Real Skill packageSource verifiedClawHub registry

Humanize AI Text (论文降AI率 · 去AI味)

学术写作风格工具箱（中英双语，academic writing style toolkit）：论文降AI率、去AI味的风格自查与自然化改写工具（style naturalization & style-pattern scan）。 写作风格特征自查报告、确定性文本清理（各家模型残留、标点、填充短语）、完整性 守卫（数字/DOI/PMID/术语必须原样保留）、以及由 agent 执行的风格自然化深改 （去模板化、去翻译腔、节奏、具体性），让正式文体更清晰自然——特别适合行文 生硬、模板腔重的作者与非母语（ESL）学者。内置 AIGC 使用披露合规检查（中国 2025-09 标识办法）与学术诚信护栏：本工具只做写作质量 自查与改进，不用于误代署名、隐瞒应披露的 AI 使用或对抗学术诚信审查。100% 本地 运行，零上传，仅 Python 标准库。家族：paper-polisher-pro（综合润色）、pubmed-verifier、 cite-holmes、academic-figures、cn-med-oa、doc-holmes。

Identity and source

Publisher attributionzhaoxinghua09-cellregistry owner unverified by skillvetai
Functional categorySearch, Research & Knowledgeautomatically inferred · 58% rule confidence
Package forminstruction with code22 recorded files
Canonical sourceClawHub registryclawhub:zhaoxinghua09-cell:humanize-ai-text
Open canonical source ↗

Platform declarations

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OpenClawnative officialProvenance: registry distribution

Independent structural checks

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Claude Codepasses structure
Checker 0.1.0 · agent-skills-2026-08-13+claude-code-docs-2026-08-13 · 9/29/2026.claude/skills/humanize-ai-text

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenAI Codexpasses with warnings
Checker 0.1.0 · agent-skills-2026-08-13+codex-docs-2026-08-13 · 9/29/2026.agents/skills/humanize-ai-text
1 structural issue
  • warning: Codex portability follows Agent Skills, where allowed-tools is a space-separated string. SKILL.md

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenClawpasses with warnings
Checker 0.1.0 · agent-skills-2026-08-13+openclaw-docs-2026-08-13 · 9/29/2026skills/humanize-ai-text
1 structural issue
  • warning: OpenClaw portability follows Agent Skills, where allowed-tools is a space-separated string. SKILL.md

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

Installation and inspection

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clawhub install @zhaoxinghua09-cell/humanize-ai-text
clawhub inspect @zhaoxinghua09-cell/humanize-ai-text --version 1.0.0

Security evidence

SkillVetAI static result: no findings detected

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Status
completed
Coverage
full text content
Files
22 / 22 inspected as text
Checked
9/29/2026, 5:42:26 AM
Scanner
0.1.3
Policy
1.0.3
3 inferred permission indicators
  • network access — automatically inferred
  • filesystem read — automatically inferred
  • filesystem write — automatically inferred
1 dependency and API indicators
  • api: clawhub.ai
External clawhub result: clean

This is registry-supplied evidence for the recorded release, not an independent SkillVetAI scan. Check the canonical source for the full report, scanner versions, scope, and current moderation state.

Evidence checked
9/29/2026, 5:09:26 AM
Release binding
Matches this record
  • skillspector: suspicious
  • llm: clean

Recorded files

The catalog stores hashes and an inventory summary for change detection. It does not republish the package contents.

Package content hashsha256:36fea9242a7b0a42957e0b3f414c1c4fdf2284539b2f807365f4501d6df9645d
Show up to 22 recorded paths
  • LICENSE
  • references/api.md
  • references/compliance.md
  • references/errors.md
  • references/examples.md
  • references/faq.md
  • references/pitfalls.md
  • references/style_guide_en.md
  • references/style_guide_zh.md
  • scripts/_sections_block.py
  • scripts/compare.py
  • scripts/detect.py
  • scripts/extract_terms.py
  • scripts/hxt_core.py
  • scripts/patterns_en.json
  • scripts/patterns_zh.json
  • scripts/pipeline.py
  • scripts/reporter.py
  • scripts/transform.py
  • scripts/verify.py
  • skill-card.md
  • SKILL.md

Source changelog

Initial release: academic writing style naturalization toolkit with integrity guards (DOI/PMID/number verification), bilingual style guides, AIGC disclosure compliance.