Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Self-improvement loop for skill-code-review: benchmark vs competitors on the open Greptile/Martian set (real bar = full-50 Cubic F1 0.62) and apply proven optimizations until it sits on the precision-recall frontier (high coverage AND low noise). Reviews run through the PRODUCT runner. This is a client reference; the canonical skill lives under .agents/skills/.
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
Review the source before using this skill
This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.
Automated security scan: Partial
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: 9e91d5f51ae69f4d11a169fdd132db3f05fa66e433800af1c1193525a90d3a8e
About this listing
- Category
- Engineering
- Reported license
- MIT
- 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.