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中国行政管理工作流（cpa-workflow） · brycewang-stanford | DecimalAI

agent toolingby brycewang-stanford

中国行政管理工作流（cpa-workflow）

brycewang-stanford/cpa-workflow

Source brycewang-stanford/awesome-journal-skills ↗License MIT

Use when deciding which cpa-* sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for 《中国行政管理》 (Chinese Public Administration). Routes — does not replace — the specialized skills.

SkillScore96Maintained

Automatic

Research pack

Last verified 9/1/2026

What it changes

Passed 22 of 23 test cases with the skill, and 10 of 23 without it.

Without skill43%

With skill96%

Checks it passed that the model alone missed

Recommends cpa-tables-figures.
Recommends cpa-identification.
Recommends cpa-policy-implication.

and 10 more in the full report

13 fixed9 passed either way0 still failing1 broke

Pass-rate lift: +52 pp
Tokens: +31%
Agent turns: 0%
Response time: -30%

Model gemini-3.6-flashMeasured 9/1/2026v1 · latest is v222 of 23 cases passed with skill

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

This benchmark measured an earlier version of the skill.

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/brycewang-stanford-cpa-workflow/SKILL.md https://app.decimal.ai/s/brycewang-stanford-cpa-workflow/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add brycewang-stanford-cpa-workflow, 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/brycewang-stanford-cpa-workflow/ and pins it in .decimal/skills.lock

decimalai skills add brycewang-stanford-cpa-workflow

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

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-cpa-workflow/SKILL.md https://app.decimal.ai/s/brycewang-stanford-cpa-workflow/SKILL.md

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

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 13

Prompt

论文摘要已符合规范，但在语言自查时发现全文多处含有高频被禁的空范套话短语。请指示当前应当切换到哪个技能进行全篇语言清理？

What was checked, without and with the skill
Checked	Without skill	With skill
Recommends cpa-style for removing non-compliant phrases and polishing language.	Missed	Passed

case-10 · gemini-3.6-flash · 9/1/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md91 linessingle file

中国行政管理工作流（cpa-workflow）

总览

这是路由器，它不替代任何专用 Skill。它告诉你当前阶段应该用哪一个 cpa-* skill。

默认假设：除非用户明确说明目标期刊不是《中国行政管理》，否则按中国行政管理学会主办、CSSCI 来源期刊《中国行政管理》的编委口味处理——公共行政 / 公共管理学科，方法上定量与定性并重，须有公共管理理论框架。

触发时机

用户问"我下一步该做什么？"
用户甩过来一份初稿，需要判断当前瓶颈
在研究设计、写作、政策含义、回复之间来回切，状态混乱
收到了《中国行政管理》的匿名评审意见，需要切换到 rebuttal 模式

路由表

当前症状	下一个 Skill
选题宏大空泛，缺公共管理理论定位 / 落不成可研究的问题	`cpa-topic-selection`
综述缺公共管理理论文献 / 缺中国治理文献 / 罗列式	`cpa-literature-review`
研究设计与问题不匹配 / 方法粗糙（仅描述性 + 主观判断）	`cpa-identification`
有结论但缺治理 / 政策过程机制	`cpa-mechanism`
没切跨地区 / 层级 / 治理情境差异	`cpa-heterogeneity`
表格列数过多 / 编码表缺失 / 机制图不规范	`cpa-tables-figures`
文末是"强化 / 完善 / 健全 / 推进"四件套或空泛对策	`cpa-policy-implication`
摘要写成套话 / 没说清问题方法发现 / 中英不对齐	`cpa-abstract`
通篇对策套话、无理论支撑 / 命中黑名单短语	`cpa-style`
准备投稿，需要 checklist	`cpa-submission`
收到外审意见，需要写回复信	`cpa-rebuttal`

默认顺序

cpa-topic-selection — 先把"理论框架 + 可研究的中国治理问题"定下来
cpa-literature-review — 公共管理理论与中国治理文献并重，对话式综述
cpa-identification — 研究设计：定量 / 定性 / 规范，方法与问题匹配
cpa-mechanism — 治理 / 政策过程机制
cpa-heterogeneity — 跨情境差异 / 条件性
cpa-tables-figures — 主表 / 编码表 / 机制图最终化
cpa-policy-implication — 政策含义（可操作但有据）

Track record

Benchmark

22 / 23

test cases passed, vs 10 / 23 without

Adoption

Users: 1
Times used: 4

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v5 — 10/3/2026

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

brycewang-stanford / awesome-journal-skills

Chinese-Public-Administration-Skills/skills/cpa-workflow/SKILL.md

View on GitHub ↗

License MITImported 10/3/2026Version v2

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

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

Ready to supercharge your AI agents?

See it in action

What's inside

中国行政管理工作流（cpa-workflow）

总览

触发时机

路由表

默认顺序

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills