Kaoyan Navigator

调研中国硕士研究生考试（考研）目标院校与专业的历年招生数据，评估择校爆冷/爆热、缩招、推免挤压、复试线虚低、专业课变更和复试风险，并给出冲稳保建议。适用于用户询问考研择校、院校难度、报录比、复试线、招生计划、统考名额、推免比例、拟录取分数、某校会不会爆、目标分数或需要导入自有 CSV/JSON 数据时。应先搜索公开网络和官方来源，确实找不到关键数据后再向用户索取补充材料；支持 Codex、Claude Code 和其他能读取 Skill Markdown 的 agent。

38 stars 3 forksAI, LLMs & Agents

Install

skills CLI (Claude Code, Cursor, Codex and more)

npx skills add mcxiaoxiao/kaoyan-navigator-skill --skill kaoyan-navigator

Manual install

git clone --depth 1 https://github.com/mcxiaoxiao/kaoyan-navigator-skill.git /tmp/kaoyan-navigator-skill
mkdir -p ~/.claude/skills
cp -r /tmp/kaoyan-navigator-skill/. ~/.claude/skills/kaoyan-navigator

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# Kaoyan Navigator

把择校判断当作有证据约束的导航研究，不承诺预测结果。

## 开始前

1. 确认入学年份、院校、学院、专业名称与代码、全日制/非全、学硕/专硕。
2. 用户未给全时，先用已有信息搜索；只有歧义会显著改变结果时才追问。
3. 令入学年份为 `Y`。优先分析 `Y-3` 至 `Y-1` 的完整周期；未结束年份只能标为暂定数据。
4. 涉及实时政策和最新招生信息时必须联网核实，并在结论中写明检索日期。

## 工具策略

- 优先使用当前环境已有的浏览器、搜索、抓取、PDF、表格和代码执行工具。
- Codex 中可使用 Web/Browser/Chrome 搜索，使用 shell、Python 或 spreadsheet 工具整理数据。
- 不假定某个专有工具一定存在；按能力选择替代工具。
- 遇到 PDF 表格、扫描版拟录取名单或网页动态表格时，先尝试解析/OCR，再请求用户上传。

## 研究工作流

### 1. 建立研究对象

规范化为：

`学校 / 学院 / 专业代码 / 专业名称 / 方向 / 培养方式 / 入学年份`

同名专业若属于不同学院或代码，不得混用。

### 2. 多路检索

并行扮演以下角色；工具不支持并行时顺序执行：

- **政策研究员**：招生简章、专业目录、考试科目、复试细则。
- **供给研究员**：招生计划、推免拟录取、统考名额、扩缩招。
- **分数研究员**：国家线、院线、复试线、拟录取最低/中位/平均分。
- **竞争研究员**：报考数、上线数、复录比、调剂与一志愿情况。
- **热度研究员**：搜索趋势、社媒推荐、机构内容；只作弱证据。
- **审计员**：核对年份、口径、冲突来源和缺失值，主动寻找反证。

搜索顺序、来源等级和查询模板见 [references/research-playbook.md](references/research-playbook.md)。
当用户还没有结构化历年数据时，先看 [references/data-acquisition-flow.md](references/data-acquisition-flow.md)，并优先运行 `scripts/research_plan.py` 生成查询计划和缺失字段清单。

### 3. 先搜后问

对每个缺失字段至少尝试：

1. 学校研究生院、招生网、学院官网；
2. 政府/研招网或学校公开 PDF；
3. 可靠聚合页、新闻稿、缓存或搜索摘要；
4. 通过拟录取名单自行计算统计量。

仍缺失时再向用户索取最小必要材料，明确说明缺什么、接受什么格式、会影响哪个结论。不要笼统地说“请提供更多数据”。

可接受输入：

- CSV/Excel/JSON；
- 招生目录、复试细则、拟录取名单 PDF；
- 网页链接或截图；
- 用户手工提供的逐年数字。

数据格式见 [references/data-schema.md](references/data-schema.md)。CSV/JSON 可先运行：

```bash
python scripts/validate_data.py path/to/data.csv
```

如果用户需要“先自己找、找不到再问”的执行计划，使用 `scripts/research_plan.py` 先生成：

Read the full skill on GitHub

Details

Skill name: kaoyan-navigator
Repository: mcxiaoxiao/kaoyan-navigator-skill
License: MIT
Repo updated: 7 October 2026

FAQ

What does the Kaoyan Navigator skill do?

How do I install the Kaoyan Navigator skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add mcxiaoxiao/kaoyan-navigator-skill --skill kaoyan-navigator. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Kaoyan Navigator popular?

It lives in mcxiaoxiao/kaoyan-navigator-skill, which has 38 GitHub stars and 3 forks.

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