was 8), and 30+ bug fixes.

Curated guidance for AI assistants building MapLibre applications — covering ecosystem and open-source best practices.

Opinionated AI coding agent and dev environment automation for macOS that dominates your dev setup like cats rule the Internet.

Mathodology 是一套**,面向 Claude Code、Codex 等兼容 Agent Skills 的 AI 编程工具。它把获奖级数模方法论——问题拆解、模型构建、可复现实验、获奖级论文写作、提交包组装——沉淀为可直接加载的项目 skills、subagents 和 workflow 模板。

A universal multi-cloud data MCP Server supporting over 40 types of data source connections, providing secure, unified data access in a single platform.

A CLI tool that validates and scores Agent Skill packages.

A collection of AI agent skills that automate recurring engineering workflows that can be installed across multiple AI coding assistants.

A collection of knowledge, tips, and resources for the builder community on AI, Claude Code, and other developer tools.

AI agent skill for building modern, composable, and accessible React UI components following the components.build specification