AI Output Authenticity Suite
A three-step pack for trustworthy AI-assisted writing: strip the tells that make a draft sound machine-generated, attach an honest and compliant AI-use disclosure, and run an adversarial peer-review pass that hunts your weakest claims and missing limitations before a human ever sees it.
Works with every agent that reads SKILL.md — Claude Code, Cursor, Codex CLI, Gemini CLI, GitHub Copilot, Windsurf, OpenClaw, and more.
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What's included
3 skills
An adversarial editing gate that scans any AI-assisted draft and flags the exact tells that make it sound machine-written — filler phrases, formulaic structure, robotic cadence, punctuation tics — returning a structured PASS/REVISE/FAIL verdict with specific fixes.
An adversarial self-review gate that hunts your agent's weakest claim, overclaims, and missing limitations before a human sees the output.
An adversarial gate to verify AI-use disclosures and draft compliant provenance statements for any venue.
See it in action
You say
Run the humanizer gate on this draft:
"Leveraging cutting-edge solutions, our platform empowers businesses to seamlessly unlock unprecedented value. It is important to note that, in today's fast-paced landscape, synergy plays a crucial role. Moreover, stakeholders can effortlessly drive results. In conclusion, the possibilities are truly endless."
Your agent does
VERDICT: FAIL SCORE: 14 TELLS FOUND:
- [filler-phrase] "It is important to note that" -> throat-clearing that adds no meaning -> delete and state the point directly
- [filler-phrase] "in today's fast-paced landscape" -> generic stock opener -> replace with a concrete, specific situation
- [substance] "leveraging ... unlock unprecedented value ... synergy" -> buzzwords with zero verifiable content -> name the actual product, the actual benefit, and who gets it
- [tone-and-cadence] "seamlessly ... effortlessly ... truly endless" -> relentless adverb-driven hype -> cut the adverbs and show one real result
- [formulaic-structure] "In conclusion, the possibilities are truly endless" -> rote template ending -> close on one specific takeaway
- [punctuation-and-tic] "Moreover," opening a sentence -> default model transition -> vary or remove TOP THREE FIXES:
- Replace every abstract noun with a concrete example, name, or number
- Cut all three filler openers and lead with the real claim
- Remove the hype adverbs and the template conclusion ONE-LINE SUMMARY: Rewrite around one specific, verifiable result before this ships.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.