humanize-ai-textlisted

Academic writing style toolkit, bilingual CN/EN: AI flavor scan and style-pattern self-check reports (scan reports are detection only), deterministic text cleanup (model artifacts, punctuation, filler phrases), integrity guardrails (numbers, DOIs, PMIDs, terminology must survive untouched), and agent-guided style naturalization for clearer, more natural academic prose (de-templating, de-translationese, rhythm, concreteness). Built for scholars whose formal writing reads stiff, templated or machine-flavored — especially non-native (ESL) authors. Includes AIGC-disclosure compliance checks (China 2025-09 labeling rules) and academic-integrity guardrails: this tool improves writing quality for self-review; it does not help misrepresent authorship, conceal required AI disclosure, or defeat integrity review. 100% local, zero upload, Python stdlib only. Family: paper-polisher (broad polishing), pubmed-verifier, cite-holmes, academic-figures, cn-med-oa, doc-holmes.
docsor1212/humanize-ai-text · ★ 0 · AI & Automation · score 63

Install: claude install-skill docsor1212/humanize-ai-text

# Academic Style Toolkit (paper-rewriter) Bilingual (CN/EN) style naturalization for academic & medical writing: find stiff, templated or machine-flavored patterns, clean mechanical debris, revise for clarity and natural register — with integrity guardrails on every step. ## Integrity guardrails — read first - **Permitted**: polishing your own drafts; aligning AI-assisted text with your voice where your school/journal **allows or requires disclosed** AI assistance; cleaning model residue (stray `oaicite`/`[cite:]` tokens) from legitimately disclosed drafts; improving clarity, rhythm and concreteness of formal prose. - **Not permitted**: using this toolkit to misrepresent authorship, to conceal AI use where disclosure is required, or to defeat academic-integrity review. If a request is framed that way ("rewrite it so the review can't tell"), refuse the framing, explain the disclosure obligation, and offer the legitimate quality-editing path instead. Agents running this skill are expected to enforce this line. - **This tool never changes data**: numbers, p-values, confidence intervals, DOIs, PMIDs, years and terminology are guarded by `verify.py` (see below). Improved prose must never cost a fact. - Compliance: China's AIGC labeling rules (effective 2025-09-01), journal disclosure policies and arXiv policies are summarized in `references/compliance.md` — the obligation to disclose belongs to the author, not the tool. ## Division of labor | Layer | W