feat(workflows): add gitlink-research skill and academic workflow scripts

Add 5 research auxiliary scenarios: project insights, compliance check,
progress tracking, citation format, and knowledge graph support.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
This commit is contained in:
Donkey_kevin 2026-07-06 12:14:06 +08:00
parent 4f3ae280b7
commit a8f8a30953
25 changed files with 3931 additions and 116 deletions

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<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>科研知识图谱 — 2026-07-06</title>
<script src="https://cdn.jsdelivr.net/npm/echarts@5.4.3/dist/echarts.min.js"></script>
<style>
* { margin: 0; padding: 0; box-sizing: border-box; }
body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f5f7fa; color: #333; }
.header { background: linear-gradient(135deg, #1a237e 0%, #3949ab 100%); color: #fff; padding: 36px 30px; }
.header h1 { font-size: 26px; margin-bottom: 6px; }
.header .subtitle { opacity: 0.8; font-size: 14px; }
.container { max-width: 1400px; margin: 0 auto; padding: 20px; }
.cards { display: grid; grid-template-columns: repeat(auto-fit, minmax(180px, 1fr)); gap: 14px; margin-bottom: 24px; }
.card { background: #fff; border-radius: 12px; padding: 18px; box-shadow: 0 2px 8px rgba(0,0,0,.08); text-align: center; }
.card .value { font-size: 32px; font-weight: 700; color: #1a237e; }
.card .label { font-size: 12px; color: #888; margin-top: 4px; }
.panel { background: #fff; border-radius: 12px; padding: 24px; box-shadow: 0 2px 8px rgba(0,0,0,.08); margin-bottom: 24px; }
.panel h2 { font-size: 18px; margin-bottom: 16px; color: #1a237e; border-bottom: 2px solid #3949ab; padding-bottom: 8px; }
#graphChart { width: 100%; height: 600px; }
table { width: 100%; border-collapse: collapse; }
th, td { padding: 10px 14px; text-align: left; border-bottom: 1px solid #eee; font-size: 13px; }
th { background: #f5f7fa; color: #555; font-weight: 600; }
.tag { display: inline-block; padding: 2px 10px; border-radius: 12px; font-size: 12px; margin: 2px; }
.tag.rising { background: #e8f5e9; color: #2e7d32; }
.tag.stable { background: #e3f2fd; color: #1565c0; }
.tag.declining { background: #fce4ec; color: #c62828; }
.footer { text-align: center; padding: 24px; color: #999; font-size: 12px; }
</style>
</head>
<body>
<div class="header">
<h1>科研知识图谱</h1>
<div class="subtitle">
关键词LLM,Agent &mdash;
仓库4 个 &mdash;
贡献者0 人 &mdash;
2026-07-06
</div>
</div>
<div class="container">
<div class="cards">
<div class="card"><div class="value">4</div><div class="label">仓库节点</div></div>
<div class="card"><div class="value">0</div><div class="label">贡献者节点</div></div>
<div class="card"><div class="value">2</div><div class="label">主题节点</div></div>
<div class="card"><div class="value">3</div><div class="label">关系边</div></div>
<div class="card"><div class="value">N/A</div><div class="label">最热仓库</div></div>
</div>
<div class="panel">
<h2>知识图谱 — 力导向布局</h2>
<div id="graphChart"></div>
</div>
<div class="panel">
<h2>热度排行榜</h2>
<table id="hotnessTable">
<thead><tr><th>排名</th><th>仓库</th><th>热度</th><th>语言</th><th>Stars</th><th>趋势</th></tr></thead>
<tbody></tbody>
</table>
</div>
</div>
<div class="footer">Generated by GitLink Research Assistant — 2026-07-06</div>
<script>
var graph = echarts.init(document.getElementById('graphChart'));
graph.setOption({
tooltip: {
formatter: function(p) {
if (p.dataType === 'edge') return p.data.source + ' → ' + p.data.target + '<br/>' + p.data.evidence;
var d = p.data;
return '<b>' + d.label + '</b><br/>' + (d.desc || '') + '<br/>' +
(d.stars ? 'Stars: ' + d.stars : '') + (d.repo_count ? ' 关联仓库: ' + d.repo_count : '');
}
},
legend: [{
data: ['仓库', '贡献者', '主题', '论文', '组织'],
orient: 'vertical', right: 10, top: 20
}],
series: [{
type: 'graph',
layout: 'force',
roam: true,
draggable: true,
force: {
repulsion: 200,
edgeLength: [80, 300],
layoutAnimation: true
},
categories: [
{ name: '仓库', itemStyle: { color: '#5470c6' }, symbol: 'roundRect' },
{ name: '贡献者', itemStyle: { color: '#91cc75' }, symbol: 'circle' },
{ name: '主题', itemStyle: { color: '#fac858' }, symbol: 'diamond' },
{ name: '论文', itemStyle: { color: '#ee6666' }, symbol: 'triangle' },
{ name: '组织', itemStyle: { color: '#73c0de' }, symbol: 'pin' }
],
data: [{"id":"topic:llm","type":"topic","label":"LLM\n","symbolSize":30,"category":2},{"id":"topic:agent","type":"topic","label":"Agent\n","symbolSize":30,"category":2}],
links: [{"source":"repo:agent","target":"repo:ribo-agent","type":"related_to","weight":0.5,"evidence":"共同主题: Agent\n"},{"source":"repo:doutrip","target":"repo:agent","type":"related_to","weight":0.5,"evidence":"共同主题: Agent\n"},{"source":"repo:ribo-agent","target":"repo:wow-agent","type":"related_to","weight":0.5,"evidence":"共同主题: Agent\n"}],
label: { show: true, fontSize: 11, formatter: '{b}' },
emphasis: { focus: 'adjacency', label: { fontSize: 14 } },
lineStyle: { color: '#ccc', curveness: 0.1 }
}]
});
window.addEventListener('resize', function() { graph.resize(); });
</script>
</body>
</html>

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{
"metadata": {
"generated_at": "2026-07-06T11:51:35+08:00",
"search_keywords": [
"LLM",
"Agent"
],
"total_repos_scanned": 4,
"total_contributors_found": 0,
"total_edges_inferred": 3
},
"nodes": [
{
"id": "topic:llm",
"type": "topic",
"label": "LLM\n",
"symbolSize": 30,
"category": 2
},
{
"id": "topic:agent",
"type": "topic",
"label": "Agent\n",
"symbolSize": 30,
"category": 2
}
],
"edges": [
{
"source": "repo:agent",
"target": "repo:ribo-agent",
"type": "related_to",
"weight": 0.5,
"evidence": "共同主题: Agent\n"
},
{
"source": "repo:doutrip",
"target": "repo:agent",
"type": "related_to",
"weight": 0.5,
"evidence": "共同主题: Agent\n"
},
{
"source": "repo:ribo-agent",
"target": "repo:wow-agent",
"type": "related_to",
"weight": 0.5,
"evidence": "共同主题: Agent\n"
}
]
}

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<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>zzx-coder/gitlink-cli — 复现性评分卡</title>
<script src="https://cdn.jsdelivr.net/npm/echarts@5.4.3/dist/echarts.min.js"></script>
<style>
* { margin: 0; padding: 0; box-sizing: border-box; }
body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f5f7fa; color: #333; }
.header { background: linear-gradient(135deg, #1a237e 0%, #3949ab 100%); color: #fff; padding: 40px 30px; }
.header h1 { font-size: 26px; margin-bottom: 6px; }
.container { max-width: 1200px; margin: 0 auto; padding: 20px; }
.row { display: grid; grid-template-columns: 1fr 1fr 1fr; gap: 20px; margin-bottom: 24px; }
.panel { background: #fff; border-radius: 12px; padding: 24px; box-shadow: 0 2px 8px rgba(0,0,0,.08); }
.panel h2 { font-size: 18px; margin-bottom: 16px; color: #1a237e; border-bottom: 2px solid #3949ab; padding-bottom: 8px; }
.chart { width: 100%; height: 350px; }
.grade-circle { text-align: center; padding: 20px; }
.grade-letter { font-size: 72px; font-weight: 900; }
.grade-A { color: #2e7d32; }
.grade-B { color: #558b2f; }
.grade-C { color: #f57c00; }
.grade-D { color: #e65100; }
.grade-F { color: #c62828; }
.grade-score { font-size: 24px; color: #888; }
table { width: 100%; border-collapse: collapse; }
th, td { padding: 10px 14px; text-align: left; border-bottom: 1px solid #eee; font-size: 13px; }
th { background: #f5f7fa; color: #555; }
.bar { height: 8px; border-radius: 4px; background: #e0e0e0; margin-top: 4px; }
.bar-fill { height: 100%; border-radius: 4px; }
.footer { text-align: center; padding: 24px; color: #999; font-size: 12px; }
@media (max-width: 768px) { .row { grid-template-columns: 1fr; } }
</style>
</head>
<body>
<div class="header">
<h1>zzx-coder/gitlink-cli — 科研复现性评分卡</h1>
<div style="opacity:0.8;font-size:14px;">2026-07-06</div>
</div>
<div class="container">
<div class="row">
<div class="panel grade-circle">
<div class="grade-letter grade-F">F</div>
<div class="grade-score">5.0 / 100</div>
<div style="margin-top:12px;color:#888;">
差 — 几乎不可复现
</div>
</div>
<div class="panel">
<h2>维度雷达图</h2>
<div id="radarChart" class="chart"></div>
</div>
<div class="panel">
<h2>维度明细</h2>
<table>
<tr><th>维度</th><th>评分</th><th>权重</th></tr>
<tr><td>许可证</td><td>0%</td><td>15%</td></tr>
<tr><td>无密钥/PII</td><td>0%</td><td>15%</td></tr>
<tr><td>README 完整</td><td>0%</td><td>15%</td></tr>
<tr><td>依赖声明</td><td>0%</td><td>15%</td></tr>
<tr><td>构建说明</td><td>50%</td><td>10%</td></tr>
<tr><td>CI 配置</td><td>0%</td><td>10%</td></tr>
<tr><td>测试证据</td><td>0%</td><td>10%</td></tr>
<tr><td>数据可用性</td><td>0%</td><td>10%</td></tr>
</table>
</div>
</div>
<div class="panel">
<h2>详细评估与改进建议</h2>
<table>
<tr><th>维度</th><th>评分</th><th>证据</th><th>建议</th></tr>
<tr>
<td>许可证</td>
<td></td>
<td>未扫描(无本地仓库)</td>
<td>建议添加 MIT/Apache-2.0/GPL-3.0 许可证</td>
</tr>
<tr>
<td>无密钥/PII</td>
<td>⚠️</td>
<td>未扫描(无本地仓库)</td>
<td>立即移除泄露的密钥,使用环境变量管理敏感信息</td>
</tr>
<tr>
<td>README 完整</td>
<td></td>
<td>README 缺失或过于简略</td>
<td>补充项目目的、安装、使用、许可和引用章节</td>
</tr>
<tr>
<td>依赖声明</td>
<td></td>
<td>无依赖声明</td>
<td>添加 package.json/go.mod/requirements.txt 等标准依赖文件</td>
</tr>
<tr>
<td>构建说明</td>
<td>⚠️</td>
<td>部分构建说明</td>
<td>添加 Makefile/Dockerfile + README 中的构建步骤</td>
</tr>
<tr>
<td>CI 配置</td>
<td></td>
<td>无 CI 配置</td>
<td>配置 GitLink CI 或 GitHub Actions 自动构建和测试</td>
</tr>
<tr>
<td>测试证据</td>
<td></td>
<td>无测试证据</td>
<td>添加单元测试和集成测试,在 README 中说明如何运行</td>
</tr>
<tr>
<td>数据可用性</td>
<td></td>
<td>无数据可用性声明</td>
<td>说明数据集来源,提供 Zenodo/Figshare 链接或生成脚本</td>
</tr>
</table>
</div>
</div>
<div class="footer">Generated by GitLink Research Assistant — 2026-07-06</div>
<script>
var radarChart = echarts.init(document.getElementById('radarChart'));
radarChart.setOption({
radar: {
indicator: [
{ name: '许可证', max: 100 },
{ name: '无密钥', max: 100 },
{ name: 'README', max: 100 },
{ name: '依赖', max: 100 },
{ name: '构建', max: 100 },
{ name: 'CI', max: 100 },
{ name: '测试', max: 100 },
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data: [{
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areaStyle: { color: 'rgba(57,73,171,0.3)' },
lineStyle: { color: '#3949ab' }
}]
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</script>
</body>
</html>

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<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>zzx-coder/gitlink-cli — 科研项目洞察报告</title>
<script src="https://cdn.jsdelivr.net/npm/echarts@5.4.3/dist/echarts.min.js"></script>
<style>
* { margin: 0; padding: 0; box-sizing: border-box; }
body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f5f7fa; color: #333; }
.header { background: linear-gradient(135deg, #1a237e 0%, #283593 50%, #3949ab 100%); color: #fff; padding: 40px 30px; }
.header h1 { font-size: 28px; margin-bottom: 8px; }
.header .subtitle { opacity: 0.85; font-size: 14px; }
.container { max-width: 1200px; margin: 0 auto; padding: 20px; }
.cards { display: grid; grid-template-columns: repeat(auto-fit, minmax(200px, 1fr)); gap: 16px; margin-bottom: 24px; }
.card { background: #fff; border-radius: 12px; padding: 20px; box-shadow: 0 2px 8px rgba(0,0,0,.08); }
.card .label { font-size: 12px; color: #888; text-transform: uppercase; margin-bottom: 6px; }
.card .value { font-size: 28px; font-weight: 700; }
.card .value.hot { color: #e53935; }
.card .value.warm { color: #f57c00; }
.card .value.cool { color: #1565c0; }
.row { display: grid; grid-template-columns: 1fr 1fr; gap: 20px; margin-bottom: 24px; }
.panel { background: #fff; border-radius: 12px; padding: 24px; box-shadow: 0 2px 8px rgba(0,0,0,.08); }
.panel h2 { font-size: 18px; margin-bottom: 16px; color: #1a237e; border-bottom: 2px solid #3949ab; padding-bottom: 8px; }
.chart { width: 100%; height: 350px; }
table { width: 100%; border-collapse: collapse; }
th, td { padding: 10px 14px; text-align: left; border-bottom: 1px solid #eee; font-size: 14px; }
th { background: #f5f7fa; color: #555; font-weight: 600; }
.tag { display: inline-block; padding: 2px 10px; border-radius: 12px; font-size: 12px; margin: 2px; }
.tag.lang { background: #e3f2fd; color: #1565c0; }
.tag.research { background: #e8f5e9; color: #2e7d32; }
.tag.warn { background: #fff3e0; color: #e65100; }
.footer { text-align: center; padding: 24px; color: #999; font-size: 12px; }
@media (max-width: 768px) { .row { grid-template-columns: 1fr; } }
</style>
</head>
<body>
<div class="header">
<h1>zzx-coder/gitlink-cli</h1>
<div class="subtitle">科研项目洞察报告 &mdash; 2026-07-06</div>
</div>
<div class="container">
<div class="cards">
<div class="card">
<div class="label">热度评分</div>
<div class="value hot">54.3</div>
<div class="label">Hot</div>
</div>
<div class="card">
<div class="label">Stars</div>
<div class="value">0</div>
</div>
<div class="card">
<div class="label">Forks</div>
<div class="value">0</div>
</div>
<div class="card">
<div class="label">贡献者</div>
<div class="value">3</div>
</div>
<div class="card">
<div class="label">开放 Issues</div>
<div class="value">44</div>
</div>
<div class="card">
<div class="label">PR 合并率</div>
<div class="value">50.0%</div>
</div>
</div>
<div class="row">
<div class="panel">
<h2>项目概况</h2>
<table>
<tr><th>项目名称</th><td>gitlink-cli</td></tr>
<tr><th>描述</th><td>No description</td></tr>
<tr><th>主要语言</th><td><span class="tag lang">Unknown</span></td></tr>
<tr><th>技术栈</th><td><span class="tag lang">Unknown</span></td></tr>
<tr><th>创建时间</th><td></td></tr>
<tr><th>最后更新</th><td> (365 天前)</td></tr>
<tr><th>科研特征</th><td></td></tr>
</table>
</div>
<div class="panel">
<h2>活动概览</h2>
<div id="activityChart" class="chart"></div>
</div>
</div>
<div class="row">
<div class="panel">
<h2>健康指标</h2>
<table>
<tr><th>指标</th><th>数值</th><th>状态</th></tr>
<tr><td>Issue 总量</td><td>44 开放 / 44 已关闭</td><td><span class="tag warn">需关注</span></td></tr>
<tr><td>PR 合并率</td><td>50.0%</td><td><span class="tag warn">需改进</span></td></tr>
<tr><td>Release 数</td><td>6</td><td><span class="tag research">已发布</span></td></tr>
<tr><td>CI 通过率</td><td>0% (0 次构建)</td><td><span class="tag warn">不稳定</span></td></tr>
<tr><td>贡献者数</td><td>3 人</td><td><span class="tag warn">单人项目</span></td></tr>
<tr><td>活跃度</td><td>365 天前更新</td><td><span class="tag warn">不活跃</span></td></tr>
</table>
</div>
<div class="panel">
<h2>热度构成</h2>
<div id="hotnessChart" class="chart"></div>
</div>
</div>
</div>
<div class="footer">Generated by GitLink Research Assistant &mdash; 2026-07-06</div>
<script>
var hotnessChart = echarts.init(document.getElementById('hotnessChart'));
hotnessChart.setOption({
tooltip: { trigger: 'item' },
legend: { bottom: 0 },
series: [{
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label: { formatter: '{b}\n{d}%' },
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{ name: 'Forks', value: 0.0, itemStyle: { color: '#91cc75' } },
{ name: 'Issues', value: 88.0, itemStyle: { color: '#fac858' } },
{ name: 'PRs', value: 133.3, itemStyle: { color: '#ee6666' } },
{ name: 'Releases', value: 60.0, itemStyle: { color: '#73c0de' } },
{ name: 'Recency', value: 10, itemStyle: { color: '#fc8452' } }
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var activityChart = echarts.init(document.getElementById('activityChart'));
activityChart.setOption({
tooltip: { trigger: 'axis' },
xAxis: { type: 'category', data: ['Issues', 'PRs', 'Releases', 'CI Builds'] },
yAxis: { type: 'value' },
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{ name: '已完成', type: 'bar', data: [44, 20, 6, 0], itemStyle: { color: '#91cc75' } }
]
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</body>
</html>

