Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Generalized rubric-driven optimization loop for improving or achieving a goal through repeated evaluation and refinement. Use when the user says "loopify this", "optimize this", "refine this", "keep improving this", "make this as good as it can get", or wants a rubric, baseline, and iterative loop over a file, document, implementation, artifact set, workflow, subsystem, full codebase, or open-ended goal where both rigor and creative exploration matter. Do NOT use for quick first passes, trivial single-dimension tweaks, or when a domain-specific optimizer already owns the task.
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: 23e21c346fd9fb179d0871d649e3904c0f5f5113212cd2b2329842257d42e38c
About this listing
- Category
- General
- Reported license
- Unlicense
- 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.