Best AI GitHub Repos

# math-olympiad Competition math solver with adversarial verification. ## The problem Self-verification gets fooled. A verifier that sees the reasoning is biased toward agreement. arXiv:2503.21934 ("Proof or Bluff") showed 85.7% self-verified IMO success drops to <5% under human grading. ## The approach - **Context-isolated verification**: verifier sees only the clean proof, never the reasoning trace - **Pattern-armed adversarial checks**: not "is this correct?" but "does this accidenta

Matt Pocock's agent skills for real engineering — grilling, spec/ticket flows, TDD, code review, domain modelling and more. Plug-and-play, not vibe coding.

Model Context Protocol Servers

Skills for creating MCP Apps with the MCP Apps SDK

Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.

Playwright Model Context Protocol Server - Tool to automate Browsers and APIs in Claude Desktop, Cline, Cursor IDE and More 🔌

# mcp-server-dev Skills for designing and building MCP servers that work seamlessly with Claude. ## What's inside Three skills that compose into a full build path: | Skill | Purpose | |---|---| | **`build-mcp-server`** | Entry point. Interrogates the use case, picks deployment model (remote HTTP / MCPB / local stdio), picks tool-design pattern, routes to a specialized skill. | | **`build-mcp-app`** | Adds interactive UI widgets (forms, pickers, confirm dialogs) rendered inline in chat. Works

An official Qdrant Model Context Protocol (MCP) server implementation

# mcp-tunnels Connect Claude to an MCP server running inside your private network through an Anthropic [**MCP tunnel**](https://platform.claude.com/docs/en/agents-and-tools/mcp-tunnels/overview) — no inbound ports, no public exposure, no IP allowlisting on your origin. Traffic flows over an outbound-only connection. > **Research preview.** MCP tunnels is provided "as-is" with no uptime or > support commitment and depends on a third-party transport provider > (Cloudflare). Review the > [securit

The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.

The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.

Mercado Pago full-product integration toolkit. One agent routes to four orchestration skills (mp-integrate wizard, mp-webhooks, mp-test-setup, mp-review) that pull every endpoint, payload, and snippet live from the official Mercado Pago MCP server. The MCP must always be connected — there is no offline mode.

Mergify Community Issue Tracker

🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming

Access official Microsoft documentation, API references, and code samples for Azure, .NET, Windows, and more.

Plan a migration from Google Cloud Platform (and OpenAI/Gemini AI workloads) to AWS. Analyzes your Infrastructure-as-Code files, app code, and GCP billing data to discover resources, design an AWS architecture, estimate costs, and generate migration artifacts — including AI-provider mapping to Amazon Bedrock. Processing is local; your data stays in your environment.

Transforms complex documents like PDFs and Office docs into LLM-ready markdown/JSON for your Agentic workflows.

Build beautiful documentation sites with Mintlify. Convert non-markdown files into properly formatted MDX pages, add and modify content with correct component use, and automate documentation updates.

Secure access to Miro boards. Enables AI to read board context, create diagrams, and generate code with enterprise-grade security.

12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

MLE-bench is a benchmark for measuring how well AI agents perform at machine learning engineering

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

Specification and documentation for the Model Context Protocol

The OpenAI Model Spec