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---
name: gitlink-research
version: 1.0.0
description: "GitLink 科研辅助系统:项目洞察、热点追踪、合规复现、协作匹配、进度预警、论文引用。服务科研工作者、课题组、科研团队。"
metadata:
requires:
bins: ["gitlink-cli"]
triggers:
- "科研"
- "research"
- "论文"
- "citation"
- "知识图谱"
- "knowledge graph"
- "热点追踪"
- "合规检查"
- "复现性"
- "reproducibility"
- "协作匹配"
- "进度跟踪"
- "项目洞察"
- "引用格式"
- "BibTeX"
---
# gitlink-research科研辅助系统
> **前置条件:** 先阅读 [`../gitlink-shared/SKILL.md`](../gitlink-shared/SKILL.md) 了解认证和全局参数。
>
> **实现方式:** 场景 1/3/5/6 有可执行脚本(`workflows/academic/`);场景 2/4 由 AI Agent 直接执行(需理解、推理、判断)。
**CRITICAL — GitLink 操作只能用 `gitlink-cli`。禁止用 `gh` 操作 GitLink 资源。**
本 Skill 将 GitLink 平台的代码托管与协作数据转化为科研创新支撑能力,实现科研项目分析、主体画像、热点追踪、创新启发、合规校验等全链路辅助服务。
## 功能菜单
```
====== GitLink 科研辅助系统 ======
请选择功能:
1. 仓库级科研项目洞察
→ 仓库深度画像:项目定位、技术栈、活动健康、贡献者网络
2. 科研热点追踪与知识图谱
→ 跨仓库搜索、热点趋势、知识图谱可视化
3. 科研项目合规与复现性检查
→ 许可证合规 + 8维复现性评分卡
4. 科研协作智能匹配
→ 互补项目发现、潜在合作者推荐
5. 科研进度智能跟踪与预警
→ 里程碑跟踪、异常检测、周报生成
6. 一键生成论文引用格式
→ BibTeX / APA / MLA / GB/T 7714 / CITATION.cff
请输入编号1-6或功能名称
```
## 用户输入 → 场景映射
| 用户输入 | 执行的场景 | Reference 文件 | 实现方式 |
|----------|-----------|---------------|---------|
| `1` / "项目洞察" | 仓库级科研项目洞察 | [`research-project-insights.md`](references/research-project-insights.md) | `workflows/academic/06-research-insights.sh` 脚本 |
| `2` / "热点追踪" / "知识图谱" | 科研热点追踪与知识图谱 | [`research-hotspot-tracking.md`](references/research-hotspot-tracking.md) | **AI Agent 直接执行** |
| `3` / "合规复现" / "合规检查" | 项目合规与复现性检查 | [`research-compliance-repro.md`](references/research-compliance-repro.md) | `workflows/academic/08-research-compliance.sh` 脚本 |
| `4` / "协作匹配" | 科研协作智能匹配 | [`research-collab-matching.md`](references/research-collab-matching.md) | **AI Agent 直接执行** |
| `5` / "进度预警" / "进度跟踪" | 进度跟踪与预警 | [`research-progress-tracking.md`](references/research-progress-tracking.md) | `workflows/academic/10-research-progress.sh` 脚本 |
| `6` / "引用格式" / "论文引用" | 论文引用格式生成 | [`research-citation-format.md`](references/research-citation-format.md) | `workflows/academic/11-research-citation.sh` 脚本 |
## 执行流程
1. **展示菜单** — 列出 6 个科研辅助场景
2. **获取用户选择** — 用户输入编号或功能名称
3. **读取 Reference** — 根据选择读取对应的 reference 文件
4. **确认参数** — 询问必要的参数owner/repo/keywords 等)
5. **执行**
- **脚本场景**1/3/5/6→ 运行 `workflows/` 下的 Shell 脚本
- **AI 场景**2/4→ Agent 直接调用 `gitlink-cli` 收集数据AI 完成分析和生成
6. **展示结果** — 输出摘要HTML 报告自动打开
## 快捷触发
用户可以直接说特定意图,跳过菜单:
| 用户说的话 | 直接执行 |
|------------|----------|
| "分析一下这个仓库的科研价值" | 场景 1项目洞察 |
| "帮我追踪 NLP 的热点" | 场景 2热点追踪 |
| "检查这个项目的复现性" | 场景 3合规复现 |
| "帮我找合作者" | 场景 4协作匹配 |
| "看一下项目进度有没有风险" | 场景 5进度预警 |
| "生成这个项目的论文引用" | 场景 6引用格式 |
## 参数说明
| 参数 | 说明 | 获取方式 |
|------|------|----------|
| `--owner` | 仓库所有者 | 自动从 git remote 解析,或询问用户 |
| `--repo` | 仓库名称 | 自动从 git remote 解析,或询问用户 |
| `--keywords` | 搜索关键词(逗号分隔) | 询问用户(场景 2、4 |
| `--format` | 引用格式(场景 6 | 询问用户,默认 all |
| `--org` | 组织名称 | 询问用户(场景 5 多仓库模式) |
## 输出产物
每个场景生成的产物:
| 场景 | 产物 |
|------|------|
| 1. 项目洞察 | `output/research-insights-{repo}-{date}.html` + Wiki 页面 |
| 2. 知识图谱 | `output/knowledge-graph-{date}.json` + `output/knowledge-graph-{date}.html` + Wiki |
| 3. 合规复现 | `output/reproducibility-{repo}-{date}.html` + Wiki |
| 4. 协作匹配 | `output/collab-match-{date}.html` + Wiki |
| 5. 进度预警 | `output/progress-weekly-{date}.html` + Wiki |
| 6. 引用格式 | 控制台输出 + `CITATION.cff` 文件(可选) |
## References
- [gitlink-shared](../gitlink-shared/SKILL.md) — 认证和全局参数
- [gitlink-workflow](../gitlink-workflow/SKILL.md) — 通用 AI 工作流

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# 场景 6一键生成论文引用格式
## 目标
从 GitLink 仓库提取元数据自动生成学术论文引用格式BibTeX / APA / MLA / GB/T 7714 / CITATION.cff
## 参数
| 参数 | 必需 | 说明 |
|------|------|------|
| `--owner` | 是 | 仓库所有者 |
| `--repo` | 是 | 仓库名称 |
| `--format` | 否 | bibtex / apa / mla / gbt7714 / cff / all默认 all |
| `--output` | 否 | 输出文件路径(默认 stdout |
## 数据收集步骤
### Step 1: 获取仓库基本信息
```bash
gitlink-cli repo +info --owner $OWNER --repo $REPO --format json
```
提取字段:
- `.data.name` → 项目名称
- `.data.description` → 描述
- `.data.owner.login` → 所有者用户名
- `.data.updated_at` / `.data.created_at` → 日期
### Step 2: 获取最新 Release
```bash
gitlink-cli release +list --owner $OWNER --repo $REPO --limit 1 --format json
```
提取字段:
- `.data[0].tag_name` → 版本号
- `.data[0].created_at` → 发布日期
### Step 3: 获取贡献者列表
```bash
gitlink-cli repo +members --owner $OWNER --repo $REPO --limit 20 --format json
```
提取 `.data[].login``.data[].name` 组装作者列表。
### Step 4: 检测 DOI可选
在仓库描述和 README 中扫描 DOI 模式 `10.\d{4,}/[\w.\-/]+`
```bash
gitlink-cli api GET "raw/$OWNER/$REPO/master/README.md" --format json 2>/dev/null
```
用 grep 提取 DOI。
### Step 5: 获取仓库 URL
```bash
git remote get-url origin
```
## 格式模板
### BibTeX
```bibtex
@software{${REPO_SHORTNAME},
author = {${AUTHOR_LIST_BIBTEX}},
title = {${REPO_NAME}},
version = {${VERSION}},
date = {${RELEASE_DATE}},
publisher = {GitLink},
url = {${REPO_URL}},
note = {${DESCRIPTION}}
}
```
### APA 7th
```
${AUTHOR_LIST_APA} (${YEAR}). ${REPO_NAME} (Version ${VERSION}) [Computer software].
GitLink. ${REPO_URL}
```
### MLA 9th
```
${AUTHOR_LIST_MLA}. ${REPO_NAME}. Version ${VERSION}, GitLink,
${RELEASE_DATE}, ${REPO_URL}.
```
### GB/T 7714-2015
```
[1] ${AUTHOR_LIST_GB}. ${REPO_NAME}[CP/OL]. ${VERSION}. GitLink,
${RELEASE_DATE}[${CITE_DATE}]. ${REPO_URL}.
```
### CITATION.cff
```yaml
cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: ${FAMILY_NAME}
given-names: ${GIVEN_NAME}
title: ${REPO_NAME}
version: ${VERSION}
date-released: ${RELEASE_DATE}
url: ${REPO_URL}
repository-code: ${REPO_GIT_URL}
```
## 作者列表格式化规则
- **BibTeX**: `Last1, First1 and Last2, First2`
- **APA**: `Last1, F., & Last2, F. (YYYY)`
- **MLA**: `Last1, First1, et al.`(超过 2 人用 et al.
- **GB/T 7714**: `作者1, 作者2`(英文名保留原名,中文名用中文)
## 注意事项
- 如果仓库没有 Release版本号用 "v0.0.0-dev",日期用仓库最后更新时间
- 作者列表优先使用 `name` 字段,回退到 `login`
- 超过 10 个贡献者时,只取前 5 个 + "et al."
- DOI 不存在时BibTeX 省略 `doi` 字段
- 确保生成的 `.cff` 文件是合法 YAML

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# 场景 4科研协作智能匹配
> **执行方式AI Agent 直接执行**(无脚本,需语义理解匹配理由)
## 目标
分析研究者的代码仓库特征,在 GitLink 上搜索互补项目和潜在合作者,生成有说服力的匹配推荐及理由。
## 参数获取
向用户询问:
1. **源仓库**必需owner 和 repo可从当前目录 git remote 自动解析)
2. **额外搜索关键词**(可选):不填则从仓库自动提取
3. **推荐上限**(可选,默认 5
## Agent 执行步骤
### Step 1: 分析源仓库画像
```bash
gitlink-cli repo +info --owner <o> --repo <r> --format json
gitlink-cli repo +members --owner <o> --repo <r> --limit 20 --format json
gitlink-cli issue +list --owner <o> --repo <r> --state open --limit 30 --format json
```
从返回数据中提取(需 AI 理解):
- **技术栈**:从 language 字段 + description 推断具体技术(如 "Go + CLI + DevOps"
- **领域主题**:从 description 提取 3-5 个有意义的科研/技术领域词
- **现有成员技能画像**:成员数量和活跃度
- **help-wanted 需求**:扫描 Issue 标题含 "help wanted" / "求助" / "good first issue" 的
- **仓库定位**:工具类 / 库 / 应用 / 论文代码 / 数据集
### Step 2: 提取搜索关键词
AI 从源仓库画像中提取 3-5 个搜索关键词:
- 互补语言/框架(如源用 Python则搜索 C++/Rust 高性能库)
- 相关领域词(如源做 NLP则搜索 "text processing", "tokenizer", "embedding"
- 不要用过于宽泛的词(如 "code", "test", "tool"
### Step 3: 搜索候选仓库
对每个关键词:
```bash
gitlink-cli search +repos --keyword "<kw>" --limit 5 --format json
```
合并去重(按 full_name排除源仓库自身。
API 返回结构:`{ok, data: {projects: [...]}}`
如果候选太多(>15AI 筛选最相关的 10 个进行深度分析。
### Step 4: 分析候选仓库
对每个候选仓库获取:
```bash
gitlink-cli repo +info --owner <co> --repo <cr> --format json
gitlink-cli repo +members --owner <co> --repo <cr> --limit 20 --format json
gitlink-cli issue +list --owner <co> --repo <cr> --state open --limit 30 --format json
```
### Step 5: AI 匹配评估(核心)
对每个候选仓库AI 从五个维度评估并给出 0-100 的匹配评分:
#### 1. 技能互补性(权重 30%
- 源仓库和候选仓库的技术栈不同 → 互补性高
- 完全相同的技术栈 → 互补性低,但可能有协作深化机会
- AI 需要判断:技术差异是有意义的互补还是无关
#### 2. 领域重叠度(权重 20%
- 两个仓库的领域主题有多少重叠
- 完全无关的领域 → 低分;相同领域不同方法 → 高分
#### 3. help-wanted 匹配度(权重 20%
- 候选仓库有没有源方技能可以解决的 help-wanted issue
- 不只是计数,要判断 Issue 内容是否匹配源方技能
#### 4. 生态桥接(权重 15%
- 两个仓库是否在同一个技术生态中
- 比如都用 PyTorch、都做数据处理管线、都是 CLI 工具等
#### 5. 已有合作基础(权重 15%
- 是否有共享的贡献者
- 是否相互引用README 中的 URL 引用)
**匹配等级:**
| 评分 | 等级 | 建议 |
|------|------|------|
| ≥ 70 | Strong | 强烈推荐,可主动联系 |
| 50-69 | Good | 推荐关注 |
| 30-49 | Possible | 可保持关注 |
| < 30 | Weak | 不推荐 |
### Step 6: 生成推荐理由
**关键:每个推荐必须有具体的、有说服力的理由,不能是模板套话。**
好理由 vs 坏理由:
| 坏理由(不要写) | 好理由(应该写) |
|-----------------|-----------------|
| "技术栈互补" | "源方是 Go CLI 工具,候选是 Rust 高性能计算库,可在数据处理管线协作" |
| "领域重叠" | "双方都在 NLP 领域,源方做推理优化,候选做模型量化,技术上有直接结合点" |
| "有 help-wanted" | "候选有3个关于 API 文档的 help-wanted Issue源方擅长 CLI 开发正好互补" |
### Step 7: 输出结果
1. **控制台摘要**Top 5 匹配结果表格(排名、仓库、评分、等级、一句话理由)
2. **JSON 文件**(可选):`output/collab-match-{date}.json`
3. **HTML 卡片**(可选):使用 `skills/gitlink-research/workflows/templates/collab-match.html` 模板
## 注意事项
- 推荐质量 > 数量,宁可只推荐 2 个优质匹配,不要堆砌 10 个低质量匹配
- 如果候选仓库没有实质内容(空 description、0 成员、僵尸仓库),直接跳过
- 匹配理由要用中文、短句、具体
- 如果找不到高质量匹配,诚实告知用户"当前领域在 GitLink 上暂无可协作项目"

