Orchestra-Research/AI-Research-SKILLs ? reverse-engineered prompt

Build me an open source library of AI research skills that I can install into coding agents like Claude Code, Cursor, Codex, and Gemini so they become much better at doing real AI research. I want it to cover the full flow from literature review and idea generation, through data prep, model training, fine tuning, evaluation, inference, safety, and writing up a paper. There should be one main autoresearch skill that can orchestrate the whole process and route into more specialized skill packs when needed.

Make the experience simple for a normal user. Give me an interactive installer, a welcome guide the agent can read and follow on its own, and commands to list, update, and uninstall skills. Organize the skills by clear categories, include practical examples and troubleshooting, and add a few demos so people can see the workflow in action. Keep it easy to browse, well documented, and ready for community contributions. If you need details, look up current docs online and fill in the gaps.