Individual skill
academic-humanizer
Use when researchers ask to remove generic, templated, or AI-like patterns from Chinese or English academic prose, make an AI-assisted draft sound more like the author's own scholarly voice, or audit a paper for “AI味”. Preserve every scientific claim, number, equation, citation, limitation, and uncertainty. Not for detector evasion or ordinary translation and grammar-only editing.
skills/academic-humanizer/SKILL.md
Source commit 9457733ecf6dbef4cad8debf2e58cc3bbd378e79
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 11, 2026
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Repository context
- Repository stars (not skill ratings)
- 157
- Repository last updated
- Oct 21, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- academic-writing Repository topic
- agent-skills Repository topic
- ai-research Repository topic
- claude-code Repository topic
- codex Repository topic
- manuscript-writing Repository topic
- openclaw Repository topic
- prompt-engineering Repository topic
- research-writing Repository topic
- sci Repository topic
- research Derived category
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Browse files
SKILL.mdcore · 6,829 bytesSKILL.mdcore · 6,829 bytesSKILL.mdcore · 6,829 bytesSKILL.mdcore · 6,829 bytesTHIRD_PARTY_NOTICES.mddoc · 1,360 bytesagents/openai.yamlasset · 318 bytesreferences/output-contract.mddoc · 1,968 bytesreferences/pattern-catalog.mddoc · 7,276 bytesreferences/preservation-and-evidence.mddoc · 3,541 bytesreferences/voice-calibration.mddoc · 2,454 bytesscripts/check_invariants.pyruns · 4,371 bytes
Read excerpt
# Academic Humanizer
Remove the template voice, not the scholarship. Make academic prose more specific, natural, and recognizably the author's while preserving the research exactly.
This Skill improves writing quality. It does not certify that text is human-written, optimize for an AI detector, or remove an author's obligation to disclose AI assistance under the relevant journal, institution, or funder policy.
## Load only what is needed
- Always read `references/preservation-and-evidence.md`, `references/pattern-catalog.md`, and `references/output-contract.md`.
- Read `references/voice-calibration.md` only when the author provides writing samples or explicitly asks to match their voice.
- When source and revision are available as local text, use `scripts/check_invariants.py` as a deterministic first check. A passing result never replaces the semantic audit.
## Use this Skill when
