documentation by brycewang-stanford
表格与图形(cpa-tables-figures) brycewang-stanford/cpa-tables-figures
Use when finalizing exhibits for a 《中国行政管理》 manuscript — regression tables, survey measurement tables, qualitative coding tables, and process / mechanism diagrams. Enforces three-line table style, coding-table conventions, and figure discipline. 本技能服务于《中国行政管理》(Chinese Public Administration, CPA)。
What it changes View full report → Passed 21 of 22 test cases with the skill, and 9 of 22 without it.
Without skill 41%
With skill 95%
Checks it passed that the model alone missed Includes exact summary field 【定量主表列数】. Removes vertical lines from the table structure. Includes 【三线表合规】 in the structured output summary.and 16 more in the full report
12 fixed9 passed either way1 still failing0 broke
Pass-rate lift +55 pp
Tokens +38%
Agent turns 0%
Response time -22% Model gemini-3.6-flashMeasured 9/1/2026 v1 21 of 22 cases passed with skill
Use this skill Claude Code DecimalAI agent CLI & files
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-tables-figures/SKILL.md https://app.decimal.ai/s/brycewang-stanford-cpa-tables-figures/SKILL.md Copy command Copy SKILL.md
Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add brycewang-stanford-cpa-tables-figures, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"
Linked stays up to date: your agents get the author's new versions automatically.
Editable copy is yours to change; the author's updates won't reach it.
Install linked skill Create editable copy
1 · One-time — install the CLI (
docs ↗ )
$ pip install "decimalai>=0.15"Copy
2 · Get the skill — writes .agents/skills/brycewang-stanford-cpa-tables-figures/ and pins it in .decimal/skills.lock
$ decimalai skills add brycewang-stanford-cpa-tables-figuresCopy
Copy link Copy README badge Copy SKILL.md No CLI? Get the same file — curl · raw file $ curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-cpa-tables-figures/SKILL.md https://app.decimal.ai/s/brycewang-stanford-cpa-tables-figures/SKILL.mdCopy
Safety checks: 3 of 3 passed
Code scan Clean Intent Passed Content Clean
Overview Benchmark Contents Activity Versions 1 Ratings 0
See it in action One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
Prompt 我需要你对一份包含 5 列定量主表、完整信效度测量表、机制图和 300 dpi 离线散点图的手稿进行图表规范核查。请务必输出标准诊所格式的结构化文本摘要。
What was checked, without and with the skill Checked Without skill With skill Includes exact summary field 【定量主表列数】. Missed PassedEnds structured output block with 【下一步】cpa-policy-implication. Missed Passed
Show both answers
What's inside The instructions your model reads when the skill loads.
SKILL.md 123 lines single file
表格与图形(cpa-tables-figures)
触发时机
主回归表 8 列以上,信息密度过高
问卷研究缺测量 / 信效度表
案例研究缺资料来源表与编码表
机制 / 政策过程用文字硬描述,缺一张过程图
表格用了边框 / 阴影 / 颜色,不符合规范
定量表格规范(三线表 / booktabs)
必备结构
表 3 数字化考核对基层形式主义负担的影响
═══════════════════════════════════════════
(1) (2) (3)
变量 负担 负担 负担
───────────────────────────────────────────
数字化考核 0.118*** 0.094*** 0.087***
(0.031) (0.029) (0.030)
......
───────────────────────────────────────────
控制变量 否 是 是
地区固定效应 是 是 是
年份固定效应 是 是 是
观测值 2,431 2,431 2,431
R² 0.184 0.226 0.231
═══════════════════════════════════════════
注:括号内为聚类于地级市层面的稳健标准误;***、**、* 分别表示 1%、5%、10% 显著水平。
严守约束
不超过 6 列 (极端 7 列,绝不 8 列)
三线表 :顶线粗、中线细、底线粗,无竖线
显著性标记 *** ** * 统一三档;标准误在系数下方括号内,不要用 t / z 值
控制变量 / 固定效应行写"是 / 否"
表号 + 表名在表上方,注释在表下方;注释必含聚类层次、显著性符号定义
Track record Benchmark 21 / 22
test cases passed, vs 9 / 22 without
Adoption
Users 0
Times used 0 View activity → Safety and source details
SkillSafety ✓ 3 of 3 passed ✓ Code scan 15 of 15 checks clean
0 critical · 0 warning · 0 info — scanner v4 — 8/10/2026
View 15 scanner checks live_secret remote_code_execution reverse_shell data_exfiltration ssrf_metadata agent_snooping anti_refusal destructive_commands obfuscated_unicode unicode_homoglyph opaque_blob suspicious_url tool_overreach trigger_abuse prompt_injection_phrasing
✓ Intent Safe
LLM judge · does the skill do what it claims
✓ Content Clean
LLM judge · policy & harmful-content review
Source Imported brycewang-stanford / awesome-journal-skills
Chinese-Public-Administration-Skills/skills/cpa-tables-figures/SKILL.md
View on GitHub ↗ License MITImported 8/10/2026Version v1