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![MCP-for-beginners](./images/mcp-beginners.png) [![GitHub contributors](https://img.shields.io/github/contributors/microsoft/mcp-for-beginners.svg)](https://Gi…

goose

an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM

FDE Lessons API

Pay-per-query API serving 22 field-tested Forward Deployed Engineering rules. Two free forever as a preview; the full set is gated behind Stripe's Machine…

ApiCrate API

A hosted API /MCP platform providing developer-friendly JSON endpoints for user-agent parsing, postal code search with spatial queries, country/subdivision…

AppContext MCP

AppContext gives your AI coding agent instant visual insight into what you're developing, so it can fix issues, refine UI, and accelerate your development…

AppHandoff MCP Server

One shared context layer for AI agents and humans — live API specs, DB schemas, and versioned contracts across repos so every agent and teammate works from the…

Multi-LLM-MCP

An MCP server that lets any IDE agent delegate coding tasks to any LLM: cloud APIs or local models, through a single unified interface.

ashlr-stack

Open-source AI coding stack — bundled MCP servers, agent runtime, and developer tooling for shipping AI-native dev tools.

ashlr-workbench

Local agent workbench bundling OpenHands, Goose, Aider, and ashlrcode against one local LLM, with ashlr-plugin MCP servers pre-wired.