From nickcrew-claude-ctx-plugin
Refines code, documentation, or designs through iterative cycles of evaluation (correctness, clarity, efficiency, style, safety) and targeted improvements until production-grade quality. Use for polishing drafts.
npx claudepluginhub nickcrew/claude-cortexThis skill uses the workspace's default tool permissions.
Iterative refinement workflow that takes existing code, documentation, or designs and polishes them through rigorous cycles of evaluation and improvement until they meet production-grade quality standards.
Scores own output 0-10 across 5 task-appropriate dimensions before emitting; fixes and rescoring regressions below functional (5-6) band for complex code, docs, or designs.
Iteratively refines code drafts through review-fix cycles until meeting review targets or DoD checklists. Git-safe with resumable disk state.
Runs autonomous loops to improve a target: scores against rubric, selects highest-leverage axis, attacks it, verifies changes, documents, and repeats until plateau or all axes >=8.0. Requires rubric file.
Share bugs, ideas, or general feedback.
Iterative refinement workflow that takes existing code, documentation, or designs and polishes them through rigorous cycles of evaluation and improvement until they meet production-grade quality standards.
| Task | Load reference |
|---|---|
| Evaluation criteria and quality rubrics | skills/evaluator-optimizer/references/evaluation-criteria.md |
For any given artifact (code, text, design):
process_data is O(n^2) but could be O(n)."## Iteration [N] Evaluation
| Criterion | Score (1-10) | Notes |
|-----------|-------------|-------|
| Correctness | | |
| Clarity | | |
| Efficiency | | |
| Style | | |
| Safety | | |
| **Total** | **/50** | **[x100/50]** |
### Issues Found
1. [Specific issue with location]
2. [Specific issue with location]
### Refinements Applied
- [Change 1 and rationale]
- [Change 2 and rationale]
Input: "Refine this Python script."
Iteration 1 Evaluation:
a and b are unclearRefinements applied:
a to users, b to active_idsIteration 2 Evaluation:
Result: Present the refined script.