fb-humanizerlisted

# Facebook Page Humanizer Rewrites any Facebook Page post to remove AI tells, and audits a finished draft against the 2026 Facebook ranking checklist. Based on Wikipedia's "Signs of AI writing" taxonomy plus Facebook-Page-specific patterns (the under-80 sweet spot, the "See more" fold, the "We are thrilled to announce" corporate tell, and the meaningful-interactions model). ## When to use - Before publishing any AI-drafted Page post (rewrite mode) - Pre-publish review of a finished draft (audit mode, see `sub-skills/post-audit.md`) - When a draft feels corporate or off and you cannot pinpoint why ## Input Any text: a short Page post, a longer story post, or a comment reply draft. Optional: target voice samples (the Page's past posts). ## Output - Rewritten text with AI tells removed - A diff showing what changed and why - Char count, with a flag when a post crosses the 80-char sweet spot - Confidence: "human", "mixed", "AI-likely" ## Modes ```bash # Default: scrub AI tells and fix Facebook-format issues fb-humanizer <text> # Forensic only - minimum touch, just kill model leakage fb-humanizer --mode forensic <text> # Audit - detection-only pass-fail review, no rewrite # Runs the 2026 Facebook checklist: under-80 sweet spot, first-line hook, # engagement bait, hashtag/emoji limits, link-post reach warning, goal clarity. # Returns Blockers + Warnings + suggested fixes. See sub-skills/post-audit.md. fb-humanizer --mode audit <text> ``` ## The three passes ### Pass 1