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# 场景 3科研项目合规与复现性检查
## 目标
检查科研代码仓库的许可证合规性、信息安全风险,并评估项目的可复现性,生成评分卡报告。
## 参数
| 参数 | 必需 | 说明 |
|------|------|------|
| `--owner` | 是 | 仓库所有者 |
| `--repo` | 是 | 仓库名称 |
| `--output` | 否 | 输出文件路径 |
| `--local-path` | 否 | 本地仓库路径(用于 compliance 扫描,默认当前目录) |
## 数据收集步骤
### Step 1: 合规扫描
需要先在本地克隆的仓库目录中运行:
```bash
cd $LOCAL_REPO_PATH
gitlink-cli compliance +scan --format json
```
五个模块:
- **license**: 检测 LICENSE 文件是否存在、许可证类型
- **deps**: 检查依赖是否与许可证兼容
- **secrets**: 扫描硬编码密钥/Access Token
- **exposure**: 检测 PII邮箱、手机号和内部 URL 暴露
- **vocab**: 敏感词汇扫描
### Step 2: README 完整性
```bash
gitlink-cli api GET "raw/$OWNER/$REPO/master/README.md" --format json 2>/dev/null
```
检测以下章节是否存在(每项 0/0.5/1.0
- 项目标题与描述
- 安装说明Install/安装/Setup
- 使用说明Usage/使用/Quick Start
- 依赖声明Requirements/依赖/Dependencies
- 许可证信息
- 引用/致谢Citation/Acknowledgement/引用)
### Step 3: 依赖声明检测
```bash
gitlink-cli api GET "/v1/$OWNER/$REPO/sub_entries?ref=master" --format json
```
检测依赖文件存在性:
- `package.json` (Node.js)
- `go.mod` (Go)
- `requirements.txt` / `pyproject.toml` / `Pipfile` (Python)
- `Cargo.toml` (Rust)
- `CMakeLists.txt` / `conanfile.txt` (C/C++)
- `pom.xml` / `build.gradle` (Java)
- `Gemfile` (Ruby)
- `DESCRIPTION` (R)
- `Project.toml` (Julia)
### Step 4: 构建说明检测
- README 中搜索关键词build, install, compile, make, 构建, 安装, 编译
- 检测 Makefile / Dockerfile / docker-compose.yml 的存在
- 检测 CI 配置文件(.github/workflows/, .gitlab-ci.yml, Jenkinsfile
### Step 5: CI/CD 配置
```bash
gitlink-cli ci +builds --owner $OWNER --repo $REPO --limit 10 --format json
```
- builds 列表非空 = 有 CI 配置
- 最近构建状态 = CI 是否通过
### Step 6: 测试证据
- 检测 test/、tests/、spec/、__tests__/ 目录
- README 中搜索 test、测试、validate
- 检测测试框架文件(*_test.go, *_test.py, *.test.js, *.spec.ts
### Step 7: 数据可用性声明
- 扫描 README + 描述中的:
- URL 指向 data/ 目录
- dataset / 数据集关键词
- Zenodo / Figshare / Kaggle / HuggingFace 链接
- DOI 引用
## 复现性评分
8 维度加权评分(每维 0 / 0.5 / 1.0
| 维度 | 权重 | 评分标准 |
|------|------|---------|
| 许可证 | 15% | 1: 有 OSI 合规许可证; 0.5: 有非标准许可证; 0: 无 |
| 无密钥/PII | 15% | 1: 无发现; 0.5: 有低风险发现; 0: 发现密钥 |
| README 完整 | 15% | 1: ≥5 个必需章节; 0.5: 3-4 个; 0: <3 |
| 依赖声明 | 15% | 1: 有标准依赖文件; 0.5: README 中列出依赖; 0: 无 |
| 构建说明 | 10% | 1: 详细步骤; 0.5: 简要提及; 0: 无 |
| CI 配置 | 10% | 1: CI 存在且通过; 0.5: CI 存在但失败; 0: 无 CI |
| 测试证据 | 10% | 1: 有测试目录+说明; 0.5: 其中之一; 0: 无 |
| 数据可用性 | 10% | 1: 明确数据引用; 0.5: 隐含提及; 0: 无 |
总分 100
```
Score = SUM(dimension_score_i * weight_i) * 100
```
等级:
- **A** (>=85):优秀,高度可复现
- **B** (70-84):良好,基本可复现
- **C** (55-69):一般,部分可复现
- **D** (40-54):不足,复现困难
- **F** (<40)几乎不可复现
## 输出
1. **HTML 评分卡** (`output/reproducibility-{repo}-{date}.html`)
- 总体评分仪表盘
- 8 维度雷达图
- 各维度明细表(评分 + 证据 + 改进建议)
- 合规风险汇总
2. **Wiki Markdown** — 精简评分卡
## 可执行脚本
```bash
cd /path/to/local/repo
bash workflows/08-research-compliance.sh --owner zzx-coder --repo gitlink-cli
```
## 改进建议生成
根据评分自动生成改进建议:
| 缺失项 | 建议 |
|--------|------|
| 无 LICENSE | 建议添加 MIT/Apache-2.0/GPL-3.0 许可证 |
| 无 README | 建议添加 README 说明项目目的、安装和使用 |
| 无依赖文件 | 建议添加 package.json/go.mod/requirements.txt |
| 无 CI | 建议配置 .github/workflows 或 GitLink CI |
| 无测试 | 建议添加 unit test 和 smoke test |
| 无数据声明 | 建议说明数据集来源或生成方法 |

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# 场景 2科研热点追踪与知识图谱构建
> **执行方式AI Agent 直接执行**(无脚本,需语义理解和关系推断)
## 目标
按关键词搜索 GitLink 上的科研仓库AI 分析仓库内容后构建领域知识图谱,识别热点趋势,生成 JSON + HTML 力导向图可视化。
## 参数获取
向用户询问:
1. **关键词**(必需):逗号分隔,如 "LLM,RAG,Agent"
2. **每个关键词搜索数**(可选,默认 5最多 10
3. **是否限制组织**(可选)
## Agent 执行步骤
### Step 1: 搜索仓库
对每个关键词调用:
```bash
gitlink-cli search +repos --keyword "<keyword>" --limit <N> --format json
```
合并所有结果,按 `full_name` 去重。同一仓库可能被多个关键词命中(说明领域关联强)。
API 返回结构:`{ok, data: {projects: [...]}}`
### Step 2: 获取每个仓库的深度数据
对每个仓库(上限 20 个)获取:
```bash
gitlink-cli repo +info --owner <o> --repo <r> --format json
gitlink-cli release +list --owner <o> --repo <r> --limit 3 --format json
gitlink-cli repo +members --owner <o> --repo <r> --limit 20 --format json
```
### Step 3: AI 语义分析(核心)
**不要机械匹配,需要 AI 理解:**
1. **领域主题提取**:阅读每个仓库的 description从中提取真正的科研领域关键词不是文件后缀或框架名去重去噪
2. **仓库类型判断**:是论文复现代码 / 工具库 / 数据集 / 实验脚本 / 教学材料?
3. **趋势方向**比较各仓库的最近更新时间、Issue 活跃度,判断 rising / stable / declining
4. **关系推断**
- `has_topic`:仓库 ↔ 领域主题
- `related_to`:同一主题下的仓库对,证据写明共同主题
- `contributes_to`:成员 ↔ 仓库
- `similar_tech`:技术栈重叠的仓库对
### Step 4: 构建知识图谱 JSON
按以下结构输出到 `output/knowledge-graph-{date}.json`
```json
{
"metadata": {
"generated_at": "<ISO时间>",
"search_keywords": ["关键词列表"],
"total_repos_scanned": <数字>,
"total_contributors_found": <数字>,
"total_edges_inferred": <数字>
},
"nodes": [
{"id": "topic:<keyword>", "type": "topic", "label": "<关键词>", "category": 2, "symbolSize": 30},
{"id": "repo:<owner>/<repo>", "type": "repo", "label": "<repo名>",
"desc": "<描述截断100字>", "stars": <数字>, "language": "<语言>",
"hotness": <评分>, "trend": "rising|stable|declining",
"category": 0, "symbolSize": <15+hotness*0.5>},
{"id": "contributor:<login>", "type": "contributor", "label": "<login>",
"category": 1, "symbolSize": 20}
],
"edges": [
{"source": "repo:...", "target": "topic:...", "type": "has_topic", "weight": 1.0, "evidence": "关键词匹配"},
{"source": "repo:...", "target": "repo:...", "type": "related_to", "weight": 0.5, "evidence": "共同主题: LLM"},
{"source": "contributor:...", "target": "repo:...", "type": "contributes_to", "weight": 0.8}
]
}
```
### Step 5: 生成 HTML 可视化
使用 `workflows/templates/knowledge-graph.html` 模板,替换以下占位符:
| 占位符 | 内容 |
|--------|------|
| `{{REPORT_DATE}}` | 当前日期 |
| `{{KEYWORDS}}` | 搜索关键词串 |
| `{{TOTAL_REPOS}}` | 仓库节点数 |
| `{{TOTAL_CONTRIBUTORS}}` | 贡献者节点数 |
| `{{TOTAL_TOPICS}}` | 主题节点数 |
| `{{TOTAL_EDGES}}` | 关系边总数 |
| `{{GRAPH_NODES}}` | nodes JSON紧凑格式 |
| `{{GRAPH_EDGES}}` | edges JSON紧凑格式 |
| `{{TABLE_ROWS}}` | 热度排行 HTML `<tr>` 行 |
| `{{HOTTEST_REPO}}` | 热度最高的仓库名 |
模板路径:`skills/gitlink-research/workflows/templates/knowledge-graph.html`
### Step 6: 输出摘要
用中文展示:
- 搜索了哪些关键词,找到几个仓库
- 热度 Top 5 排行榜(仓库名 + 热度 + 语言 + 趋势方向)
- 知识图谱规模:节点数、关系边数
- 主要发现:这个领域的活跃度/主流技术/热门方向
## 热度估算逻辑
由于 API 不直接返回 30 天数据,用以下方式估算:
```
hotness = stars*0.15 + forks*0.10 + open_issues*0.20 + member_count*0.20
+ releases*0.15 + (recency_30d?100:recency_90d?50:10)*0.20
```
趋势:最近 30 天更新 → rising30-90 天 → stable>90 天 → declining
## 注意事项
- 温度由 AI 判断,不要机械套公式
- 边标签evidence要有意义不能只是"共同主题"这种空泛表述
- 主题列表控制在 10 个以内,质量胜于数量
- 如果模板文件不存在,直接用内联 HTML 生成

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# 场景 5科研进度智能跟踪与预警
## 目标
跟踪科研项目的开发进度,检测异常信号,生成周报和早期预警。
## 参数
| 参数 | 必需 | 说明 |
|------|------|------|
| `--owner` | 是 | 仓库所有者 |
| `--repo` | 是 | 仓库名称 |
| `--org` | 否 | 组织名称(多仓库模式) |
| `--weeks` | 否 | 回溯周数(默认 4 |
| `--output` | 否 | 输出文件路径 |
## 数据收集步骤
### Step 1: Issue 数据
```bash
gitlink-cli issue +list --owner $OWNER --repo $REPO --state open --limit 100 --format json
gitlink-cli issue +list --owner $OWNER --repo $REPO --state closed --limit 100 --format json
```
提取:
- 每个 Issue 的状态、创建时间、更新时间、标签
- 按周统计创建数/关闭数
- 识别停滞 Issueopen + 60天无更新
- 识别未分配 Issue
### Step 2: PR 数据
```bash
gitlink-cli pr +list --owner $OWNER --repo $REPO --state merged --limit 100 --format json
gitlink-cli pr +list --owner $OWNER --repo $REPO --state open --limit 50 --format json
```
提取:
- 按周统计合并数/新建数
- 开放 PR 的平均年龄
- PR 瓶颈检测:开放 > 5 且平均年龄 > 14 天
### Step 3: Release 数据
```bash
gitlink-cli release +list --owner $OWNER --repo $REPO --limit 20 --format json
```
- 计算发布间隔
- 检测长期无发布(> 180 天)
### Step 4: CI 数据
```bash
gitlink-cli ci +builds --owner $OWNER --repo $REPO --limit 20 --format json
```
- 构建成功率
- 最近失败次数
### Step 5: 多仓库模式(可选)
如果指定 `--org`
```bash
gitlink-cli repo +list --user $ORG --limit 50 --format json
```
对每个仓库执行 Step 1-4生成聚合报告。
## 健康评分
```
Health = issue_velocity * 0.30
+ pr_merge_rate * 0.25
+ milestone_ok * 0.25
+ release_cadence * 0.10
+ activity_trend * 0.10
```
### issue_velocity
```
velocity = issues_closed_28d / 28
score = min(velocity / 1.0, 1.0) # 目标:日均关闭 1 个 Issue
```
### pr_merge_rate
```
score = merged_prs_90d / max(total_prs_90d, 1)
```
### release_cadence
```
interval = avg_days_between_last_3_releases
score = interval <= 30 ? 1.0 : interval <= 90 ? 0.5 : interval <= 180 ? 0.2 : 0
```
### activity_trend
```
trend = (activity_this_month - activity_last_month) / max(activity_last_month, 1)
score = clamp(trend + 0.5, 0, 1)
```
## 异常检测规则
| 异常类型 | 触发条件 | 严重程度 |
|----------|---------|---------|
| 🔴 Issue 停滞 | open > 60 天,无更新 > 14 天 | Warning |
| 🔴 里程碑逾期 | 超过截止日期progress < 100% | Critical |
| 🟡 活动骤降 | 月活动量环比下降 > 50% | Warning |
| 🟡 PR 积压 | open PRs > 5, avg_age > 14 天 | Warning |
| 🟠 长期无发布 | 距上次 release > 180 天 | Info |
| 🟠 CI 持续失败 | 最近 5 次构建中 ≥ 3 次失败 | Warning |
| 🟢 无人认领 | 未分配 Issue > 总数 30% | Info |
## 输出
1. **HTML 周报** (`output/progress-weekly-{date}.html`)
- 健康评分仪表盘
- Issue/PR 流速趋势折线图4 周窗口)
- 开放 vs 关闭 Issue 堆叠柱状图
- Release 时间线
- 异常预警表(严重程度着色)
2. **Wiki Markdown** — 周报摘要 + 异常列表
3. **控制台摘要** — 关键指标一目了然
## 可执行脚本
```bash
# 单仓库
bash workflows/10-research-progress.sh --owner zzx-coder --repo gitlink-cli
# 多仓库(组织)
bash workflows/10-research-progress.sh --org zzx-coder --weeks 4
```
## 风险管理建议
对于检测到的异常,自动生成建议:
| 异常 | 建议 |
|------|------|
| Issue 停滞 | 重新评估优先级,关闭或推进;通知负责人 |
| 里程碑逾期 | 重新规划里程碑时间表;拆分为更小的子任务 |
| 活动骤降 | 检查团队是否有阻塞因素;组织一次同步会议 |
| PR 积压 | 安排 Code Review 时间;简化 PR 粒度 |
| 长期无发布 | 考虑发布当前 master 的最小可用版本 |
| CI 持续失败 | 优先修复 CI暂时阻止新 PR 合并直到 CI 恢复 |

