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lint-drift
Scan codebase for pattern drift and generate targeted cleanup PRs. Entropy control for agent-generated code.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
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Scan codebase for pattern drift and generate targeted cleanup PRs. Entropy control for agent-generated code.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | lint-drift |
| description | Scan codebase for pattern drift and generate targeted cleanup PRs. Entropy control for agent-generated code. |
| context | fork |
Inspired by OpenAI's "garbage collection" pattern: as agents replicate code, patterns drift. This skill scans for deviations from golden principles and generates targeted refactoring PRs.
/lint-drift # full scan
/lint-drift src/service/ # scan specific directory
/lint-drift --auto-fix # scan + generate fix PRs
.claude/skills/code-gen/SKILL.md for golden principles.claude/state/learned-rules.md for project-specific rulesspecs/reviews/drift-report.md:
--auto-fix: generate targeted commits for CLEANUP itemsAutonomous build loop with Karpathy ratcheting, GAN evaluator, and session chaining. Iterates story groups until all features pass or stopping criteria met.
Socratic interview to create a Business Requirements Document. First step in the SDLC pipeline.
Generate system architecture, machine-readable schemas, and UI mockups. Spawns planner + ui-designer concurrently.
Evaluation patterns — sprint contract format, three-layer verification, scoring rubric references.
Standard GitHub issue workflow. Branch, reproduce, fix, test, PR.
Generate production code and tests for a story group using agent teams for parallel execution.