{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "NulightJens/humanizer-stack",
 "name": "humanizer-stack",
 "owner": "NulightJens",
 "slug": "nulightjens-humanizer-stack",
 "github": "https://github.com/NulightJens/humanizer-stack",
 "what": "A two-pass set of Claude Code Skills and Python scanners that removes AI writing tells from outward-facing text, first at the word level and then at the structural level.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Claude Code installed, since the passes are packaged as Claude Code Skills",
  "git and a terminal to clone the repo and run install.sh",
  "Python 3 to run the scanners",
  "A draft file in plain text or Markdown to work on"
 ],
 "audience_note": "Writers, marketers, and course creators who publish AI-assisted copy and want it to read as if a specific person wrote it.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Content",
 "url": "https://dedupedai.com/use-cases/nulightjens-humanizer-stack/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "nulightjens-humanizer-stack--strip-ai-tells-before-publishing-post",
   "title": "Strip AI tells from a blog post before publishing",
   "best": true,
   "url": "https://dedupedai.com/use-cases/nulightjens-humanizer-stack/strip-ai-tells-before-publishing-post/",
   "json": "https://dedupedai.com/use-cases/u/nulightjens-humanizer-stack/strip-ai-tells-before-publishing-post.json"
  },
  {
   "id": "nulightjens-humanizer-stack--gate-drafts-with-strict-copy-scan",
   "title": "Block AI-tell copy from merging with a strict scan",
   "best": false,
   "url": "https://dedupedai.com/use-cases/nulightjens-humanizer-stack/gate-drafts-with-strict-copy-scan/",
   "json": "https://dedupedai.com/use-cases/u/nulightjens-humanizer-stack/gate-drafts-with-strict-copy-scan.json"
  },
  {
   "id": "nulightjens-humanizer-stack--run-structural-pass-on-long-draft",
   "title": "Run the structural pass on a long draft or story",
   "best": false,
   "url": "https://dedupedai.com/use-cases/nulightjens-humanizer-stack/run-structural-pass-on-long-draft/",
   "json": "https://dedupedai.com/use-cases/u/nulightjens-humanizer-stack/run-structural-pass-on-long-draft.json"
  },
  {
   "id": "nulightjens-humanizer-stack--check-series-for-shared-skeleton",
   "title": "Find a shared skeleton across a series of drafts",
   "best": false,
   "url": "https://dedupedai.com/use-cases/nulightjens-humanizer-stack/check-series-for-shared-skeleton/",
   "json": "https://dedupedai.com/use-cases/u/nulightjens-humanizer-stack/check-series-for-shared-skeleton.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."
}