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@ -0,0 +1,150 @@
# 场景 1仓库级科研项目洞察
## 目标
对单个 GitLink 仓库进行深度分析,生成综合项目画像报告,包括项目定位、技术栈、活动健康、贡献者网络和热度评分。
## 参数
| 参数 | 必需 | 说明 |
|------|------|------|
| `--owner` | 是 | 仓库所有者 |
| `--repo` | 是 | 仓库名称 |
| `--output` | 否 | 输出文件路径 |
## 数据收集步骤
### Step 1: 仓库元数据
```bash
gitlink-cli repo +info --owner $OWNER --repo $REPO --format json
```
提取name, description, language, stars_count, forks_count, open_issues_count, updated_at, created_at, owner 信息
### Step 2: 技术栈检测
```bash
gitlink-cli api GET "/v1/$OWNER/$REPO/sub_entries?ref=master" --format json
```
扫描根目录文件,匹配技术生态文件:
- `go.mod` → Go
- `package.json` → Node.js
- `requirements.txt` / `pyproject.toml` / `setup.py` / `setup.cfg` → Python
- `Cargo.toml` → Rust
- `CMakeLists.txt` / `Makefile` → C/C++
- `pom.xml` / `build.gradle` / `build.gradle.kts` → Java/Kotlin
- `Gemfile` → Ruby
- `CITATION.cff` → 有引文文件(科研加分项)
同时统计文件扩展名分布(.py, .js, .go, .rs, .java, .r, .ipynb 等)
### Step 3: 项目定位提取
```bash
gitlink-cli api GET "raw/$OWNER/$REPO/master/README.md" --format json 2>/dev/null
```
- 截取 README 前 2000 字符
- 提取一级/二级标题作为结构摘要
- 扫描关键词research, paper, experiment, dataset, model, benchmark, 研究, 实验, 数据, 模型
- 扫描 DOI 链接:`10.\d{4,}/[\w.\-/]+`
### Step 4: 活动健康指标
```bash
# Issue 数据
gitlink-cli issue +list --owner $OWNER --repo $REPO --state open --limit 100 --format json
gitlink-cli issue +list --owner $OWNER --repo $REPO --state closed --limit 100 --format json
# PR 数据
gitlink-cli pr +list --owner $OWNER --repo $REPO --state merged --limit 100 --format json
gitlink-cli pr +list --owner $OWNER --repo $REPO --state open --limit 50 --format json
# Release 数据
gitlink-cli release +list --owner $OWNER --repo $REPO --limit 20 --format json
# CI 数据
gitlink-cli ci +builds --owner $OWNER --repo $REPO --limit 20 --format json
```
指标计算:
- Issue 流速:最近 30/90 天创建和关闭的 Issue 数
- PR 合并率merged / (merged + closed)
- 发布频率:最近 3 次发布的间隔天数
- CI 通过率:成功构建数 / 总构建数
- 平均 Issue 响应时间(估算)
### Step 5: 贡献者网络
```bash
gitlink-cli repo +members --owner $OWNER --repo $REPO --limit 50 --format json
```
- 提取所有贡献者列表
- 从 Issue/PR 数据中提取贡献者共现关系
- 构建合作邻接矩阵(两个贡献者参与同一 Issue/PR 则建立边)
## 热度评分公式
```
Hotness = stars_norm * 0.15
+ forks_norm * 0.10
+ issues_30d * 0.20
+ prs_30d * 0.20
+ releases_90d * 0.15
+ commits_30d * 0.10
+ recency * 0.10
```
其中各项均归一化到 0-100
- stars_norm = min(stars / max_repo_stars * 100, 100)
- recency = updated_within_30d ? 100 : (updated_within_90d ? 50 : 10)
热度等级Hot (>=50) / Warm (30-49) / Cool (<30)
## 输出
1. **HTML 报告** (`output/research-insights-{repo}-{date}.html`)
- 摘要卡片名称、语言、星标、Fork、热度评分
- 技术栈饼图
- 活动时间线折线图
- 贡献者网络力导向图
- 健康评分仪表盘
2. **Wiki Markdown** — 精简版报告发布到 GitLink Wiki
```bash
gitlink-cli wiki +create --owner $OWNER --repo $REPO \
--title "[Research:Insights] $REPO 项目洞察 $(date +%Y-%m-%d)" \
--content "$WIKI_CONTENT"
```
## 可执行脚本
直接运行 `workflows/06-research-insights.sh`
```bash
bash workflows/06-research-insights.sh --owner zzx-coder --repo gitlink-cli
```
---
## 场景 1 补充:科研项目画像维度
除了基础的项目洞察外,针对科研项目增加以下分析维度:
### 科研特征识别
从 README、描述和代码中识别科研特征
| 特征 | 检测方式 |
|------|---------|
| 引用论文 | DOI 模式 `10.\d{4,}/` |
| 数据集 | data/ 目录、dataset 关键词、Zenodo/Figshare 链接 |
| 实验脚本 | scripts/ 目录、run_experiment、train、evaluate 关键词 |
| 基准测试 | benchmark/ 目录、benchmark 关键词 |
| Jupyter Notebooks | .ipynb 文件存在 |
| 预训练模型 | .pt/.pth/.h5/.onnx 文件或 model/checkpoint 目录 |
| Docker | Dockerfile 或 docker-compose.yml |
| 结果可视化 | 图片目录、图表关键词 |
### 科研影响力量化
```
Research Impact = 0.30 * citation_count_estimate
+ 0.25 * dataset_availability
+ 0.20 * paper_links
+ 0.15 * fork_productivityfork 后是否产生新研究)
+ 0.10 * cross_repo_references
```

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@ -1,7 +1,7 @@
---
name: gitlink-workflows
version: 1.0.0
description: "GitLink 自动化工作流总入口提供社区运营、代码审查、项目初始化、多仓库协同、贡献者成长、Release Notes 等自动化功能的选择菜单。"
version: 1.1.0
description: "GitLink 自动化工作流总入口提供社区运营、代码审查、项目初始化、多仓库协同、贡献者成长、Release Notes、科研辅助等自动化功能的选择菜单。"
metadata:
requires:
bins: ["gitlink-cli"]
@ -11,6 +11,20 @@ metadata:
- "自动化"
- "帮我跑"
- "执行"
- "科研"
- "research"
- "论文"
- "citation"
- "知识图谱"
- "knowledge graph"
- "热点追踪"
- "合规检查"
- "复现性"
- "reproducibility"
- "协作匹配"
- "进度跟踪"
- "项目洞察"
- "引用格式"
---
# gitlink-workflows自动化工作流总入口
@ -21,7 +35,9 @@ metadata:
## 功能菜单
当用户说"工作流"、"自动化"、"帮我跑"等触发词时,展示以下菜单让用户选择:
当用户说"工作流"、"自动化"、"帮我跑"等触发词时,展示以下菜单让用户选择。
当用户说"科研"、"论文"、"知识图谱"、"合规检查"等触发词时,直接跳转到科研辅助菜单。
```
====== GitLink 自动化工作流 ======
@ -46,7 +62,10 @@ metadata:
6. Release Notes 生成
→ 收集 commits/PR/Issue、分类整理、生成 Notes
请输入编号1-6或功能名称
7. 科研辅助系统 🆕
→ 项目洞察、热点追踪、合规复现、协作匹配、进度预警、论文引用
请输入编号1-7或功能名称
```
## 用户输入 → 工作流映射
@ -59,6 +78,7 @@ metadata:
| `4` 或 "多仓库" | 读取 `workflow-multi-repo.md` |
| `5` 或 "贡献者" | 读取 `workflow-contributor-growth.md` |
| `6` 或 "Release Notes" | 读取 `workflow-release-notes.md` |
| `7` 或 "科研" / "科研辅助" | 读取 `gitlink-research` Skill → 展示科研辅助菜单 |
## 执行流程
@ -81,6 +101,7 @@ metadata:
| 多仓库协同 | [`workflow-multi-repo.md`](../skills/gitlink-workflow/references/workflow-multi-repo.md) |
| 贡献者成长 | [`workflow-contributor-growth.md`](../skills/gitlink-workflow/references/workflow-contributor-growth.md) |
| Release Notes | [`workflow-release-notes.md`](../skills/gitlink-workflow/references/workflow-release-notes.md) |
| 科研辅助 | [`SKILL.md`](../skills/gitlink-research/SKILL.md) — GitLink 科研辅助系统总入口 |
## 快捷触发
@ -94,6 +115,12 @@ metadata:
| "看看组织下所有仓库" | `workflow-multi-repo` |
| "生成贡献者排行榜" | `workflow-contributor-growth` |
| "生成 Release Notes" | `workflow-release-notes` |
| "分析这个仓库的科研价值" | `gitlink-research` 场景 1 |
| "帮我追踪 NLP 热点" | `gitlink-research` 场景 2 |
| "检查项目的可复现性" | `gitlink-research` 场景 3 |
| "找科研合作者" | `gitlink-research` 场景 4 |
| "看看项目进度有没有风险" | `gitlink-research` 场景 5 |
| "生成这个项目的论文引用" | `gitlink-research` 场景 6 |
## 参数说明
@ -115,3 +142,4 @@ metadata:
- [gitlink-shared](../skills/gitlink-shared/SKILL.md) — 认证和全局参数
- [gitlink-workflow](../skills/gitlink-workflow/SKILL.md) — AI 工作流详情
- [gitlink-changelog](../skills/gitlink-changelog/SKILL.md) — Release Notes 生成
- [gitlink-research](../skills/gitlink-research/SKILL.md) — GitLink 科研辅助系统6 大场景)

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@ -0,0 +1,92 @@
# GitLink 科研辅助 — 场景 1仓库级科研项目洞察 (PowerShell)
param(
[string]$Owner, [string]$Repo, [string]$Output = "",
[switch]$NoWiki, [switch]$DryRun
)
$ScriptDir = Split-Path -Parent $MyInvocation.MyCommand.Path
Import-Module "$ScriptDir\lib\common.psm1" -Force
$ErrorActionPreference = "Continue"
Check-Auth
$resolved = Resolve-OwnerRepo -Owner $Owner -Repo $Repo
$Owner = $resolved.Owner; $Repo = $resolved.Repo
$Today = Get-Date -Format "yyyy-MM-dd"
$OutputDir = Join-Path $ScriptDir "..\output"
if (-not (Test-Path $OutputDir)) { New-Item -ItemType Directory -Path $OutputDir -Force | Out-Null }
$OutputFile = if ($Output) { $Output } else { Join-Path $OutputDir "research-insights-${Repo}-${Today}.html" }
Log-Title "GitLink 科研辅助 — 仓库级项目洞察"
# 1. Repo metadata
Log-Step "1/6 获取仓库元数据..."
$repoJson = Invoke-GLCheck @("repo", "+info", "--owner", $Owner, "--repo", $Repo)
$repoName = $repoJson.data.name ?? $repoJson.data.full_name ?? $Repo
$repoDesc = $repoJson.data.description ?? "No description"
$repoLang = $repoJson.data.language ?? "Unknown"
$stars = [int]($repoJson.data.stars_count ?? $repoJson.data.stars ?? 0)
$forks = [int]($repoJson.data.forks_count ?? $repoJson.data.forks ?? 0)
$openIssues = [int]($repoJson.data.open_issues_count ?? 0)
$updatedAt = $repoJson.data.updated_at ?? ""
Log-Info " 名称: $repoName | 语言: $repoLang | Stars: $stars"
# 2. Issues
Log-Step "2/6 收集 Issue 数据..."
$openIssuesJson = Invoke-GL @("issue", "+list", "--owner", $Owner, "--repo", $Repo, "--state", "open", "--limit", "100")
$closedIssuesJson = Invoke-GL @("issue", "+list", "--owner", $Owner, "--repo", $Repo, "--state", "closed", "--limit", "100")
$totalOpen = if ($openIssuesJson.ok) { @($openIssuesJson.data.issues ?? $openIssuesJson.data).Count } else { 0 }
$totalClosed = if ($closedIssuesJson.ok) { @($closedIssuesJson.data.issues ?? $closedIssuesJson.data).Count } else { 0 }
# 3. PRs
Log-Step "3/6 收集 PR 数据..."
$mergedPrsJson = Invoke-GL @("pr", "+list", "--owner", $Owner, "--repo", $Repo, "--state", "merged", "--limit", "100")
$openPrsJson = Invoke-GL @("pr", "+list", "--owner", $Owner, "--repo", $Repo, "--state", "open", "--limit", "50")
$totalMerged = if ($mergedPrsJson.ok) { @($mergedPrsJson.data.issues ?? $mergedPrsJson.data.pulls ?? $mergedPrsJson.data).Count } else { 0 }
$totalOpenPrs = if ($openPrsJson.ok) { @($openPrsJson.data.issues ?? $openPrsJson.data.pulls ?? $openPrsJson.data).Count } else { 0 }
# 4. Releases
Log-Step "4/6 收集 Release 数据..."
$releasesJson = Invoke-GL @("release", "+list", "--owner", $Owner, "--repo", $Repo, "--limit", "20")
$releaseCount = if ($releasesJson.ok) { @($releasesJson.data).Count } else { 0 }
# 5. CI
Log-Step "5/6 收集 CI 数据..."
$ciJson = Invoke-GL @("ci", "+builds", "--owner", $Owner, "--repo", $Repo, "--limit", "20")
$ciBuilds = if ($ciJson.ok) { @($ciJson.data).Count } else { 0 }
# 6. Members
Log-Step "6/6 获取贡献者..."
$membersJson = Invoke-GL @("repo", "+members", "--owner", $Owner, "--repo", $Repo, "--limit", "50")
$memberCount = if ($membersJson.ok) {
$d = if ($membersJson.data.members) { $membersJson.data.members } else { $membersJson.data }
if ($d -is [array]) { $d.Count } else { 0 }
} else { 0 }
# Hotness calculation
$starsNorm = [Math]::Min($stars / 1000 * 100, 100)
$forksNorm = [Math]::Min($forks / 200 * 100, 100)
$issuesScore = [Math]::Min($totalOpen / 50 * 100, 100)
$prsScore = [Math]::Min(($totalMerged + $totalOpenPrs) / 30 * 100, 100)
$relScore = [Math]::Min($releaseCount / 10 * 100, 100)
$daysSince = if ($updatedAt) { try { ((Get-Date) - [DateTime]$updatedAt.Substring(0, 10)).Days } catch { 365 } } else { 365 }
$recency = if ($daysSince -le 30) { 100 } elseif ($daysSince -le 90) { 50 } else { 10 }
$hotness = [Math]::Round($starsNorm * 0.15 + $forksNorm * 0.10 + $issuesScore * 0.20 + $prsScore * 0.20 + $relScore * 0.15 + $recency * 0.10, 1)
$prMergeRate = if (($totalMerged + $totalOpenPrs) -gt 0) { [Math]::Round($totalMerged / ($totalMerged + $totalOpenPrs) * 100, 1) } else { 0 }
Log-Ok "热度评分: ${hotness}/100"
Log-Info " Issues: $totalOpen 开放 / $totalClosed 关闭"
Log-Info " PR 合并率: ${prMergeRate}% | Releases: $releaseCount | 贡献者: $memberCount"
# Summary output
Divider
Write-Host "====== 报告摘要 ======" -ForegroundColor White
Write-Host " 仓库: $Owner/$Repo"
Write-Host " 语言: $repoLang"
Write-Host " 热度评分: $hotness/100"
Write-Host " Issues: $totalOpen 开放 / $totalClosed 关闭"
Write-Host " PR 合并率: ${prMergeRate}%"
Write-Host " 贡献者: $memberCount"
Divider
Log-Ok "分析完成"

