Autonomous end-to-end improvement cycle for the Muse repo — find the single highest-value real work, scope it substantially, build it, verify it (maker≠judge), then commit AND push. Use at the start of a dev session, after finishing a slice, or as the SOLE per-iteration entrypoint of an infinite improvement loop. It carries one substantial slice all the way to a pushed commit and NEVER returns "nothing to do".
EnglishUse when 진안 wants to start (register) an autonomous improvement loop on the Muse repo — "루프 돌려줘", "loop 등록", "X를 계속 강화하는 루프", or just a theme to iterate on. Generates a principle-compliant recurring loop prompt from its bundled loop-engineering.md contract AND registers the cron itself, then reports the prompt + cron id + how to stop. The autonomous successor to hand-written ad-hoc loop prompts.
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AGENT SKILLS ATLASIncludes Improve Muse and Loop Creator.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Improve Muse
Autonomous end-to-end improvement cycle for the Muse repo — find the single highest-value real work, scope it substantially, build it, verify it (maker≠judge), then commit AND push. Use at the start of a dev session, after finishing a slice, or as the SOLE per-iteration entrypoint of an infinite improvement loop. It carries one substantial slice all the way to a pushed commit and NEVER returns "nothing to do".
Loop Creator
Use when 진안 wants to start (register) an autonomous improvement loop on the Muse repo — "루프 돌려줘", "loop 등록", "X를 계속 강화하는 루프", or just a theme to iterate on. Generates a principle-compliant recurring loop prompt from its bundled loop-engineering.md contract AND registers the cron itself, then reports the prompt + cron id + how to stop. The autonomous successor to hand-written ad-hoc loop prompts.
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
- Copy the install prompt. Use Copy install prompt above the list.
- Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.
Try it with your agent
After installation, start with a request like:
Use the Improve Muse skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
- A coding agent that can access your project files and install skills.
- Your agent checks each skill’s instructions, dependencies, and permissions during setup.
- Reported license for the skills shown: MIT. The author’s terms apply.