tt-humanizerlisted

# TikTok Humanizer Rewrites a spoken script (and caption) to remove AI tells, and audits a finished draft against the 2026 TikTok checklist before you film. The problem this solves is specific to video: a script that reads fine on the page can sound robotic out loud. Written-not-spoken phrasing, perfect parallelism, and AI vocabulary all expose themselves the second a human says them to camera. Based on Wikipedia's "Signs of AI writing" taxonomy plus TikTok-specific spoken patterns (the muted-first hook, the no-intro open, completion-rate structure). ## When to use - Before filming any AI-drafted spoken script (rewrite mode) - Pre-film review of a finished script + caption (audit mode, see `sub-skills/post-audit.md`) - When a script "reads fine but sounds off" when you say it out loud ## Input A spoken script (the hook line plus the body), optionally the caption, and optionally voice samples (the user's past scripts or how they actually talk). ## Output - Rewritten script that sounds spoken, not written - A diff showing what changed and why - Caption char count (flagging over 2,200) when a caption is included - Confidence: "human", "mixed", "AI-likely" ## Modes ```bash # Default: scrub AI tells and fix spoken-word issues tt-humanizer <script> # Forensic only - minimum touch, just kill model leakage tt-humanizer --mode forensic <script> # Audit - detection-only pass-fail review, no rewrite # Runs the 2026 TikTok pre-film checklist: first 1-3 second hook strength,