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@ -0,0 +1,521 @@
#!/usr/bin/env bash
# ============================================================
# GitLink 科研辅助 — 场景 1仓库级科研项目洞察
# ============================================================
# 对单个 GitLink 仓库深度分析:项目定位、技术栈、活动健康、
# 贡献者网络、热度评分,生成综合 HTML 报告 + Wiki 页面
# ============================================================
set -euo pipefail
trap '' PIPE
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
source "$SCRIPT_DIR/../lib/common.sh"
# ── Configuration ────────────────────────────────────────────────────
OUTPUT_DIR="${SCRIPT_DIR}/../../output"
OUTPUT_FILE=""
PUBLISH_WIKI="true"
usage() {
cat <<'EOF'
Usage: 06-research-insights.sh --owner <owner> --repo <repo> [options]
Options:
--owner <owner> Repository owner (required)
--repo <repo> Repository name (required)
--output <file> Output HTML file path (default: output/research-insights-{repo}-{date}.html)
--no-wiki Skip publishing to Wiki
--dry-run Preview mode
Examples:
06-research-insights.sh --owner zzx-coder --repo gitlink-cli
EOF
exit 0
}
parse_common_args "$@"
while [[ $# -gt 0 ]]; do
case "$1" in
--output) OUTPUT_FILE="$2"; shift 2 ;;
--no-wiki) PUBLISH_WIKI="false"; shift ;;
*) shift ;;
esac
done
# ── Helper: count array elements in JSON ──────────────────────────────
json_count() {
echo "$1" | jq -r "$2 | length" 2>/dev/null || echo "0"
}
# ── Helper: extract keywords from text ────────────────────────────────
extract_topics() {
local text="$1"
local topics=""
for kw in "machine learning" "deep learning" "neural network" "NLP" "computer vision" \
"reinforcement learning" "GAN" "transformer" "LLM" "RAG" "agent" \
"bioinformatics" "genomics" "computational biology" "drug discovery" \
"robotics" "autonomous" "simulation" "optimization" "benchmark" \
"dataset" "pre-trained" "fine-tuning" "distributed" "federated" \
"graph neural" "knowledge graph" "recommender" "anomaly detection" \
"scientific computing" "high performance" "HPC" "quantum" \
"climate" "weather" "physics" "chemistry" "materials" \
"machine learning" "深度学习" "神经网络" "自然语言" "计算机视觉" \
"机器学习" "强化学习" "大语言模型" "知识图谱" "推荐系统"; do
if echo "$text" | grep -qi "$kw"; then
topics="${topics}${kw}, "
fi
done
echo "${topics%, }"
}
# ── Main ─────────────────────────────────────────────────────────────
main() {
log_title "GitLink 科研辅助 — 仓库级项目洞察"
check_auth
require_owner_repo
local today
today=$(date_today)
mkdir -p "$OUTPUT_DIR"
local REPO_FULL="${OWNER}/${REPO}"
OUTPUT_FILE="${OUTPUT_FILE:-${OUTPUT_DIR}/research-insights-${REPO}-${today}.html}"
# ═══ Step 1: Repo Metadata ═══
log_step "1/6 获取仓库元数据..."
local repo_json
repo_json=$(gl_check repo +info --owner "$OWNER" --repo "$REPO")
local repo_name repo_desc repo_lang stars forks open_issues created_at updated_at
repo_name=$(json_get "$repo_json" '.data.name // .data.full_name // "'"$REPO"' "')
repo_desc=$(json_get "$repo_json" '.data.description // "No description"')
repo_lang=$(json_get "$repo_json" '.data.language // "Unknown"')
stars=$(json_get "$repo_json" '.data.stars_count // .data.stars // 0')
forks=$(json_get "$repo_json" '.data.forks_count // .data.forks // 0')
open_issues=$(json_get "$repo_json" '.data.open_issues_count // .data.open_issues // 0')
created_at=$(json_get "$repo_json" '.data.created_at // ""')
updated_at=$(json_get "$repo_json" '.data.updated_at // ""')
log_info " 名称: $repo_name"
log_info " 语言: $repo_lang"
log_info " Stars: $stars | Forks: $forks | Open Issues: $open_issues"
# ═══ Step 2: Tech Stack Detection ═══
log_step "2/6 检测技术栈..."
local tech_stack="" file_count=0
# Tech stack from repo language (API-based file listing not available on GitLink)
tech_stack="$repo_lang"
local research_features=""
local names_list="" ext_counts="" file_count=0
# Attempt to get file listing via repo info (limited info available)
local sub_json
sub_json=$(gl_run api GET "/v1/$OWNER/$REPO/sub_entries?ref=master" 2>/dev/null)
# sub_entries may return HTML page if API not available; guard carefully
if [[ "$(json_ok "$sub_json")" == "true" ]]; then
# Check if .data is actually an array (not HTML string)
local data_type
data_type=$(echo "$sub_json" | jq -r '(.data | type) // "string"' 2>/dev/null)
if [[ "$data_type" == "array" ]]; then
file_count=$(json_count "$sub_json" '.data')
ext_counts=$(echo "$sub_json" | jq -r '.data[].name // empty' 2>/dev/null | awk -F. '{if(NF>1) print $NF}' | sort | uniq -c | sort -rn | head -15)
names_list=$(echo "$sub_json" | jq -r '.data[].name // empty' 2>/dev/null)
local ecosystem=""
if echo "$names_list" | grep -q "go.mod"; then ecosystem="$ecosystem Go"; fi
if echo "$names_list" | grep -q "package.json"; then ecosystem="$ecosystem Node.js"; fi
if echo "$names_list" | grep -qE "requirements.txt|pyproject.toml|setup.py|setup.cfg|Pipfile"; then ecosystem="$ecosystem Python"; fi
if echo "$names_list" | grep -q "Cargo.toml"; then ecosystem="$ecosystem Rust"; fi
if echo "$names_list" | grep -q "CMakeLists.txt"; then ecosystem="$ecosystem C/C++"; fi
if echo "$names_list" | grep -qE "pom.xml|build.gradle"; then ecosystem="$ecosystem Java/Kotlin"; fi
if echo "$names_list" | grep -q "CITATION.cff"; then ecosystem="$ecosystem +CITATION.cff"; fi
tech_stack=$(echo "$ecosystem" | sed 's/^ *//')
[[ -z "$tech_stack" ]] && tech_stack="$repo_lang"
# Detect research features
if echo "$names_list" | grep -qE "Dockerfile|docker-compose"; then research_features="$research_features Docker"; fi
if echo "$names_list" | grep -qE "^data/|^datasets/"; then research_features="$research_features 数据集目录"; fi
if echo "$names_list" | grep -q "\.ipynb"; then research_features="$research_features Jupyter"; fi
if echo "$names_list" | grep -qE "^scripts/|^experiments/"; then research_features="$research_features 实验脚本"; fi
fi
fi
log_info " 技术栈: ${tech_stack:-未知}"
# ═══ Step 3: Project Positioning ═══
log_step "3/6 提取项目定位..."
local readme_text="" project_topics="" doi_found=""
readme_text=$(gl_run api GET "raw/$OWNER/$REPO/master/README.md" 2>/dev/null)
if [[ "$(json_ok "$readme_text")" == "true" ]]; then
readme_text=$(echo "$readme_text" | jq -r '.data // ""' 2>/dev/null)
else
readme_text=""
fi
project_topics=$(extract_topics "$repo_desc $readme_text")
doi_found=$(echo "$repo_desc $readme_text" | grep -oE '10\.[0-9]{4,}/[a-zA-Z0-9._\-/]+' | head -1 || echo "")
log_info " 领域关键词: ${project_topics:-未检测到}"
[[ -n "$doi_found" ]] && log_info " DOI: $doi_found"
# ═══ Step 4: Activity Health ═══
log_step "4/6 计算活动健康指标..."
# Issues
local open_issues_json closed_issues_json
open_issues_json=$(gl_run issue +list --owner "$OWNER" --repo "$REPO" --state open --limit 100)
closed_issues_json=$(gl_run issue +list --owner "$OWNER" --repo "$REPO" --state closed --limit 100)
local total_open total_closed
total_open=0; total_closed=0
if [[ "$(json_ok "$open_issues_json")" == "true" ]]; then
total_open=$(json_count "$open_issues_json" '(.data.issues // .data)')
fi
if [[ "$(json_ok "$closed_issues_json")" == "true" ]]; then
total_closed=$(json_count "$closed_issues_json" '(.data.issues // .data)')
fi
# PRs
local merged_prs_json open_prs_json
merged_prs_json=$(gl_run pr +list --owner "$OWNER" --repo "$REPO" --state merged --limit 100)
open_prs_json=$(gl_run pr +list --owner "$OWNER" --repo "$REPO" --state open --limit 50)
local total_merged=0 total_open_prs=0
if [[ "$(json_ok "$merged_prs_json")" == "true" ]]; then
total_merged=$(json_count "$merged_prs_json" '(.data.issues // .data.pulls // .data)')
fi
if [[ "$(json_ok "$open_prs_json")" == "true" ]]; then
total_open_prs=$(json_count "$open_prs_json" '(.data.issues // .data.pulls // .data)')
fi
# Releases
local releases_json release_count=0
releases_json=$(gl_run release +list --owner "$OWNER" --repo "$REPO" --limit 20)
if [[ "$(json_ok "$releases_json")" == "true" ]]; then
release_count=$(json_count "$releases_json" '.data.releases')
fi
# CI
local ci_json ci_builds=0 ci_success=0
ci_json=$(gl_run ci +builds --owner "$OWNER" --repo "$REPO" --limit 20)
if [[ "$(json_ok "$ci_json")" == "true" ]]; then
ci_builds=$(json_count "$ci_json" '.data')
ci_success=$(echo "$ci_json" | jq -r '[.data[] | select(.status == "success" or .status == "completed")] | length' 2>/dev/null || echo "0")
fi
local pr_merge_rate=0
if [[ $((total_merged + total_open_prs)) -gt 0 ]]; then
pr_merge_rate=$(awk "BEGIN { printf \"%.1f\", $total_merged / ($total_merged + $total_open_prs) * 100 }")
fi
local ci_pass_rate=0
if [[ $ci_builds -gt 0 ]]; then
ci_pass_rate=$(awk "BEGIN { printf \"%.1f\", $ci_success / $ci_builds * 100 }")
fi
log_info " Issues: $total_open 开放 / $total_closed 已关闭"
log_info " PRs: $total_open_prs 开放 / $total_merged 已合并 (合并率: ${pr_merge_rate}%)"
log_info " Releases: $release_count | CI 通过率: ${ci_pass_rate}%"
# ═══ Step 5: Contributor Network ═══
log_step "5/6 构建贡献者网络..."
local members_json member_count=0 members_list="[]"
members_json=$(gl_run repo +members --owner "$OWNER" --repo "$REPO" --limit 50)
if [[ "$(json_ok "$members_json")" == "true" ]]; then
member_count=$(json_count "$members_json" '(.data.members // .data)')
# Extract member logins as JSON array
members_list=$(echo "$members_json" | jq -c '(.data.members // .data | if type == "array" then [.[].login // .[].user.login // empty] else [] end)' 2>/dev/null || echo "[]")
fi
log_info " 贡献者数: $member_count"
# ═══ Step 6: Hotness Score ═══
log_step "6/6 计算热度评分..."
# Compute hotness
local stars_norm forks_norm issues_active prs_active releases_active recency_factor
local max_stars=1000 max_forks=200
stars_norm=$(awk "BEGIN { printf \"%.1f\", ($stars / $max_stars > 1) ? 100 : ($stars / $max_stars * 100) }")
forks_norm=$(awk "BEGIN { printf \"%.1f\", ($forks / $max_forks > 1) ? 100 : ($forks / $max_forks * 100) }")
issues_active=$total_open
[[ $issues_active -gt 50 ]] && issues_active=50
issues_active=$(awk "BEGIN { printf \"%.1f\", $issues_active / 50 * 100 }")
prs_active=$(awk "BEGIN { printf \"%.1f\", ($total_merged + $total_open_prs) / 30 * 100 }")
[[ $(echo "$prs_active > 100" | bc 2>/dev/null || echo "0") -eq 1 ]] && prs_active=100
releases_active=$(awk "BEGIN { printf \"%.1f\", $release_count / 10 * 100 }")
[[ $(echo "$releases_active > 100" | bc 2>/dev/null || echo "0") -eq 1 ]] && releases_active=100
# Recency: days since last update
local days_since_update=365
if [[ -n "$updated_at" ]]; then
days_since_update=$(days_between "${updated_at:0:10}" "$today")
[[ -z "$days_since_update" ]] && days_since_update=365
fi
if [[ $days_since_update -le 30 ]]; then recency_factor=100
elif [[ $days_since_update -le 90 ]]; then recency_factor=50
else recency_factor=10; fi
local hotness
hotness=$(weighted_sum "$stars_norm" 0.15 "$forks_norm" 0.10 "$issues_active" 0.20 "$prs_active" 0.20 "$releases_active" 0.15 0 0.10 "$recency_factor" 0.10)
hotness=$(printf "%.1f" "$hotness")
local hotness_label
if awk "BEGIN { exit ($hotness >= 50) ? 0 : 1 }"; then hotness_label="Hot"
elif awk "BEGIN { exit ($hotness >= 30) ? 0 : 1 }"; then hotness_label="Warm"
else hotness_label="Cool"; fi
log_ok "热度评分: ${hotness}/100 (${hotness_label})"
# ═══ Generate Report ═══
log_step "生成综合报告..."
# JSON data for HTML embedding
local json_data
json_data=$(cat <<JSONEOF
{
"repo": "${REPO_FULL}",
"name": "$(echo "$repo_name" | sed 's/"/\\"/g')",
"description": "$(echo "$repo_desc" | sed 's/"/\\"/g')",
"language": "${repo_lang}",
"tech_stack": "${tech_stack:-$repo_lang}",
"stars": ${stars:-0},
"forks": ${forks:-0},
"open_issues": ${open_issues:-0},
"created_at": "${created_at:0:10}",
"updated_at": "${updated_at:0:10}",
"hotness": ${hotness:-0},
"hotness_label": "${hotness_label}",
"total_open_issues": ${total_open:-0},
"total_closed_issues": ${total_closed:-0},
"total_merged_prs": ${total_merged:-0},
"total_open_prs": ${total_open_prs:-0},
"pr_merge_rate": ${pr_merge_rate:-0},
"release_count": ${release_count:-0},
"ci_builds": ${ci_builds:-0},
"ci_pass_rate": ${ci_pass_rate:-0},
"member_count": ${member_count:-0},
"research_features": "$(echo "$research_features" | sed 's/^ *//')",
"project_topics": "$(echo "$project_topics" | sed 's/"/\\"/g')",
"doi": "${doi_found}",
"days_since_update": ${days_since_update:-0},
"report_date": "${today}"
}
JSONEOF
)
# Generate HTML
if [[ "${DRY_RUN:-false}" != "true" ]]; then
cat > "$OUTPUT_FILE" <<HTMLEOF
<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>${REPO_FULL} — 科研项目洞察报告</title>
<script src="https://cdn.jsdelivr.net/npm/echarts@5.4.3/dist/echarts.min.js"></script>
<style>
* { margin: 0; padding: 0; box-sizing: border-box; }
body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f5f7fa; color: #333; }
.header { background: linear-gradient(135deg, #1a237e 0%, #283593 50%, #3949ab 100%); color: #fff; padding: 40px 30px; }
.header h1 { font-size: 28px; margin-bottom: 8px; }
.header .subtitle { opacity: 0.85; font-size: 14px; }
.container { max-width: 1200px; margin: 0 auto; padding: 20px; }
.cards { display: grid; grid-template-columns: repeat(auto-fit, minmax(200px, 1fr)); gap: 16px; margin-bottom: 24px; }
.card { background: #fff; border-radius: 12px; padding: 20px; box-shadow: 0 2px 8px rgba(0,0,0,.08); }
.card .label { font-size: 12px; color: #888; text-transform: uppercase; margin-bottom: 6px; }
.card .value { font-size: 28px; font-weight: 700; }
.card .value.hot { color: #e53935; }
.card .value.warm { color: #f57c00; }
.card .value.cool { color: #1565c0; }
.row { display: grid; grid-template-columns: 1fr 1fr; gap: 20px; margin-bottom: 24px; }
.panel { background: #fff; border-radius: 12px; padding: 24px; box-shadow: 0 2px 8px rgba(0,0,0,.08); }
.panel h2 { font-size: 18px; margin-bottom: 16px; color: #1a237e; border-bottom: 2px solid #3949ab; padding-bottom: 8px; }
.chart { width: 100%; height: 350px; }
table { width: 100%; border-collapse: collapse; }
th, td { padding: 10px 14px; text-align: left; border-bottom: 1px solid #eee; font-size: 14px; }
th { background: #f5f7fa; color: #555; font-weight: 600; }
.tag { display: inline-block; padding: 2px 10px; border-radius: 12px; font-size: 12px; margin: 2px; }
.tag.lang { background: #e3f2fd; color: #1565c0; }
.tag.research { background: #e8f5e9; color: #2e7d32; }
.tag.warn { background: #fff3e0; color: #e65100; }
.footer { text-align: center; padding: 24px; color: #999; font-size: 12px; }
@media (max-width: 768px) { .row { grid-template-columns: 1fr; } }
</style>
</head>
<body>
<div class="header">
<h1>${REPO_FULL}</h1>
<div class="subtitle">科研项目洞察报告 &mdash; ${today}</div>
</div>
<div class="container">
<div class="cards">
<div class="card">
<div class="label">热度评分</div>
<div class="value $(echo "$hotness_label" | tr '[:upper:]' '[:lower:]')">${hotness}</div>
<div class="label">${hotness_label}</div>
</div>
<div class="card">
<div class="label">Stars</div>
<div class="value">${stars}</div>
</div>
<div class="card">
<div class="label">Forks</div>
<div class="value">${forks}</div>
</div>
<div class="card">
<div class="label">贡献者</div>
<div class="value">${member_count}</div>
</div>
<div class="card">
<div class="label">开放 Issues</div>
<div class="value">${total_open}</div>
</div>
<div class="card">
<div class="label">PR 合并率</div>
<div class="value">${pr_merge_rate}%</div>
</div>
</div>
<div class="row">
<div class="panel">
<h2>项目概况</h2>
<table>
<tr><th>项目名称</th><td>${repo_name}</td></tr>
<tr><th>描述</th><td>${repo_desc}</td></tr>
<tr><th>主要语言</th><td><span class="tag lang">${repo_lang}</span></td></tr>
<tr><th>技术栈</th><td>$(echo "$tech_stack" | sed 's/ /\n/g' | while read -r t; do [[ -n "$t" ]] && echo "<span class=\"tag lang\">$t</span>"; done)</td></tr>
<tr><th>创建时间</th><td>${created_at:0:10}</td></tr>
<tr><th>最后更新</th><td>${updated_at:0:10} (${days_since_update} 天前)</td></tr>
<tr><th>科研特征</th><td>$(echo "$research_features" | sed 's/ /\n/g' | while read -r f; do [[ -n "$f" ]] && echo "<span class=\"tag research\">$f</span>"; done)</td></tr>
$( [[ -n "$doi_found" ]] && echo "<tr><th>DOI</th><td><a href=\"https://doi.org/${doi_found}\">${doi_found}</a></td></tr>" )
$( [[ -n "$project_topics" ]] && echo "<tr><th>领域主题</th><td>$(echo "$project_topics" | tr ',' '\n' | while read -r t; do [[ -n "$t" ]] && echo "<span class=\"tag lang\">$(echo $t | xargs)</span>"; done)</td></tr>" )
</table>
</div>
<div class="panel">
<h2>活动概览</h2>
<div id="activityChart" class="chart"></div>
</div>
</div>
<div class="row">
<div class="panel">
<h2>健康指标</h2>
<table>
<tr><th>指标</th><th>数值</th><th>状态</th></tr>
<tr><td>Issue 总量</td><td>${total_open} 开放 / ${total_closed} 已关闭</td><td>$( [[ $total_open -gt 20 ]] && echo "<span class=\"tag warn\">需关注</span>" || echo "<span class=\"tag research\">正常</span>" )</td></tr>
<tr><td>PR 合并率</td><td>${pr_merge_rate}%</td><td>$( awk "BEGIN { if(${pr_merge_rate} > 70) print \"<span class=\\\"tag research\\\">健康</span>\"; else print \"<span class=\\\"tag warn\\\">需改进</span>\" }" )</td></tr>
<tr><td>Release 数</td><td>${release_count}</td><td>$( [[ $release_count -gt 0 ]] && echo "<span class=\"tag research\">已发布</span>" || echo "<span class=\"tag warn\">未发布</span>" )</td></tr>
<tr><td>CI 通过率</td><td>${ci_pass_rate}% (${ci_builds} 次构建)</td><td>$( awk "BEGIN { if(${ci_pass_rate} > 80) print \"<span class=\\\"tag research\\\">稳定</span>\"; else print \"<span class=\\\"tag warn\\\">不稳定</span>\" }" )</td></tr>
<tr><td>贡献者数</td><td>${member_count} 人</td><td>$( [[ $member_count -gt 3 ]] && echo "<span class=\"tag research\">活跃社区</span>" || echo "<span class=\"tag warn\">单人项目</span>" )</td></tr>
<tr><td>活跃度</td><td>${days_since_update} 天前更新</td><td>$( [[ $days_since_update -le 30 ]] && echo "<span class=\"tag research\">活跃</span>" || echo "<span class=\"tag warn\">不活跃</span>" )</td></tr>
</table>
</div>
<div class="panel">
<h2>热度构成</h2>
<div id="hotnessChart" class="chart"></div>
</div>
</div>
</div>
<div class="footer">Generated by GitLink Research Assistant &mdash; ${today}</div>
<script>
var hotnessChart = echarts.init(document.getElementById('hotnessChart'));
hotnessChart.setOption({
tooltip: { trigger: 'item' },
legend: { bottom: 0 },
series: [{
type: 'pie',
radius: ['45%', '75%'],
label: { formatter: '{b}\n{d}%' },
data: [
{ name: 'Stars', value: ${stars_norm:-0}, itemStyle: { color: '#5470c6' } },
{ name: 'Forks', value: ${forks_norm:-0}, itemStyle: { color: '#91cc75' } },
{ name: 'Issues', value: ${issues_active:-0}, itemStyle: { color: '#fac858' } },
{ name: 'PRs', value: ${prs_active:-0}, itemStyle: { color: '#ee6666' } },
{ name: 'Releases', value: ${releases_active:-0}, itemStyle: { color: '#73c0de' } },
{ name: 'Recency', value: ${recency_factor:-0}, itemStyle: { color: '#fc8452' } }
]
}]
});
var activityChart = echarts.init(document.getElementById('activityChart'));
activityChart.setOption({
tooltip: { trigger: 'axis' },
xAxis: { type: 'category', data: ['Issues', 'PRs', 'Releases', 'CI Builds'] },
yAxis: { type: 'value' },
series: [
{ name: '开放/进行中', type: 'bar', data: [${total_open:-0}, ${total_open_prs:-0}, 0, 0], itemStyle: { color: '#fac858' } },
{ name: '已完成', type: 'bar', data: [${total_closed:-0}, ${total_merged:-0}, ${release_count:-0}, ${ci_builds:-0}], itemStyle: { color: '#91cc75' } }
]
});
</script>
</body>
</html>
HTMLEOF
log_ok "HTML 报告已生成: $OUTPUT_FILE"
else
log_warn "[DRY RUN] Would generate: $OUTPUT_FILE"
fi
# ═══ Wiki Publishing ═══
if [[ "$PUBLISH_WIKI" == "true" ]] && [[ "${DRY_RUN:-false}" != "true" ]]; then
log_step "发布到 GitLink Wiki..."
local wiki_content wiki_title
wiki_title="[Research:Insights] ${REPO} 项目洞察 ${today}"
wiki_content=$(cat <<WIKIEOF
## ${REPO_FULL} — 科研项目洞察
| 维度 | 数据 |
|------|------|
| 主要语言 | ${repo_lang} |
| 技术栈 | ${tech_stack:-$repo_lang} |
| Stars / Forks | ${stars} / ${forks} |
| 开放 Issues | ${total_open} |
| PR 合并率 | ${pr_merge_rate}% |
| Release 数量 | ${release_count} |
| 贡献者数 | ${member_count} |
| **热度评分** | **${hotness}/100 (${hotness_label})** |
### 科研特征
${research_features:-未检测到显著科研特征}
### 领域主题
${project_topics:-未检测到}
### DOI
${doi_found:-未检测到}
---
*报告生成时间:${today}*
WIKIEOF
)
local wiki_json
wiki_json=$(gl_run wiki +create --owner "$OWNER" --repo "$REPO" \
--title "$wiki_title" --content "$wiki_content")
if [[ "$(json_ok "$wiki_json")" == "true" ]]; then
log_ok "Wiki 页面已发布"
else
log_warn "Wiki 发布失败(可手动创建)"
fi
fi
# ═══ Summary ═══
echo ""
divider
log_title "报告摘要"
echo " 仓库: ${REPO_FULL}"
echo " 语言: ${repo_lang}"
echo " 技术栈: ${tech_stack:-$repo_lang}"
echo " 热度评分: ${hotness}/100 (${hotness_label})"
echo " Issues: ${total_open} 开放 / ${total_closed} 已关闭"
echo " PR 合并率: ${pr_merge_rate}%"
echo " CI 通过率: ${ci_pass_rate}%"
echo " 贡献者: ${member_count}"
echo " 科研特征: ${research_features:-}"
[[ -n "$doi_found" ]] && echo " DOI: ${doi_found}"
divider
}
main "$@"

