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Fix Chinese Writing — measured AI agent skill | DecimalAI

brycewang-stanford/fix-chinese

SkillScore86Maintained

PROACTIVE SKILL — automatically apply whenever writing, generating, or editing any text that is mainly in Chinese. No user trigger needed. Also use when the user explicitly asks to "fix Chinese", "修改中文", "去翻译腔", "去AI味", "fix Chinese formatting", or "review Chinese text". Eliminates AI-sounding expressions and translation artifacts. Enforces Chinese-English mixed formatting rules (spacing, punctuation, bold formatting).

by brycewang-stanford

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Writing & Editing pack

decimalai skills pull brycewang-stanford-fix-chinese

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/brycewang-stanford-fix-chinese/SKILL.md

Raw file: /s/brycewang-stanford-fix-chinese/SKILL.md ↗ · machine-readable summary at /s/brycewang-stanford-fix-chinese.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 3d ago

Yes — +18% lift-8% tokens0% turns86% of whole cases pass with skill (19/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-02	✗→✓	▲ Improved	-25%	0%
case-07	✗→✓	▲ Improved	59%	0%
case-15	✗→✓	▲ Improved	-41%	0%
case-17	✗→✓	▲ Improved	-1%	0%
case-03	✓→✓	＝ Same ✓	-11%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/2/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

brycewang-stanford / Auto-Empirical-Research-Skills

skills/67-econfin-workflow-toolkit/fix-chinese/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/2/2026Version v1

Skill contents

SKILL.md

Fix Chinese Writing

Review the provided text or file and apply all fixes below. Make edits in-place.

Anti-AI / Anti-Translation Style

Write natural, fluent Chinese as a native speaker would
Remove these phrases on sight: "值得注意的是", "需要强调的是", "总而言之", "综上所述", "这不是科幻"
Reduce overuse of "的" — restructure sentences instead
Replace stiff passive voice with active constructions
Break up long attributive clauses (定语从句) into shorter sentences
Cut empty filler and overly polite expressions
Do not add quotation marks unless necessary

Chinese-English Mixed Formatting

Half-width space between Chinese and English/numbers: Claude Code 是, 第 1 章
Full-width punctuation in Chinese context, half-width in English/code context
Keep proper nouns in English: Claude Code, MCP, Skills, GitHub, Vibe Coding
When bold Chinese text is followed by more text, add a space after the bold: **这里** 和**那里**

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Other measured skills in the registry, with their headline benchmark lift.