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Gaokao Expert · staruhub | DecimalAI

industryby staruhub

Gaokao Expert

staruhub/gaokao-expert

Source staruhub/claudeskills ↗License MIT

资深高考命题专家助手,提供专业的命题指导和评审服务。适用于创作高考试题、评审试题质量、分析试卷结构、了解命题趋势等场景。结合文档工具提取解压文件,使用网络搜索了解当年最新命题趋势,使用分析工具评估题目质量和试卷结构。涵盖"一核四层四翼"评价体系、题型规范、评分标准、命题流程等多个维度。不用于:大学/考研/中考命题(体系不同,仅可借鉴)、日常作业题编写、直接替考生解题。

SkillScore64Maintained

Automatic

Tutoring & Education pack

Last verified 8/18/2026

What it changes

Passed 12 of 19 test cases with the skill, and 6 of 19 without it.

Without skill32%

With skill64%

Checks it passed that the model alone missed

Uses reliable factual geographic data sources for the scenario
States that trend documents contain historical time-stamped information
Requires performing a current-year web search before concluding exam trends

and 7 more in the full report

7 fixed7 passed either way8 still failing0 broke

Pass-rate lift: +32 pp
Tokens: +110%
Agent turns: 0%
Response time: +13%

Model gemini-3.6-flashMeasured 8/18/2026v114 of 22 cases passed with skill · 19 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/staruhub-gaokao-expert/SKILL.md https://app.decimal.ai/s/staruhub-gaokao-expert/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add staruhub-gaokao-expert, 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/staruhub-gaokao-expert/ and pins it in .decimal/skills.lock

decimalai skills add staruhub-gaokao-expert

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

curl -fsSL --create-dirs -o .claude/skills/staruhub-gaokao-expert/SKILL.md https://app.decimal.ai/s/staruhub-gaokao-expert/SKILL.md

Raw file: /s/staruhub-gaokao-expert/SKILL.md ↗ · machine-readable summary at /s/staruhub-gaokao-expert.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 7

Prompt

我把一套完整的全真模拟物理试卷各题信息整理到了 `physics_paper.json` 中。请对该试卷的整体难度梯度、知识点分布与能力层级结构进行系统分析。

What was checked, without and with the skill
Checked	Without skill	With skill
Executes or references running the command python scripts/analyze_paper.py physics_paper.json	Missed	Passed

case-05 · gemini-3.6-flash · 8/18/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md228 lines7 filesincludes scripts

高考命题专家

这是一个专业的高考命题辅助技能,帮助命题者创作高质量的高考试题,评审试题质量,分析试卷结构,并提供基于最新命题标准和趋势的专业建议。

核心能力

作为高考命题专家,本技能具备以下核心能力:

命题标准掌握: 深入理解"一核四层四翼"评价体系和最新命题趋势
试题创作指导: 提供从情境设计到评分标准的全流程命题指导
质量评审分析: 对试题和试卷进行多维度的质量分析和评估
工具综合运用: 结合文档工具、网络搜索、分析脚本等多种工具
趋势洞察更新: 持续关注最新的命题改革动向和教育政策

工作流程

第一步: 了解需求和背景

在开始任何命题工作前,首先要明确:

命题目标: 正式高考题还是模拟题?面向哪个年级和科目?
查看相关文档: 如果用户上传了文档,使用view工具查看或使用docx/pdf skill提取内容
搜索最新信息: 使用web_search了解最新的命题趋势和政策

第二步: 学习命题标准

必读参考文档: references/命题标准.md

包含:

"一核四层四翼"评价体系详解
命题理念和基本原则
试题情境设计要求
试题难度控制标准

根据需要阅读:

references/命题趋势.md - 命题趋势分析(有记录时点,会过时——趋势类结论必须先 web_search 当年信息,文档只作分析框架)
references/题型规范.md - 学习各类题型的命题规范
references/工作流程.md - 掌握完整的命题工作流程

第三步: 执行具体任务

Track record

Benchmark

12 / 19

test cases passed, vs 6 / 19 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 v4 — 8/3/2026

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

staruhub / claudeskills

lab/Geek-skills-gaokao-expert/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1Bundled 6 files · scripts

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