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@ -0,0 +1,131 @@
# GitLink 科研辅助 — 场景 3合规与复现性检查 (PowerShell)
param(
[string]$Owner, [string]$Repo, [string]$LocalPath = ".",
[string]$Output = "", [switch]$NoWiki, [switch]$DryRun
)
$ScriptDir = Split-Path -Parent $MyInvocation.MyCommand.Path
Import-Module "$ScriptDir\lib\common.psm1" -Force
$ErrorActionPreference = "Continue"
Check-Auth
$resolved = Resolve-OwnerRepo -Owner $Owner -Repo $Repo
$Owner = $resolved.Owner; $Repo = $resolved.Repo
$Today = Get-Date -Format "yyyy-MM-dd"
$OutputDir = Join-Path $ScriptDir "..\output"
if (-not (Test-Path $OutputDir)) { New-Item -ItemType Directory -Path $OutputDir -Force | Out-Null }
Log-Title "GitLink 科研辅助 — 合规与复现性检查"
# Scoring: 0, 0.5, 1.0 per dimension
$dLicense = @{Score=0; Detail=""}; $dNoSecret = @{Score=0; Detail=""}
$dReadme = @{Score=0; Detail=""}; $dDeps = @{Score=0; Detail=""}
$dBuild = @{Score=0; Detail=""}; $dCI = @{Score=0; Detail=""}
$dTest = @{Score=0; Detail=""}; $dData = @{Score=0; Detail=""}
# 1. Compliance scan
Log-Step "1/7 合规扫描..."
if (Test-Path (Join-Path $LocalPath ".git")) {
Push-Location $LocalPath
$compResult = Invoke-GL @("compliance", "+scan")
Pop-Location
if ($compResult.ok) {
$licenseOk = $compResult.data.license.status ?? ""
if ($licenseOk -match "ok|clean|found") { $dLicense.Score = 1.0; $dLicense.Detail = "检测到合规许可证" }
elseif ($licenseOk -eq "warning") { $dLicense.Score = 0.5; $dLicense.Detail = "有许可证但非标准" }
else { $dLicense.Score = 0; $dLicense.Detail = "未检测到 LICENSE" }
$secCount = @($compResult.data.secrets.findings ?? @()).Count
$piiCount = @($compResult.data.exposure.findings ?? @()).Count
if ($secCount -eq 0 -and $piiCount -eq 0) { $dNoSecret.Score = 1.0; $dNoSecret.Detail = "未发现密钥/PII" }
elseif ($secCount + $piiCount -le 3) { $dNoSecret.Score = 0.5; $dNoSecret.Detail = "发现少量可疑项" }
else { $dNoSecret.Score = 0; $dNoSecret.Detail = "发现多处密钥/PII泄露" }
}
} else { Log-Warn "本地仓库路径无 .git跳过合规扫描" }
# 2. README
Log-Step "2/7 README 完整性..."
try {
$readmeResult = Invoke-GL @("api", "GET", "raw/$Owner/$Repo/master/README.md")
if ($readmeResult.ok) { $readmeText = $readmeResult.data ?? "" } else { $readmeText = "" }
} catch { $readmeText = "" }
$sectionCount = 0
foreach ($kw in @("# ", "## ", "Install", "Usage", "License", "Contribut", "Citation")) {
if ($readmeText -match $kw) { $sectionCount++ }
}
if ($sectionCount -ge 5) { $dReadme.Score = 1.0 }
elseif ($sectionCount -ge 3) { $dReadme.Score = 0.5 }
else { $dReadme.Score = 0 }
$dReadme.Detail = "README 章节数: $sectionCount"
Log-Info " $($dReadme.Detail)"
# 3. Dependencies
Log-Step "3/7 依赖声明..."
$subResult = Invoke-GL @("api", "GET", "/v1/$Owner/$Repo/sub_entries?ref=master")
$depFiles = 0
if ($subResult.ok) {
$names = @($subResult.data | ForEach-Object { $_.name ?? "" })
foreach ($df in @("package.json","go.mod","requirements.txt","pyproject.toml","Cargo.toml","CMakeLists.txt","pom.xml","build.gradle")) {
if ($names -contains $df) { $depFiles++ }
}
}
if ($depFiles -ge 1) { $dDeps.Score = 1.0 }
elseif ($readmeText -match "dependenc|requirement|依赖|install") { $dDeps.Score = 0.5 }
else { $dDeps.Score = 0 }
$dDeps.Detail = "依赖文件数: $depFiles"
# 4. Build
Log-Step "4/7 构建说明..."
$buildScore = 0
if ($readmeText -match "build|install|compile|make|构建|安装|编译") { $buildScore++ }
if ($subResult.ok -and (@($subResult.data | Where-Object { $_.name -match "Makefile|Dockerfile" })).Count -gt 0) { $buildScore++ }
if ($buildScore -ge 2) { $dBuild.Score = 1.0 } elseif ($buildScore -ge 1) { $dBuild.Score = 0.5 } else { $dBuild.Score = 0 }
$dBuild.Detail = "构建说明得分: $buildScore/2"
# 5. CI
Log-Step "5/7 CI 配置..."
$ciResult = Invoke-GL @("ci", "+builds", "--owner", $Owner, "--repo", $Repo, "--limit", "10")
$ciBuilds = if ($ciResult.ok) { @($ciResult.data).Count } else { 0 }
if ($ciBuilds -gt 0) { $dCI.Score = 1.0; $dCI.Detail = "CI 已配置 ($ciBuilds 次构建)" }
else { $dCI.Score = 0; $dCI.Detail = "无 CI 配置" }
# 6. Tests
Log-Step "6/7 测试证据..."
$testScore = 0
if ($subResult.ok) {
if (@($subResult.data | Where-Object { $_.name -match "^test/|^tests/|^spec/" }).Count -gt 0) { $testScore++ }
if (@($subResult.data | Where-Object { $_.name -match "_test\.|\.test\.|_spec\." }).Count -gt 0) { $testScore++ }
}
if ($readmeText -match "test|测试|validate") { $testScore++ }
if ($testScore -ge 3) { $dTest.Score = 1.0 } elseif ($testScore -ge 1) { $dTest.Score = 0.5 } else { $dTest.Score = 0 }
$dTest.Detail = "测试证据得分: $testScore/3"
# 7. Data
Log-Step "7/7 数据可用性..."
$dataScore = 0
if ($readmeText -match "dataset|data/|数据|zenodo|figshare|kaggle") { $dataScore++ }
if ($readmeText -match "10\.\d{4,}/[\w.\-/]+") { $dataScore++ }
if ($dataScore -ge 2) { $dData.Score = 1.0 } elseif ($dataScore -ge 1) { $dData.Score = 0.5 } else { $dData.Score = 0 }
$dData.Detail = "数据声明得分: $dataScore/2"
# Total score
$weights = @(0.15, 0.15, 0.15, 0.15, 0.10, 0.10, 0.10, 0.10)
$scores = @($dLicense.Score, $dNoSecret.Score, $dReadme.Score, $dDeps.Score, $dBuild.Score, $dCI.Score, $dTest.Score, $dData.Score)
$totalScore = 0
for ($i = 0; $i -lt 8; $i++) { $totalScore += $scores[$i] * $weights[$i] }
$totalScore = [Math]::Round($totalScore * 100, 1)
$grade = if ($totalScore -ge 85) { "A" } elseif ($totalScore -ge 70) { "B" } elseif ($totalScore -ge 55) { "C" } elseif ($totalScore -ge 40) { "D" } else { "F" }
Divider
Write-Host "====== 复现性评分卡 ======" -ForegroundColor White
Write-Host " 综合评分: $totalScore/100 — $grade"
$dims = @("许可证","无密钥/PII","README","依赖","构建","CI","测试","数据")
$dets = @($dLicense, $dNoSecret, $dReadme, $dDeps, $dBuild, $dCI, $dTest, $dData)
for ($i = 0; $i -lt 8; $i++) {
$icon = if ($scores[$i] -eq 1.0) { "OK" } elseif ($scores[$i] -eq 0.5) { "~" } else { "!!" }
Write-Host " $icon $($dims[$i]) ($([Math]::Round($scores[$i]*100))%): $($dets[$i].Detail)"
}
Divider
Log-Ok "检查完成"

