{
 "schema_version": 1,
 "generated": "2026-10-26",
 "repo": "MegaTroll222/edit-drift",
 "name": "edit-drift",
 "owner": "MegaTroll222",
 "slug": "megatroll222-edit-drift",
 "github": "https://github.com/MegaTroll222/edit-drift",
 "what": "Edit Drift is a chained-edit benchmark and scorer that measures how much image models alter the untouched parts of a photo across 40 consecutive edits, with a CLI and a Claude Code plugin.",
 "why": "14 stars, launched 19 days ago, picked up by one AI source we track",
 "language": "Python",
 "requirements": [
  "Python with pip",
  "Outputs from the image models you want to compare"
 ],
 "audience_note": "ML engineers and teams choosing an image editing model who care about fidelity in untouched regions.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Data and analytics",
 "url": "https://dedupedai.com/use-cases/megatroll222-edit-drift/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "megatroll222-edit-drift--score-image-model-edit-fidelity",
   "title": "Score how much an image model changes what it shouldn't",
   "best": true,
   "url": "https://dedupedai.com/use-cases/megatroll222-edit-drift/score-image-model-edit-fidelity/",
   "json": "https://dedupedai.com/use-cases/u/megatroll222-edit-drift/score-image-model-edit-fidelity.json"
  },
  {
   "id": "megatroll222-edit-drift--compare-models-side-by-side",
   "title": "Compare image models with a leaderboard and video",
   "best": false,
   "url": "https://dedupedai.com/use-cases/megatroll222-edit-drift/compare-models-side-by-side/",
   "json": "https://dedupedai.com/use-cases/u/megatroll222-edit-drift/compare-models-side-by-side.json"
  },
  {
   "id": "megatroll222-edit-drift--run-edit-drift-from-claude-code",
   "title": "Run the benchmark from Claude Code",
   "best": false,
   "url": "https://dedupedai.com/use-cases/megatroll222-edit-drift/run-edit-drift-from-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/megatroll222-edit-drift/run-edit-drift-from-claude-code.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}