Regression testing for AI agents. Snapshot behavior,diff tool calls,catch regressions in CI. Works with LangGraph, CrewAI, OpenAI, Anthropic.

USPTO patent creation system with MCP server + Claude Code plugin. Hybrid RAG search over MPEP/USC/CFR, BigQuery access to 76M+ patents, automated 35 USC 112 compliance checks, prior art search, diagram generation. GPU-accelerated with skills and autonomous agents.

Multi-agent system for generating Meta/Instagram ad creatives using Claude SDK and Nano Banana MCP

MCP server plugin for x64dbg debugger - enables AI agents and external tools to control debugging via JSON-RPC 2.0 over HTTP/SSE;Develop with cursor/windsurf

LiveMCPBench is a benchmark for evaluating the ability of agents to navigate and utilize a large-scale MCP toolset. It provides a comprehensive set of tasks that challenge agents to effectively use various tools in daily scenarios.

TypeScript SDK for MCP server observability, built on OpenTelemetry. Gain insight into agent usage patterns, contextualize tool calls, and analyze server performance across platforms. Integrate with any OpenTelemetry ingest service including the Shinzo platform.

Shared roadmap for humans and AI Agents. Visual kanban and graph for you, Skills and MCP server for Agents. Support Claude Code, Codex, Cursor, OpenCode and more!

Native Word Track Changes for AI agents. An MCP server and Python SDK that translates LLM edits into safe DOCX redlines without breaking formatting.

This repository contains hands-on projects, code examples, and deployment workflows. Explore multi-agent systems, LangChain, LangGraph, AutoGen, CrewAI, RAG, MCP, automation with n8n, and scalable agent deployment using Docker, AWS, and BentoML.

The OpenAPI-MCP proxy translates OpenAPI specs into MCP tools, enabling AI agents to access external APIs without custom wrappers!

A Model Context Protocol implementation for Appwrite with a compact surface exposing two tools while dynamically querying the full Appwrite catalog at runtime.

Feature-rich Slack MCP server enabling channel operations, messaging, threads, reactions, and user profiles with dual transports and modern validation.

An MCP server for fetching URLs / Youtube video transcript.

Self-hosted macOS tool to manage App Store metadata, TestFlight, and translations with AI-powered localization, all offline with encrypted local data.

The command center for Hermes Agent — chat, steer, browse files, manage skills, and monitor everything from a single glassmorphic HTML app.

Shared memory MCP server — persistent, searchable, cross-client Claude, Opencode

Open source prompt injection protection for Agents calling tools (via MCP, CLI or direct function calling). Detect and defend against prompt injection attacks. 22MB, CPU-only, < 10ms latency.

MCP server + TypeScript SDK for 40+ U.S. government data APIs — 250+ tools. Treasury, FRED, Congress, FDA, CDC, FEC, lobbying, and many more. Works with VS Code Copilot, Claude Desktop, Cursor.

一个基于多智能体协作的 AI 助手，支持命令行和Web界面，提供团队模式、自定义会议模式和多智能体讨论模式（圆桌会议模式）三种工作方式，通过多个专业智能体协同工作来完成复杂的编程和系统任务。

lets learn mcp javascript

MCPcat is an analytics platform for MCP server owners 🐱.

awsome kali MCPServers is a set of MCP servers tailored for Kali Linux

Streamlined Canvas LMS integration with student, instructor, and account management capabilities, offering streamable transport, multi-account support, and robust reporting.

Nia is a context-augmentation layer for agents, primarily designed for coding agents. It provides them with an up-to-date knowledge base and improves their performance by 27%.