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@ -0,0 +1,507 @@
#!/usr/bin/env bash
# ============================================================
# GitLink 科研辅助 — 场景 3合规与复现性检查
# ============================================================
# 8维度复现性评分许可证、密钥/PII、README、依赖声明、
# 构建说明、CI配置、测试证据、数据可用性
# 输出雷达图 + 仪表盘 HTML 评分卡
# ============================================================
set -euo pipefail
trap '' PIPE
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
source "$SCRIPT_DIR/../lib/common.sh"
# ── Configuration ────────────────────────────────────────────────────
OUTPUT_DIR="${SCRIPT_DIR}/../../output"
OUTPUT_FILE=""
LOCAL_PATH="."
usage() {
cat <<'EOF'
Usage: 08-research-compliance.sh --owner <owner> --repo <repo> [options]
Options:
--owner <owner> Repository owner (required)
--repo <repo> Repository name (required)
--local-path <path> Local repo path for compliance scan (default: .)
--output <file> Output HTML file path
--no-wiki Skip publishing to Wiki
--dry-run Preview mode
Examples:
08-research-compliance.sh --owner zzx-coder --repo gitlink-cli --local-path .
EOF
exit 0
}
parse_common_args "$@"
while [[ $# -gt 0 ]]; do
case "$1" in
--output) OUTPUT_FILE="$2"; shift 2 ;;
--local-path) LOCAL_PATH="$2"; shift 2 ;;
--no-wiki) PUBLISH_WIKI="false"; shift ;;
*) shift ;;
esac
done
PUBLISH_WIKI="${PUBLISH_WIKI:-true}"
# ── Scoring helpers ──────────────────────────────────────────────────
score_dim() {
# score_dim score weight label
awk -v s="$1" -v w="$2" 'BEGIN { printf "%.4f", s * w }'
}
# ── Main ─────────────────────────────────────────────────────────────
main() {
log_title "GitLink 科研辅助 — 合规与复现性检查"
check_auth
require_owner_repo
local today
today=$(date_today)
mkdir -p "$OUTPUT_DIR"
# Get repo metadata for description and DOI detection
local repo_json repo_desc
repo_json=$(gl_check repo +info --owner "$OWNER" --repo "$REPO")
repo_desc=$(json_get "$repo_json" '.data.description // ""')
local doi_found=""
doi_found=$(echo "$repo_desc" | grep -oE '10\.[0-9]{4,}/[a-zA-Z0-9._\-/]+' | head -1 || echo "")
local REPO_FULL="${OWNER}/${REPO}"
OUTPUT_FILE="${OUTPUT_FILE:-${OUTPUT_DIR}/reproducibility-${REPO}-${today}.html}"
# Each dimension: score (0, 0.5, 1.0), weight, label, detail
local dim_license_s=0 dim_nosecret_s=0 dim_readme_s=0 dim_deps_s=0
local dim_build_s=0 dim_ci_s=0 dim_test_s=0 dim_data_s=0
local dim_license_d="" dim_nosecret_d="" dim_readme_d="" dim_deps_d=""
local dim_build_d="" dim_ci_d="" dim_test_d="" dim_data_d=""
# ═══ Step 1: Compliance Scan ═══
log_step "1/7 合规扫描..."
local comp_json
if [[ -d "$LOCAL_PATH/.git" ]]; then
comp_json=$(cd "$LOCAL_PATH" && gl_run compliance +scan --format json 2>/dev/null)
else
log_warn "本地仓库路径无 .git 目录,跳过合规扫描"
comp_json=""
fi
if [[ "$(json_ok "$comp_json")" == "true" ]]; then
# License check
local license_ok
license_ok=$(echo "$comp_json" | jq -r '.data.license.status // "unknown"' 2>/dev/null)
if [[ "$license_ok" == "ok" || "$license_ok" == "clean" || "$license_ok" == "found" ]]; then
dim_license_s=1.0; dim_license_d="检测到合规许可证"
elif [[ "$license_ok" == "warning" ]]; then
dim_license_s=0.5; dim_license_d="有许可证但类型非标准"
else
dim_license_s=0; dim_license_d="未检测到 LICENSE 文件"
fi
# Secrets check
local secrets_count
secrets_count=$(echo "$comp_json" | jq -r '.data.secrets.findings | length // 0' 2>/dev/null)
if [[ "$secrets_count" == "0" || -z "$secrets_count" ]]; then
dim_nosecret_s=1.0; dim_nosecret_d="未发现硬编码密钥"
elif [[ "$secrets_count" -le 2 ]]; then
dim_nosecret_s=0.5; dim_nosecret_d="发现 ${secrets_count} 处可疑密钥"
else
dim_nosecret_s=0; dim_nosecret_d="发现 ${secrets_count} 处密钥泄露"
fi
# PII / Exposure
local pii_count
pii_count=$(echo "$comp_json" | jq -r '.data.exposure.findings | length // 0' 2>/dev/null)
if [[ "$pii_count" == "0" || -z "$pii_count" ]]; then
# Keep secrets score; PII clean doesn't change it
dim_nosecret_d="${dim_nosecret_d} / 无 PII 泄露"
else
dim_nosecret_d="${dim_nosecret_d} / 发现 ${pii_count} 处 PII"
if [[ ${dim_nosecret_s%%.*} -eq 1 ]]; then
dim_nosecret_s=0.5
fi
fi
log_info " License: $( [[ $dim_license_s == "1.0" ]] && echo "OK" || echo "ISSUE")"
log_info " Secrets/PII: $( [[ $dim_nosecret_s == "1.0" ]] && echo "OK" || echo "ISSUE")"
else
log_warn "合规扫描未返回有效结果,跳过该维度"
dim_license_s=0; dim_license_d="未扫描(无本地仓库)"
dim_nosecret_s=0; dim_nosecret_d="未扫描(无本地仓库)"
fi
# ═══ Step 2: README Completeness ═══
log_step "2/7 检查 README 完整性..."
local readme_text
readme_text=$(gl_run api GET "raw/$OWNER/$REPO/master/README.md" 2>/dev/null)
if [[ "$(json_ok "$readme_text")" == "true" ]]; then
readme_text=$(echo "$readme_text" | jq -r '.data // ""' 2>/dev/null)
else
readme_text=""
fi
local section_count=0 sections_found=""
for kw in "# " "## " "Install" "Usage" "License" "Contribut" "Citation" "安装" "使用" "许可" "引用"; do
if echo "$readme_text" | grep -qi "$kw"; then
section_count=$((section_count + 1))
sections_found="${sections_found}${kw}, "
fi
done
if [[ $section_count -ge 5 ]]; then
dim_readme_s=1.0; dim_readme_d="README 结构完整,含 ${section_count} 个关键章节"
elif [[ $section_count -ge 3 ]]; then
dim_readme_s=0.5; dim_readme_d="README 部分完整,${section_count} 个关键章节"
else
dim_readme_s=0; dim_readme_d="README 缺失或过于简略"
fi
log_info " README 章节数: ${section_count}"
# ═══ Step 3: Dependency Declaration ═══
log_step "3/7 检查依赖声明..."
local sub_json dep_files=0 dep_list="" names=""
sub_json=$(gl_run api GET "/v1/$OWNER/$REPO/sub_entries?ref=master")
if [[ "$(json_ok "$sub_json")" == "true" ]]; then
local data_type
data_type=$(echo "$sub_json" | jq -r '(.data | type) // "string"' 2>/dev/null)
if [[ "$data_type" == "array" ]]; then
names=$(echo "$sub_json" | jq -r '.data[].name // empty' 2>/dev/null)
fi
fi
if [[ -n "$names" ]]; then
for dep_file in "package.json" "go.mod" "requirements.txt" "pyproject.toml" \
"Cargo.toml" "CMakeLists.txt" "pom.xml" "build.gradle" "Gemfile" \
"Makefile" "DESCRIPTION" "Project.toml"; do
if echo "$names" | grep -qFx "$dep_file"; then
dep_files=$((dep_files + 1))
dep_list="${dep_list}${dep_file}, "
fi
done
fi
if [[ $dep_files -ge 1 ]]; then
dim_deps_s=1.0; dim_deps_d="有标准依赖文件: ${dep_list%, }"
elif echo "$readme_text" | grep -qiE "dependenc|requirement|依赖|安装|install"; then
dim_deps_s=0.5; dim_deps_d="README 中提及依赖"
else
dim_deps_s=0; dim_deps_d="无依赖声明"
fi
log_info " 依赖文件数: ${dep_files}"
# ═══ Step 4: Build Instructions ═══
log_step "4/7 检查构建说明..."
local build_score=0
# Check README for build keywords
if echo "$readme_text" | grep -qiE "build|install|compile|make|构建|安装|编译|run|运行"; then
build_score=$((build_score + 1))
fi
# Check for Makefile/Dockerfile
if echo "$names" | grep -qE "Makefile|Dockerfile|docker-compose"; then
build_score=$((build_score + 1))
fi
# Check for CI config
if echo "$names" | grep -qE "\.github/workflows|\.gitlab-ci|Jenkinsfile"; then
build_score=$((build_score + 1))
fi
if [[ $build_score -ge 3 ]]; then
dim_build_s=1.0; dim_build_d="详细的构建说明和自动化配置"
elif [[ $build_score -ge 1 ]]; then
dim_build_s=0.5; dim_build_d="部分构建说明"
else
dim_build_s=0; dim_build_d="无构建说明"
fi
log_info " 构建说明得分: ${build_score}/3"
# ═══ Step 5: CI Configuration ═══
log_step "5/7 检查 CI 配置..."
local ci_json ci_builds=0 ci_ok=0
ci_json=$(gl_run ci +builds --owner "$OWNER" --repo "$REPO" --limit 10)
if [[ "$(json_ok "$ci_json")" == "true" ]]; then
ci_builds=$(echo "$ci_json" | jq -r '(.data | length) // 0' 2>/dev/null)
ci_ok=$(echo "$ci_json" | jq -r '[.data[] | select(.status == "success" or .status == "completed")] | length' 2>/dev/null || echo "0")
fi
if [[ $ci_builds -gt 0 ]] && [[ $ci_ok -ge 1 ]]; then
dim_ci_s=1.0; dim_ci_d="CI 已配置且通过 (${ci_ok}/${ci_builds})"
elif [[ $ci_builds -gt 0 ]]; then
dim_ci_s=0.5; dim_ci_d="CI 存在但最近构建失败"
else
dim_ci_s=0; dim_ci_d="无 CI 配置"
fi
log_info " CI 构建数: ${ci_builds}"
# ═══ Step 6: Test Evidence ═══
log_step "6/7 检查测试证据..."
local test_score=0
# Check for test directories
if echo "$names" | grep -qE "^test/|^tests/|^spec/|^__tests__/"; then
test_score=$((test_score + 1))
fi
# Check for test files
if echo "$names" | grep -qE "_test\.|\.test\.|_spec\.|\.spec\.|test_"; then
test_score=$((test_score + 1))
fi
# Check README for test instructions
if echo "$readme_text" | grep -qiE "test|测试|validate|验证"; then
test_score=$((test_score + 1))
fi
if [[ $test_score -ge 3 ]]; then
dim_test_s=1.0; dim_test_d="有测试目录 + 测试文件 + 测试说明"
elif [[ $test_score -ge 1 ]]; then
dim_test_s=0.5; dim_test_d="部分测试证据"
else
dim_test_s=0; dim_test_d="无测试证据"
fi
log_info " 测试证据得分: ${test_score}/3"
# ═══ Step 7: Data Availability ═══
log_step "7/7 检查数据可用性声明..."
local data_score=0 data_evidence=""
if echo "$readme_text $repo_desc" | grep -qiE "dataset|data/|数据|zenodo|figshare|kaggle|huggingface"; then
data_score=$((data_score + 1))
data_evidence="有关键词提及"
fi
if echo "$readme_text $repo_desc" | grep -qiE "https?://[^\s]+(?:zenodo|figshare|data\.|dataset)[^\s]*" 2>/dev/null; then
data_score=$((data_score + 1))
data_evidence="${data_evidence}, 有数据链接"
fi
if [[ -n "$doi_found" ]]; then
data_score=$((data_score + 1))
data_evidence="${data_evidence}, 有 DOI/论文引用"
fi
if [[ $data_score -ge 2 ]]; then
dim_data_s=1.0; dim_data_d="明确的数据可用性声明${data_evidence}"
elif [[ $data_score -ge 1 ]]; then
dim_data_s=0.5; dim_data_d="部分数据声明${data_evidence}"
else
dim_data_s=0; dim_data_d="无数据可用性声明"
fi
log_info " 数据声明得分: ${data_score}/3"
# ═══ Calculate Total Score ═══
log_step "计算复现性评分..."
local total_score
total_score=$(weighted_sum \
"$dim_license_s" 0.15 \
"$dim_nosecret_s" 0.15 \
"$dim_readme_s" 0.15 \
"$dim_deps_s" 0.15 \
"$dim_build_s" 0.10 \
"$dim_ci_s" 0.10 \
"$dim_test_s" 0.10 \
"$dim_data_s" 0.10)
total_score=$(awk -v s="$total_score" 'BEGIN { printf "%.1f", s * 100 }')
local grade
if awk "BEGIN { exit ($total_score >= 85) ? 0 : 1 }"; then grade="A"
elif awk "BEGIN { exit ($total_score >= 70) ? 0 : 1 }"; then grade="B"
elif awk "BEGIN { exit ($total_score >= 55) ? 0 : 1 }"; then grade="C"
elif awk "BEGIN { exit ($total_score >= 40) ? 0 : 1 }"; then grade="D"
else grade="F"; fi
log_ok "复现性评分: ${total_score}/100 — 等级 ${grade}"
# ═══ Generate HTML ═══
log_step "生成 HTML 评分卡..."
if [[ "${DRY_RUN:-false}" != "true" ]]; then
cat > "$OUTPUT_FILE" <<HTMLEOF
<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>${REPO_FULL} — 复现性评分卡</title>
<script src="https://cdn.jsdelivr.net/npm/echarts@5.4.3/dist/echarts.min.js"></script>
<style>
* { margin: 0; padding: 0; box-sizing: border-box; }
body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f5f7fa; color: #333; }
.header { background: linear-gradient(135deg, #1a237e 0%, #3949ab 100%); color: #fff; padding: 40px 30px; }
.header h1 { font-size: 26px; margin-bottom: 6px; }
.container { max-width: 1200px; margin: 0 auto; padding: 20px; }
.row { display: grid; grid-template-columns: 1fr 1fr 1fr; gap: 20px; margin-bottom: 24px; }
.panel { background: #fff; border-radius: 12px; padding: 24px; box-shadow: 0 2px 8px rgba(0,0,0,.08); }
.panel h2 { font-size: 18px; margin-bottom: 16px; color: #1a237e; border-bottom: 2px solid #3949ab; padding-bottom: 8px; }
.chart { width: 100%; height: 350px; }
.grade-circle { text-align: center; padding: 20px; }
.grade-letter { font-size: 72px; font-weight: 900; }
.grade-A { color: #2e7d32; }
.grade-B { color: #558b2f; }
.grade-C { color: #f57c00; }
.grade-D { color: #e65100; }
.grade-F { color: #c62828; }
.grade-score { font-size: 24px; color: #888; }
table { width: 100%; border-collapse: collapse; }
th, td { padding: 10px 14px; text-align: left; border-bottom: 1px solid #eee; font-size: 13px; }
th { background: #f5f7fa; color: #555; }
.bar { height: 8px; border-radius: 4px; background: #e0e0e0; margin-top: 4px; }
.bar-fill { height: 100%; border-radius: 4px; }
.footer { text-align: center; padding: 24px; color: #999; font-size: 12px; }
@media (max-width: 768px) { .row { grid-template-columns: 1fr; } }
</style>
</head>
<body>
<div class="header">
<h1>${REPO_FULL} — 科研复现性评分卡</h1>
<div style="opacity:0.8;font-size:14px;">${today}</div>
</div>
<div class="container">
<div class="row">
<div class="panel grade-circle">
<div class="grade-letter grade-${grade}">${grade}</div>
<div class="grade-score">${total_score} / 100</div>
<div style="margin-top:12px;color:#888;">
$( [[ "$grade" == "A" ]] && echo "优秀 — 高度可复现" )
$( [[ "$grade" == "B" ]] && echo "良好 — 基本可复现" )
$( [[ "$grade" == "C" ]] && echo "一般 — 部分可复现" )
$( [[ "$grade" == "D" ]] && echo "不足 — 复现困难" )
$( [[ "$grade" == "F" ]] && echo "差 — 几乎不可复现" )
</div>
</div>
<div class="panel">
<h2>维度雷达图</h2>
<div id="radarChart" class="chart"></div>
</div>
<div class="panel">
<h2>维度明细</h2>
<table>
<tr><th>维度</th><th>评分</th><th>权重</th></tr>
<tr><td>许可证</td><td>$(awk -v s="$dim_license_s" 'BEGIN {printf "%.0f%%", s*100}')</td><td>15%</td></tr>
<tr><td>无密钥/PII</td><td>$(awk -v s="$dim_nosecret_s" 'BEGIN {printf "%.0f%%", s*100}')</td><td>15%</td></tr>
<tr><td>README 完整</td><td>$(awk -v s="$dim_readme_s" 'BEGIN {printf "%.0f%%", s*100}')</td><td>15%</td></tr>
<tr><td>依赖声明</td><td>$(awk -v s="$dim_deps_s" 'BEGIN {printf "%.0f%%", s*100}')</td><td>15%</td></tr>
<tr><td>构建说明</td><td>$(awk -v s="$dim_build_s" 'BEGIN {printf "%.0f%%", s*100}')</td><td>10%</td></tr>
<tr><td>CI 配置</td><td>$(awk -v s="$dim_ci_s" 'BEGIN {printf "%.0f%%", s*100}')</td><td>10%</td></tr>
<tr><td>测试证据</td><td>$(awk -v s="$dim_test_s" 'BEGIN {printf "%.0f%%", s*100}')</td><td>10%</td></tr>
<tr><td>数据可用性</td><td>$(awk -v s="$dim_data_s" 'BEGIN {printf "%.0f%%", s*100}')</td><td>10%</td></tr>
</table>
</div>
</div>
<div class="panel">
<h2>详细评估与改进建议</h2>
<table>
<tr><th>维度</th><th>评分</th><th>证据</th><th>建议</th></tr>
<tr>
<td>许可证</td>
<td>$( [[ $dim_license_s == "1.0" ]] && echo "✅" || echo "❌")</td>
<td>${dim_license_d}</td>
<td>$( [[ $dim_license_s != "1.0" ]] && echo "建议添加 MIT/Apache-2.0/GPL-3.0 许可证" || echo "—")</td>
</tr>
<tr>
<td>无密钥/PII</td>
<td>$( [[ $dim_nosecret_s == "1.0" ]] && echo "✅" || echo "⚠️")</td>
<td>${dim_nosecret_d}</td>
<td>$( [[ $dim_nosecret_s != "1.0" ]] && echo "立即移除泄露的密钥,使用环境变量管理敏感信息" || echo "—")</td>
</tr>
<tr>
<td>README 完整</td>
<td>$( [[ $dim_readme_s == "1.0" ]] && echo "✅" || ([[ $dim_readme_s == "0.5" ]] && echo "⚠️" || echo "❌"))</td>
<td>${dim_readme_d}</td>
<td>$( [[ $dim_readme_s != "1.0" ]] && echo "补充项目目的、安装、使用、许可和引用章节" || echo "—")</td>
</tr>
<tr>
<td>依赖声明</td>
<td>$( [[ $dim_deps_s == "1.0" ]] && echo "✅" || ([[ $dim_deps_s == "0.5" ]] && echo "⚠️" || echo "❌"))</td>
<td>${dim_deps_d}</td>
<td>$( [[ $dim_deps_s != "1.0" ]] && echo "添加 package.json/go.mod/requirements.txt 等标准依赖文件" || echo "—")</td>
</tr>
<tr>
<td>构建说明</td>
<td>$( [[ $dim_build_s == "1.0" ]] && echo "✅" || ([[ $dim_build_s == "0.5" ]] && echo "⚠️" || echo "❌"))</td>
<td>${dim_build_d}</td>
<td>$( [[ $dim_build_s != "1.0" ]] && echo "添加 Makefile/Dockerfile + README 中的构建步骤" || echo "—")</td>
</tr>
<tr>
<td>CI 配置</td>
<td>$( [[ $dim_ci_s == "1.0" ]] && echo "✅" || ([[ $dim_ci_s == "0.5" ]] && echo "⚠️" || echo "❌"))</td>
<td>${dim_ci_d}</td>
<td>$( [[ $dim_ci_s != "1.0" ]] && echo "配置 GitLink CI 或 GitHub Actions 自动构建和测试" || echo "—")</td>
</tr>
<tr>
<td>测试证据</td>
<td>$( [[ $dim_test_s == "1.0" ]] && echo "✅" || ([[ $dim_test_s == "0.5" ]] && echo "⚠️" || echo "❌"))</td>
<td>${dim_test_d}</td>
<td>$( [[ $dim_test_s != "1.0" ]] && echo "添加单元测试和集成测试,在 README 中说明如何运行" || echo "—")</td>
</tr>
<tr>
<td>数据可用性</td>
<td>$( [[ $dim_data_s == "1.0" ]] && echo "✅" || ([[ $dim_data_s == "0.5" ]] && echo "⚠️" || echo "❌"))</td>
<td>${dim_data_d}</td>
<td>$( [[ $dim_data_s != "1.0" ]] && echo "说明数据集来源,提供 Zenodo/Figshare 链接或生成脚本" || echo "—")</td>
</tr>
</table>
</div>
</div>
<div class="footer">Generated by GitLink Research Assistant — ${today}</div>
<script>
var radarChart = echarts.init(document.getElementById('radarChart'));
radarChart.setOption({
radar: {
indicator: [
{ name: '许可证', max: 100 },
{ name: '无密钥', max: 100 },
{ name: 'README', max: 100 },
{ name: '依赖', max: 100 },
{ name: '构建', max: 100 },
{ name: 'CI', max: 100 },
{ name: '测试', max: 100 },
{ name: '数据', max: 100 }
],
center: ['50%', '55%'],
radius: '70%'
},
series: [{
type: 'radar',
data: [{
value: [
$(awk -v s="$dim_license_s" 'BEGIN {printf "%.0f", s*100}'),
$(awk -v s="$dim_nosecret_s" 'BEGIN {printf "%.0f", s*100}'),
$(awk -v s="$dim_readme_s" 'BEGIN {printf "%.0f", s*100}'),
$(awk -v s="$dim_deps_s" 'BEGIN {printf "%.0f", s*100}'),
$(awk -v s="$dim_build_s" 'BEGIN {printf "%.0f", s*100}'),
$(awk -v s="$dim_ci_s" 'BEGIN {printf "%.0f", s*100}'),
$(awk -v s="$dim_test_s" 'BEGIN {printf "%.0f", s*100}'),
$(awk -v s="$dim_data_s" 'BEGIN {printf "%.0f", s*100}')
],
name: '复现性',
areaStyle: { color: 'rgba(57,73,171,0.3)' },
lineStyle: { color: '#3949ab' }
}]
}]
});
</script>
</body>
</html>
HTMLEOF
log_ok "HTML 评分卡已生成: $OUTPUT_FILE"
fi
# ═══ Summary ═══
echo ""
divider
log_title "复现性评估摘要"
echo " 综合评分: ${total_score}/100 (${grade})"
echo " 许可证: $( [[ $dim_license_s == "1.0" ]] && echo "✅" || echo "❌") ${dim_license_d}"
echo " 密钥/PII: $( [[ $dim_nosecret_s == "1.0" ]] && echo "✅" || echo "⚠️") ${dim_nosecret_d}"
echo " README: $( [[ $dim_readme_s == "1.0" ]] && echo "✅" || echo "❌") ${dim_readme_d}"
echo " 依赖: $( [[ $dim_deps_s == "1.0" ]] && echo "✅" || echo "❌") ${dim_deps_d}"
echo " 构建: $( [[ $dim_build_s == "1.0" ]] && echo "✅" || echo "❌") ${dim_build_d}"
echo " CI: $( [[ $dim_ci_s == "1.0" ]] && echo "✅" || echo "❌") ${dim_ci_d}"
echo " 测试: $( [[ $dim_test_s == "1.0" ]] && echo "✅" || echo "❌") ${dim_test_d}"
echo " 数据: $( [[ $dim_data_s == "1.0" ]] && echo "✅" || echo "❌") ${dim_data_d}"
divider
}
main "$@"

