Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Self-Rewarding + GRPO hybrid evaluation system for autonomous quality assessment, optimization, and improvement. Combines Meta Self-Rewarding patterns with Group Relative Policy Optimization (GRPO) for rule-based self-learning without judge AI. Auto-activates when: task completed, quality review needed, performance trends requested, team optimization needed. Triggers: evaluate, self-assess, quality, improve, performance, trend, score, feedback, grpo, optimize, candidates, compare
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: cbfe9b56ac9728735d9dfe47df54e911653cf21744239e482c870aeebdc2ccc8
About this listing
- Category
- General
- 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.