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MCP Servers

MCPKit is a blueprint for building authenticated Model Context Protocol (MCP) servers that let you bring proprietary data, content, and systems into ChatGPT, via ChatGPT Dev Mode.

This project has and moved into . Please refer to the official repository for the latest updates: 👉 https://github.

An MCP (Model Context Protocol) server and Next.js web app for querying S&P 500 company data from Supabase.

Complete observability platform for AI agents and MCP servers. Improve your AI deployment outcomes, identify inference inefficiencies, and gain insights into real agent usage patterns.

A Model Context Protocol (MCP) server that enables AI agents to interact with Azure Cosmos DB through natural language queries.

LLM Gateway to call 100+ LLM APIs in OpenAI format with MCP supported.

Ollama MCP is a tool for connecting Ollama-based language models with external tools and services using the Model Context Protocol (MCP).

A Node.js package and GitHub Action for evaluating MCP (Model Context Protocol) tool implementations using LLM-based scoring, .

A standalone agent runner that executes tasks using MCP (Model Context Protocol) tools via Anthropic Claude, AWS BedRock and OpenAI APIs.

An open framework for scoring how well an MCP tool definition communicates to an AI agent – the Tool Definition Quality Score (TDQS).

A practical, community-driven checklist for . This guide covers local and remote MCP server risks, traffic analysis, tool-call behaviors, context boundaries, authorization flows, and unsafe code...

MCPyATS brings together the Model Context Protocol (MCP) and Cisco pyATS to build intelligent, distributed agents capable of automating network tasks via natural language.
Agent Skills

一句话:输入一个基金代码,Agent 把基金经理 8 年的每一笔买卖翻出来,拿 12 个月后的真实走势逐笔验对错,最后吐出一份 700KB 的单文件交互报告——K 线战役回放、买卖点验尸、独立性审判、造神检测,全都有。

Skills, rules, and validation hooks that teach AI coding agents to generate correct UdonSharp code

The map is not the territory. Your prompt is a map; the codebase and the real world are the territory.

agnix Lint agent configurations before they break your workflow

(As usual, XKCD has a comic for this. Appropriately enough, the comic is out of date.)

Local-first harness for agent-built codebases. Humans steer, agents execute, maestro is the substrate.

AI agents like Claude Code ship features fast. AIDD Framework keeps them working, secure, and maintainable.

AI skills for PixiJS v8, the fast 2D rendering library for WebGL, WebGPU, and Canvas. They teach agents correct PixiJS usage: Application setup, scene graph, sprites, graphics, text, filters, custom...

Reusable skills and steering that teach AI coding agents how to apply the AWS Well-Architected Framework. One set of playbooks, .

Elves is an open-source Agent Skill for handing planned development or research work to a separate worker without locking the run to one model provider.

is a config-driven dev tool for Elixir projects that manages your AGENTS.md file and agent skills from dependencies. It:

Guides and production-ready commands for Claude Code: skills, subagents, hooks, memory, custom commands, and conversation-history tooling.