Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Use this when: am I ready for auto-improvement, is my system ready for the Karpathy Loop, can I run autoresearch on this, evaluate auto-improvement readiness, define the editable surface, define the optimization metric, define the experiment time budget, write a program.md spec, build a program.md, optimization target spec, agent loop readiness, can an agent optimize this, is my pipeline ready for autoresearch, surface metric budget triplet, blocker report for auto-improvement, what's blocking my autoresearch loop, scope an optimization target, can I hand this to an agent loop, is this system loop-ready
Quick start
- Copy the install prompt. Use the green button above this README.
- Send it to your agent. Paste it into your coding agent’s chat and send.
- Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.
Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.
0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1
Content SHA-256: 64b8f4eb31ff21063ce0c32b7455add993d11887b23468a64534e3eaebd01d50
About this listing
- Category
- Science & research
- Reported license
- Not specified
- Listing language (estimated)
- English
- Review status
- Not individually reviewed
- Agent compatibility
- Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.