tt-humanizer SKILL.md skillB

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

tt-humanizer from sergebulaev/tiktok-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add sergebulaev/tiktok-skills/tt-humanizer@git:20260909.ceb61a4

Pins git:20260909.ceb61a4 in mdr.lock. Pin the fingerprint instead.

Audit grade
B, 16 of 17 checks passed
Kind
SKILL.md skill
Repository
sergebulaev/tiktok-skills
Path
skills/tt-humanizer/SKILL.md
Versions recorded
6
Latest version
git:20260909.ceb61a4, committed Sep 9, 2026
First version recorded
Jul 2, 2026
Size
16,891 bytes
Repository stars
83
License
MIT

Remove the AI-script tells viewers hear in a TikTok spoken script and caption: 2026 vocabulary by density, reveal bridges, staccato stacks, stacked triads, performed sincerity, written-not-spoken phrasing, "hey guys" filler; caps em dashes. Includes --mode audit pre-film check (hook, completion design, caption fit) and --mode profile. Not for beating AI detectors (no edit reliably does). Not for writing from scratch (use tt-hook-scripter). Keywords: humanize script, de-AI, audit before filming.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# TikTok Humanizer V3

Rewrites a spoken script (and caption) to remove the AI tells that viewers
hear, 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, the 2025-2026 stylometry
literature, our own short-form corpora (X, Threads, Instagram captions), and
TikTok-specific spoken patterns (the muted-first hook, the no-intro open,
completion-rate structure). **V3 (2026-09):** recalibrated on 2026 evidence.
Vocabulary is scored by density, em dashes are capped instead of banned,
forced rhythm is now a tell instead of a fix, and there is an over-correction
guard.

**What this skill does not do:** it does not make text "pass" GPTZero,
Pangram, Turnitin or Originality. Those are trained classifiers keyed on the
instruction-tuning style signature; prompt-style "sound like a real person"
rewrites are caught 92-95% of the time, and light mechanical rewriting raises
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add sergebulaev/tiktok-skills/tt-humanizer@sha256:e17541588587058e

The line at the top of this page pins the label git:20260909.ceb61a4, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_tnj3hanom4kf5c24.svg)](https://markdownregistry.com/a/art_tnj3hanom4kf5c24)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Jul 2, 2026 and Sep 9, 2026, about one every 14 days.

versioncommittedcommitsizeaudit
git:20260909.ceb61a4 latest2026-09-09 ceb61a4 16,891 BB view · diff
git:20260905.48b82612026-09-05 48b8261 16,889 BB view · diff
git:20260730.d84853d2026-07-30 d84853d 6,903 BB view · diff
git:20260705.882efbe2026-07-05 882efbe 6,444 BB view · diff
git:20260705.7342fed2026-07-05 7342fed 6,322 BB view · diff
git:20260702.f02853f2026-07-02 f02853f 5,500 BB view

Audit of the latest version

B  16 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: No script tag (matched: <script)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (16891 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

sergebulaev/tiktok-skills · 83 stars · license MIT · pushed 2026-10-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_tnj3hanom4kf5c24
GET https://markdownregistry.com/api/v1/resolve?ref=sergebulaev/tiktok-skills/tt-humanizer
GET https://markdownregistry.com/api/v1/blob/e17541588587058e26bb6700384561145c271b00b2f6321ee414305b02f52697

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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AGENTS.md AGENTS.md file
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CLAUDE.md CLAUDE.md file
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Every file in sergebulaev/tiktok-skills

Other files named tt-humanizer

tt-humanizer SKILL.md skill
sergebulaev/tiktok-skills · .codex-marketplace/tiktok-skills/skills/tt-humanizer/SKILL.md · Remove the AI-script tells viewers hear in a TikTok spoken script and caption: 2026 vocabulary by density, reveal…
git:20260909.ceb61a4 · audit B · 83 stars

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