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Huashu Topic Gen · alchaincyf | DecimalAI

marketingby alchaincyf

Huashu Topic Gen

alchaincyf/huashu-topic-gen

Source alchaincyf/huashu-skills ↗License Not recorded

快速生成3-4个选题方向，含标题、大纲和优劣分析。当用户提到"选题"、"写什么"、"文章方向"、"题目建议"时使用。

SkillScore83Maintained

Automatic

Marketing & Content pack

Last verified 9/29/2026

What it changes

Passed 20 of 24 test cases with the skill, and 4 of 24 without it.

Without skill17%

With skill83%

Checks it passed that the model alone missed

The proposed title starts with '为什么'.
The proposed title includes the phrase '我用'.
The response uses at most 3 stars for workload ratings.

and 13 more in the full report

16 fixed4 passed either way4 still failing0 broke

Pass-rate lift: +67 pp
Tokens: +40%
Agent turns: 0%
Response time: +20%

Model gemini-3.6-flashMeasured 9/29/2026v120 of 24 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/alchaincyf-huashu-topic-gen/SKILL.md https://app.decimal.ai/s/alchaincyf-huashu-topic-gen/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add alchaincyf-huashu-topic-gen, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/alchaincyf-huashu-topic-gen/ and pins it in .decimal/skills.lock

decimalai skills add alchaincyf-huashu-topic-gen

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/alchaincyf-huashu-topic-gen/SKILL.md https://app.decimal.ai/s/alchaincyf-huashu-topic-gen/SKILL.md

Raw file: /s/alchaincyf-huashu-topic-gen/SKILL.md ↗ · machine-readable summary at /s/alchaincyf-huashu-topic-gen.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 16 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 16

Prompt

我们要分享一位独立开发者在 3 个月内做出一款付费排行榜第一 App 的历程。请采用结果型公式拟定标题。

What was checked, without and with the skill
Checked	Without skill	With skill
The proposed title includes the phrase '我用'.	Missed	Passed

case-10 · gemini-3.6-flash · 9/29/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md91 linessingle file

选题生成

快速生成3-4个公众号文章选题方向，每个选题包含标题、大纲、优劣分析。

何时使用

保存brief后
用户说"提供选题"、"给几个选题方向"
文章创作流程的Step 3（选题讨论）

核心功能

提供3-4个选题方向：每个选题不同角度
每个选题包含：标题、核心角度、大纲、工作量评估、优劣分析
等待用户选择：不假设用户会选哪个

选题方向类型

1. 深度评测型

角度：全面测试 + 数据对比
适用：新产品、新技术
工作量：⭐⭐⭐（需要真实测试）

2. 实战教程型

角度：手把手教学 + 可复制
适用：工具使用、技术实践
工作量：⭐⭐（需要验证步骤）

3. 洞察观点型

角度：独特视角 + 深度思考
适用：行业趋势、方法论
工作量：⭐（主要靠思考）

4. 案例拆解型

角度：成功案例 + 方法提炼
适用：增长案例、产品案例
工作量：⭐⭐（需要搜集案例）

选题模板

Track record

Benchmark

20 / 24

test cases passed, vs 4 / 24 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v5 — 8/31/2026

View 15 scanner checks

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

alchaincyf / huashu-skills

huashu-topic-gen/SKILL.md

View on GitHub ↗

Imported 8/31/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.