Authenticity Check — AI skill for Claude Code
Pure-prompt skill that scores how authentically text reads as a real human author's work and flags AI-generated, AI-templated, or derivative spans.
How to install Authenticity Check
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open hannsxpeter/authenticity-check and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What Authenticity Check does
Pure-prompt skill that scores how authentically text reads as a real human author's work and flags AI-generated, AI-templated, or derivative spans. Diagnostic, read-only counterpart to humanizer; never rewrites. Works with Claude Code, Cursor, Codex, Antigravity, Gemini, Pi Coder, OpenCode, Copilot, Windsurf, Cline, Continue, Zed, and Aider.
Alternatives in AI
- Humanizer — A Claude Code skill that removes signs of AI-generated writing from text, making it sound more natural and hum 11.3k ★
- Humanizer-zh: 去除 AI 写作痕迹 — 你是一位文字编辑,专门识别和去除 AI 生成文本的痕迹,使文字听起来更自然、更有人味 5k ★
- Sentrux — Real-time architectural sensor that helps AI agents close the feedback loop, enabling recursive self-improveme 2.9k ★
README
authenticity-check
      
A standalone, pure-prompt skill that scores how authentically a piece of text reads as the work of a real human author, and flags the specific spans that read as AI-generated, AI-templated, or generically derivative. It also scans supplied text for suspicious Unicode provenance carriers and reports them in a separate evidence channel. It is just instructions: `SKILL.md` plus a few reference files. No scripts, no dependencies, no network access. Its tools are read-only by design.
It is the evaluative counterpart to the `humanizer` skill. This one diagnoses. It does not rewrite.
Where this comes from
This skill is the diagnostic half of a pair. Its detection criteria descend from the voice-preservation logic that powers [Scriveno](https://github.com/hannsxpeter/scriveno) (formerly Scriven), an AI-native longform writing, publishing, and translation pipeline whose core promise is that drafted prose should sound like the writer, not like AI. [`humanizer`](https://github.com/hannsxpeter/humanizer) lifted the de-slop, restraint, and voice-matching layer of that pipeline into a standalone rewrite skill. `authenticity-check` is the read-only counterpart: it applies the same catalog and the same restraint to *diagnose* rather than transform, and it vendors humanizer's criteria so the two agree on what a tell is. If you want the rewrite, use humanizer. If you want the whole writing pipeline, see Scriveno (npm package: `scriveno-cli`).
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