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MCP Servers

Skill and MCP server for searching and retrieving icons

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Agentic AI Engineering is a production-grade engineering resource for building modern agentic AI systems with LangChain, LangGraph, RAG, MCP, local models, and deployable Python services.

A Rails application template that integrates the Model Context Protocol (MCP) with Ruby on Rails. During setup, the template asks whether to add OAuth 2.

A generic, modular server for implementing the Model Context Protocol (MCP). This server provides a framework for controlling and interacting with various models through a standardized API.

A powerful Model Context Protocol (MCP) server implementation for seamless Apollo.io API integration, enabling AI assistants to interact with Apollo.io data.

Welcome to the Claude Code Crash Course! This repository is designed to teach you the fundamentals and advanced concepts of Claude Code, Anthropic's official CLI for AI-powered software development,...

ops-mcp-server is an IT operations management solution for the AI era. It achieves intelligent IT operations through the seamless integration of the Model Context Protocol (MCP) and Large Language...

An MCP server that hosts finite state machines as dynamic resources that multiple clients can subscribe to and be updated when their state changes.

A local, modular Retrieval-Augmented Generation (RAG) system using the Model Context Protocol (MCP) to connect an LLM to external tools like vector databases and document loaders.

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

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.
Agent Skills

该技能可以让龙虾对任何事实进行多维度核验,从不同学科视角深入分析和研究问题,往往可以给出让人惊艳的输出结果。

Current version: Audit, Generate & Document: DDD, CQRS, Event Sourcing, Clean/Hexagonal Architecture, Design Patterns, PSR, Tests ...

🔴 RedTeam Agent Autonomous AI-Powered Red Team Simulation Agent Install · Quick Start · Architecture · 中文

Most popular OSS agent harnesses (Cline, Roo Code, Continue, OpenCode, Aider) leave on the table because their prompt-caching code is subtly wrong, off-by-default, or just missing for some providers.

A catalogue of — CRUD tables, detail & master-detail pages, kanban, calendar, wizard, charts, billing, RBAC, i18n, and more — that an AI agent into a real back-office.

的 AI Agent 工作台,一定程度上解决Openclaw的长期记忆及安全问题: 1. 对话与证据落盘为本地 JSON; 2. 长期记忆由 memory_module_v2 做结构化蒸馏与混合检索实现11倍tokens压缩; 3. 接入自己微调的Qwen3.5 4b模型配合Langchain的before_agent middleware用于合规内容检测; 4.

humanizer-zh 是一个兼容 Codex、Claude Code 和 OpenClaw 的中文去 AI 味技能。它用于重写、润色或审阅中文博客、评论、产品分析、newsletter、书稿章节等长文本,让文字更像中文母语者写出来的,而不是翻译腔、模型拼接稿或营销通稿。

A curated collection of GitHub Copilot customizations — instructions, prompts, agents, and skills — ready to drop into your project.

Cross-platform UI/UX design reviewer grounded in Apple's Human Interface Guidelines (HIG), adapted as universal design rules for and apps.

A powerful, extensible AI coding agent CLI with multi-provider support, built-in tools, and a rich extension system.

让 Codex 通过 AGENTS.md 与本地 Markdown 记忆文件形成可审计、可维护的长期改进闭环。

A curated collection of practical, DeFi-focused utility skills developed by the . These skills enable AI agents to perform complex on-chain operations, payments, and identity management across...