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ablate-ai-layer
coleam00/skillsSkill
Measure whether a repository's AI instructions still earn their place, by running the same real task many times with the layer intact and with it stripped, then grading every rule against what actually changed. Runs both arms itself in throwaway git worktrees and never touches the working tree. Agent-agnostic across CLAUDE.md, AGENTS.md, .claude/, .agents/, .cursor/rules, .clinerules, .windsurfrules and copilot-instructions. Use when the user wants to prune, audit, clean up, shrink or "delete" their CLAUDE.md, AGENTS.md, cursor rules, agent instructions or AI layer; when they ask whether their
Why this score
This repo hosts 10 skills, so its 710 stars are split between them (about 71 each) for scoring.
Popularity score: 69/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 21, 2026 at commit 847be0848ae7, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This oneablate-ai-layer coleam00/skills · Skill | 69 | ★ 710 | ≈154 always | 28d ago |
| data-layer-footguns maxrave-dev/kotlin-footguns · Skill Both about layer and delete | 66 | ★ 1.5k | ≈61 always | 17d ago |
| cross-layer-sync ZeroDeng01/sublinkPro · Skill Both about layer | 72 | ★ 1.7k | ≈50 always | 16d ago |
| ripwire-layers redhat-et/ripwire · Skill Both about layer | 72 | ★ 2.5k | ≈27 always | 16d ago |
| Marrow AI: Control Layer for AI Agents getmarrow/marrow-mcp · MCP server Both about layer | 51 | ★ 7 | not measured | today |
| business-layer-extensions ardanlabs/service · Skill Both about layer | 74 | ★ 4.1k | ≈65 always | 1mo ago |