humanizer-prolisted

Measured, register-aware de-AI rewriter for manuscript prose. This is a BRIDGE to the standalone Better Humanizer project (single source of truth), not a copy of it. Use when a chapter reads synthetic, fails the anti-AI scan, or needs to sit inside the real human distribution for fiction (literary register). Replaces the old rule-based `humanizer`. Generates candidate rewrites, scores each with a hybrid stylometric + LLM-judge scorer against a human reference band (floor AND ceiling, so it never over-corrects into machine-laundered prose), vetoes any that lose meaning, keeps the best, and proves it with a number.
jodyjdc/ultimate-best-seller-studio · ★ 0 · AI & Automation · score 75

Install: claude install-skill jodyjdc/ultimate-best-seller-studio

# humanizer-pro (bridge) This skill does **not** reimplement humanization. It points at the **Better Humanizer** — a measured, self-improving rewriter that is maintained as its own project so it never has to be kept in sync in two places. - **Upstream (single source of truth):** <https://github.com/jodyjdc/better-humanizer> - **In this repo:** the `external/better-humanizer` git submodule (version-pinned). Initialize it once with `git submodule update --init --recursive`. When `install.sh` / `install.ps1` runs, it installs the *full* Better Humanizer on top of this bridge, so in Claude Code `/humanizer-pro` is the complete tool — scorer, corpora, judges, registers, and personas — not this pointer. ## Why it replaced the old `humanizer` The previous `humanizer` skill was a static checklist of ~33 known AI "tells" from Wikipedia's *Signs of AI writing*. Better Humanizer keeps that pattern knowledge and adds the three things a checklist cannot do: 1. **Measurement, not vibes.** `scripts/stylo.py` (standard-library, no deps) rates every rewrite against a real human reference band: sentence-length burstiness, lexical diversity (MTLD), a function-word fingerprint, punctuation rates, tell counts, and document-level discourse structure. 2. **Register awareness.** "Human" is register-specific. Seven calibrated registers ship — for a novel studio the one that matters is **`literary`** (it tolerates ~13× the em dashes of casual prose, expects high burstiness, and