Individual skill

de-aigc-skills

中英双语学术降 AIGC + 去水印 / bilingual academic de-AIGC and provenance skill for empirical papers in economics, management and the social sciences (Turnitin AI, GPTZero, 知网 AMLC, 万方, 维普). Six-step loop (intake → audit → claim-evidence check → rewrite → self-score → cold-reader recheck) in three modes (audit-only / edit / author-voiced), 30 English + 28 Chinese patterns revised in 2026-10 against the ten most-starred humanizer skills, a protect-list, per-section edit caps, and hard rules that keep every number, coefficient and citation intact and never invent anchors. Two stdlib scripts - aigc_audit.py (deterministic rule scan; fidelity gate for numbers, citations, negation and verb strength; draft-retention metrics) and provenance_scrub.py (CJK-safe invisible-character, look-alike and whitespace cleaning; docx / figure / PDF / zip metadata incl. C2PA). Claude's statistical watermark is handled by an author ownership pass and always reported as unknown; the skill never claims a text is watermark-free.

skills/48-de-AIGC-skills/SKILL.md

Source commit 8684584e7d1127940f018157d2c579974fae8f79

What was checked

Matches the observed repository HEAD

Yes

Scanner rules are current

Yes

Repository scan complete

No

Skill scan complete

No

Observed behavior

Network or broad shell

Last checked

Nov 10, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.