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Get Started Free →微信公众号文章写作 - 文章结构、排版规范、阅读转化优化、封面建议
.claude/skills/dongsheng123132-wechat-article/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 45% | 0% |
| case-18 | ✗→✓ | ▲ Improved | 23% | 0% |
| case-03 | ✓→✓ | ＝ Same ✓ | 34% | 0% |
| case-06 | ✓→✓ | ＝ Same ✓ | 38% | 0% |
| case-07 | ✓→✓ | ＝ Same ✓ | 11% | 0% |
帮助运营者写出高阅读、高转发的微信公众号文章，覆盖从选题到排版的全流程。
【标题】控制在 30 字以内，前 15 字抓眼球
【摘要】出现在分享卡片，控制在 54 字
【引言】1-2 段，建立共鸣或抛出问题
（配图：与主题相关的首图）
【正文】
## 小标题一
内容段落...（每段 3-5 行）
## 小标题二
内容段落...
## 小标题三
内容段落...
【总结】回扣主题，升华观点
【尾部】
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关注我，每周分享 XX 干货帮我写一篇公众号文章，主题是"为什么35岁是程序员的分水岭"，3000字左右文章主题是AI工具推荐，帮我写10个公众号标题这篇文章内容不错但排版太密了，帮我优化成适合微信阅读的格式帮我写一段文章开头，主题是教育焦虑，要能引起家长共鸣| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→fail | 24,352 | 32,080 | +32% | 1 | 1 | 0% | 3,273 | 5,126 | +57% | 0 | 0 | — |
case-02 | fail→pass | 26,571 | 26,684 | +0% | 1 | 1 | 0% | 3,325 | 4,817 | +45% | 0 | 0 | — |
case-03 | pass→pass | 14,972 | 12,797 | -15% | 1 | 1 | 0% | 1,906 | 2,562 | +34% | 0 | 0 | — |
case-04 | fail→fail | 36,108 | 48,218 | +34% | 1 | 1 | 0% | 8,221 | 9,066 | +10% | 0 | 0 | — |
case-05 | fail→fail | 16,015 | 20,643 | +29% | 1 | 1 | 0% | 2,414 | 3,382 | +40% | 0 | 0 | — |
case-06 | pass→pass | 14,164 | 17,462 | +23% | 1 | 1 | 0% | 2,348 | 3,248 | +38% | 0 | 0 | — |
case-07 | pass→pass | 21,342 | 17,038 | -20% | 1 | 1 | 0% | 2,924 | 3,246 | +11% | 0 | 0 | — |
case-08 | fail→fail | 15,448 | 11,261 | -27% | 1 | 1 | 0% | 2,270 | 2,617 | +15% | 0 | 0 | — |
case-09 | pass→pass | 14,161 | 15,106 | +7% | 1 | 1 | 0% | 1,943 | 2,899 | +49% | 0 | 0 | — |
case-10 | pass→pass | 14,118 | 8,370 | -41% | 1 | 1 | 0% | 1,888 | 2,099 | +11% | 0 | 0 | — |
case-11 | pass→pass | 14,318 | 8,589 | -40% | 1 | 1 | 0% | 1,808 | 2,126 | +18% | 0 | 0 | — |
case-12 | pass→pass | 14,103 | 8,230 | -42% | 1 | 1 | 0% | 1,958 | 2,143 | +9% | 0 | 0 | — |
case-13 | pass→pass | 14,877 | 15,107 | +2% | 1 | 1 | 0% | 1,989 | 3,079 | +55% | 0 | 0 | — |
case-14 | pass→pass | 11,899 | 15,084 | +27% | 1 | 1 | 0% | 1,916 | 3,037 | +59% | 0 | 0 | — |
case-15 | pass→pass | 15,504 | 14,305 | -8% | 1 | 1 | 0% | 2,577 | 3,273 | +27% | 0 | 0 | — |
case-16 | pass→pass | 17,955 | 18,807 | +5% | 1 | 1 | 0% | 2,551 | 3,486 | +37% | 0 | 0 | — |
case-17 | fail→fail | 15,718 | 15,571 | -1% | 1 | 1 | 0% | 2,264 | 3,211 | +42% | 0 | 0 | — |
case-18 | fail→pass | 30,345 | 16,046 | -47% | 1 | 1 | 0% | 2,909 | 3,592 | +23% | 0 | 0 | — |
case-19 | pass→pass | 14,349 | 14,709 | +3% | 1 | 1 | 0% | 1,998 | 3,082 | +54% | 0 | 0 | — |
case-20 | pass→pass | 14,305 | 5,871 | -59% | 1 | 1 | 0% | 2,006 | 1,757 | -12% | 0 | 0 | — |
case-21 | pass→pass | 19,650 | 17,639 | -10% | 1 | 1 | 0% | 2,559 | 3,570 | +40% | 0 | 0 | — |
case-22 | fail→fail | 25,934 | 24,252 | -6% | 1 | 1 | 0% | 3,758 | 4,274 | +14% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +9 percentage points is the difference between those two pass rates over the 22 comparable cases.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.