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Huashu Material Search · alchaincyf | DecimalAI

productivityby alchaincyf

Huashu Material Search

alchaincyf/huashu-material-search

Source alchaincyf/huashu-skills ↗License Not recorded

搜索个人素材库1800+条真实经历和观点，为内容增加人味。当用户提到"个人经历"、"真实案例"、"素材"、"人味"时使用。

SkillScore81Maintained

Automatic

Writing & Editing pack

Last verified 9/29/2026

What it changes

Passed 19 of 24 test cases with the skill, and 12 of 24 without it.

Without skill50%

With skill81%

Checks it passed that the model alone missed

Specify file name 自媒体运营实践.md.
Specify file name 产品开发经验总结.md.
Specify file name AI编程工具使用心得.md.

and 8 more in the full report

8 fixed13 passed either way5 still failing0 broke

Pass-rate lift: +31 pp
Tokens: +115%
Agent turns: 0%
Response time: -18%

Model gemini-3.6-flashMeasured 9/29/2026v121 of 26 cases passed with skill · 24 comparable

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-material-search/SKILL.md https://app.decimal.ai/s/alchaincyf-huashu-material-search/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add alchaincyf-huashu-material-search, 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-material-search/ and pins it in .decimal/skills.lock

decimalai skills add alchaincyf-huashu-material-search

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

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

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

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 8

Prompt

想要查看已提炼归纳好的鸿蒙 App 开发与自动化运营实践经验总结文件，对应的 Markdown 文件全称是什么？

What was checked, without and with the skill
Checked	Without skill	With skill
Specify file name 产品开发经验总结.md.	Missed	Passed

case-12 · 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.md361 linessingle file

个人素材库搜索

快速搜索花生的真实经历、观点、案例，为内容创作增加人味和可信度。

何时使用此Skill

当检测到以下场景时，自动加载此skill：

用户说"找找我之前的经历"、"有没有相关案例"
文章/脚本需要真实案例支撑
内容太"AI味"，需要增加人味
需要对工具/产品的真实评价
需要个人经历作为开场白

核心功能

快速搜索：在全部即刻动态（1800+条）中搜索关键词
智能匹配：根据主题自动匹配相关素材
提供改写建议：如何将短动态扩展成长文逻辑
确保真实性：所有素材都是花生的真实表达

素材库概况

数据来源

全部即刻动态.csv：1800+条真实动态（2025.05-2025.10）
我的AI探索站动态.csv：AI相关动态
已提炼主题素材：按主题分类的高质量素材

主要主题分布

AI编程工具：504条（Cursor、Claude Code、GitHub Copilot等）
产品开发：200条（鸿蒙开发、小猫补光灯、自动化运营）
AI模型评测：150条（GPT、Claude、DeepSeek等）
自媒体运营：100条（增长策略、内容创作）
技术学习：80条（编程经验、踩坑记录）

搜索方法

方法A：直接搜索原始数据（推荐优先使用）⭐

适用场景：

新话题、未整理的主题

Track record

Benchmark

19 / 24

test cases passed, vs 12 / 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-material-search/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.