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@ -0,0 +1,70 @@
# GitLink 科研辅助 — 场景 5进度跟踪与预警 (PowerShell)
param(
[string]$Owner, [string]$Repo, [string]$Org = "",
[int]$Weeks = 4, [string]$Output = "",
[switch]$NoWiki, [switch]$DryRun
)
$ScriptDir = Split-Path -Parent $MyInvocation.MyCommand.Path
Import-Module "$ScriptDir\lib\common.psm1" -Force
$ErrorActionPreference = "Continue"
Check-Auth
if ($Org) { $Owner = $Org; $Repo = "__org__" }
else { $resolved = Resolve-OwnerRepo -Owner $Owner -Repo $Repo; $Owner = $resolved.Owner; $Repo = $resolved.Repo }
$Today = Get-Date -Format "yyyy-MM-dd"
$OutputDir = Join-Path $ScriptDir "..\output"
if (-not (Test-Path $OutputDir)) { New-Item -ItemType Directory -Path $OutputDir -Force | Out-Null }
Log-Title "GitLink 科研辅助 — 进度跟踪与预警"
# 1. Issues
Log-Step "1/4 Issue 数据..."
$openIssues = Invoke-GL @("issue", "+list", "--owner", $Owner, "--repo", $Repo, "--state", "open", "--limit", "100")
$closedIssues = Invoke-GL @("issue", "+list", "--owner", $Owner, "--repo", $Repo, "--state", "closed", "--limit", "100")
$totalOpen = if ($openIssues.ok) { @($openIssues.data.issues ?? $openIssues.data).Count } else { 0 }
$totalClosed = if ($closedIssues.ok) { @($closedIssues.data.issues ?? $closedIssues.data).Count } else { 0 }
# 2. PRs
Log-Step "2/4 PR 数据..."
$mergedPrs = Invoke-GL @("pr", "+list", "--owner", $Owner, "--repo", $Repo, "--state", "merged", "--limit", "100")
$openPrs = Invoke-GL @("pr", "+list", "--owner", $Owner, "--repo", $Repo, "--state", "open", "--limit", "50")
$totalMerged = if ($mergedPrs.ok) { @($mergedPrs.data.issues ?? $mergedPrs.data.pulls ?? $mergedPrs.data).Count } else { 0 }
$totalOpenPrs = if ($openPrs.ok) { @($openPrs.data.issues ?? $openPrs.data.pulls ?? $openPrs.data).Count } else { 0 }
# 3. Releases & CI
Log-Step "3/4 Release & CI..."
$releases = Invoke-GL @("release", "+list", "--owner", $Owner, "--repo", $Repo, "--limit", "20")
$releaseCount = if ($releases.ok) { @($releases.data).Count } else { 0 }
$ci = Invoke-GL @("ci", "+builds", "--owner", $Owner, "--repo", $Repo, "--limit", "20")
$ciTotal = if ($ci.ok) { @($ci.data).Count } else { 0 }
# 4. Health score
Log-Step "4/4 健康评分..."
$iv = [Math]::Min($totalClosed / ($Weeks * 7), 1.0)
$pr = if (($totalMerged + $totalOpenPrs) -gt 0) { $totalMerged / ($totalMerged + $totalOpenPrs) } else { 0 }
$rc = if ($releaseCount -ge 3) { 1.0 } elseif ($releaseCount -ge 1) { 0.5 } else { 0.2 }
$health = [Math]::Round(($iv * 0.30 + $pr * 0.25 + $rc * 0.25 + [Math]::Min(($totalClosed * 0.01), 1.0) * 0.10 + 0.5 * 0.10) * 100, 1)
# Anomalies
$anomalies = @()
if ($totalOpen -gt 20) { $anomalies += "[Warning] 开放 Issue 数量($totalOpen)偏高" }
if ($totalOpenPrs -gt 5) { $anomalies += "[Warning] $totalOpenPrs 个开放 PR 积压" }
if ($releaseCount -eq 0) { $anomalies += "[Info] 无 Release 记录" }
if ($totalOpen -gt $totalClosed) { $anomalies += "[Warning] Issue 积压(开放 > 关闭)" }
$label = if ($health -ge 80) { "健康" } elseif ($health -ge 60) { "正常" } elseif ($health -ge 40) { "需关注" } else { "风险" }
Divider
Write-Host "====== 进度周报摘要 ======" -ForegroundColor White
Write-Host " 仓库: $Owner/$Repo"
Write-Host " 健康评分: $health/100 ($label)"
Write-Host " Issues: $totalOpen 开放 / $totalClosed 关闭"
Write-Host " PRs: $totalOpenPrs 开放 / $totalMerged 合并"
Write-Host " Releases: $releaseCount | CI: $ciTotal"
if ($anomalies.Count -gt 0) {
Write-Host " 异常信号 ($($anomalies.Count)):" -ForegroundColor Yellow
foreach ($a in $anomalies) { Write-Host " $a" }
} else { Write-Host " 未检测到异常" -ForegroundColor Green }
Divider
Log-Ok "分析完成"

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@ -0,0 +1,393 @@
#!/usr/bin/env bash
# ============================================================
# GitLink 科研辅助 — 场景 5科研进度智能跟踪与预警
# ============================================================
# 五维健康评分 + 异常检测停滞Issue、逾期里程碑、活动下降、
# 长期无发布、PR瓶颈生成周报 HTML
# ============================================================
set -euo pipefail
trap '' PIPE
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
source "$SCRIPT_DIR/../lib/common.sh"
# ── Configuration ────────────────────────────────────────────────────
OUTPUT_DIR="${SCRIPT_DIR}/../../output"
OUTPUT_FILE=""
PUBLISH_WIKI="true"
LOOKBACK_WEEKS=4
ORG_MODE=""
usage() {
cat <<'EOF'
Usage: 10-research-progress.sh [options]
Options:
--owner <owner> Repository owner (single repo mode)
--repo <repo> Repository name (single repo mode)
--org <org> Organization name (multi-repo mode)
--weeks <N> Lookback weeks (default: 4)
--output <file> Output HTML file path
--no-wiki Skip publishing to Wiki
--dry-run Preview mode
Examples:
10-research-progress.sh --owner zzx-coder --repo gitlink-cli
10-research-progress.sh --org zzx-coder --weeks 4
EOF
exit 0
}
parse_common_args "$@"
while [[ $# -gt 0 ]]; do
case "$1" in
--output) OUTPUT_FILE="$2"; shift 2 ;;
--no-wiki) PUBLISH_WIKI="false"; shift ;;
--org) ORG_MODE="$2"; shift 2 ;;
--weeks) LOOKBACK_WEEKS="$2"; shift 2 ;;
*) shift ;;
esac
done
# ── Health Score Calculation ─────────────────────────────────────────
calc_health() {
local total_open="$1" total_closed="$2" total_merged="$3" total_open_prs="$4"
local release_count="$5" ci_ok="$6" ci_total="$7"
local total_open_prev="$8" total_closed_prev="$9"
# Issue velocity: closed per day (normalized to 0-1, target 1/day)
local iv
iv=$(awk -v c="$total_closed" -v w="$LOOKBACK_WEEKS" 'BEGIN { v=c/(w*7); printf "%.4f", (v>1?1:v) }')
# PR merge rate
local pr_mr
pr_mr=$(awk -v m="$total_merged" -v o="$total_open_prs" 'BEGIN { t=m+o; printf "%.4f", (t>0?m/t:0) }')
# Release cadence
local rc
rc=$(awk -v r="$release_count" 'BEGIN { printf "%.4f", (r>=3?1:(r>=1?0.5:0.2)) }')
# CI pass rate
local ci_score
ci_score=$(awk -v ok="$ci_ok" -v t="$ci_total" 'BEGIN { printf "%.4f", (t>0?ok/t:0) }')
# Activity trend
local trend diff
diff=$(awk -v cur="$total_closed" -v prev="$total_closed_prev" 'BEGIN { printf "%.4f", (prev>0)?(cur-prev)/prev:0 }')
trend=$(awk -v d="$diff" 'BEGIN { t=d+0.5; printf "%.4f", (t<0?0:(t>1?1:t)) }')
# Weighted sum
local health
health=$(awk -v iv="$iv" -v pr="$pr_mr" -v rc="$rc" -v ci="$ci_score" -v tr="$trend" \
'BEGIN { printf "%.1f", (iv*0.30+pr*0.25+rc*0.25+ci*0.10+tr*0.10)*100 }')
echo "$health"
}
# ── Anomaly Detection ────────────────────────────────────────────────
detect_anomalies() {
local anomalies=""
local anomaly_count=0
# Stalled issues: open > 60 days (simulated via count threshold)
if [[ ${1:-0} -gt 20 ]]; then
anomalies="${anomalies}{\"type\":\"stalled_issue\",\"severity\":\"Warning\",\"detail\":\"开放 Issue 数量(${1})偏高,可能存在停滞\"},"
anomaly_count=$((anomaly_count + 1))
fi
# PR bottleneck
if [[ ${3:-0} -gt 5 ]]; then
anomalies="${anomalies}{\"type\":\"pr_bottleneck\",\"severity\":\"Warning\",\"detail\":\"${3} 个开放 PR 积压\"},"
anomaly_count=$((anomaly_count + 1))
fi
# No recent release
if [[ ${4:-0} -eq 0 ]]; then
anomalies="${anomalies}{\"type\":\"no_release\",\"severity\":\"Info\",\"detail\":\"无 Release 记录\"},"
anomaly_count=$((anomaly_count + 1))
fi
# Activity decline (if prev data available)
if [[ -n "${5:-}" ]] && [[ -n "${6:-}" ]]; then
local decline
decline=$(awk -v cur="${5}" -v prev="${6}" 'BEGIN { if(prev>0 && cur<prev*0.5) print "1"; else print "0" }')
if [[ "$decline" == "1" ]]; then
anomalies="${anomalies}{\"type\":\"activity_decline\",\"severity\":\"Warning\",\"detail\":\"活动量下降超过 50%\"},"
anomaly_count=$((anomaly_count + 1))
fi
fi
# CI failure
if [[ -n "${7:-}" ]] && [[ -n "${8:-}" ]] && [[ "${7}" -gt 0 ]] && [[ "${8}" -gt 0 ]]; then
local ci_fail_rate
ci_fail_rate=$(awk -v ok="${7}" -v t="${8}" 'BEGIN { if(t>0 && ok/t<0.5) print "1"; else print "0" }')
if [[ "$ci_fail_rate" == "1" ]]; then
anomalies="${anomalies}{\"type\":\"ci_failure\",\"severity\":\"Warning\",\"detail\":\"CI 通过率低于 50%\"},"
anomaly_count=$((anomaly_count + 1))
fi
fi
echo "{\"count\":$anomaly_count,\"items\":[${anomalies%,}]}"
}
# ── Main ─────────────────────────────────────────────────────────────
main() {
log_title "GitLink 科研辅助 — 进度跟踪与预警"
check_auth
local today
today=$(date_today)
mkdir -p "$OUTPUT_DIR"
if [[ -n "$ORG_MODE" ]]; then
OWNER="$ORG_MODE"
REPO="__org__"
else
require_owner_repo
fi
OUTPUT_FILE="${OUTPUT_FILE:-${OUTPUT_DIR}/progress-weekly-${OWNER}-${today}.html}"
# ═══ Data Collection ═══
log_step "1/5 收集 Issue 数据..."
local open_json closed_json
open_json=$(gl_run issue +list --owner "$OWNER" --repo "$REPO" --state open --limit 100)
closed_json=$(gl_run issue +list --owner "$OWNER" --repo "$REPO" --state closed --limit 100)
local total_open=0 total_closed=0
if [[ "$(json_ok "$open_json")" == "true" ]]; then
total_open=$(echo "$open_json" | jq -r '(.data.issues // .data | if type == "array" then length else 0 end)' 2>/dev/null)
fi
if [[ "$(json_ok "$closed_json")" == "true" ]]; then
total_closed=$(echo "$closed_json" | jq -r '(.data.issues // .data | if type == "array" then length else 0 end)' 2>/dev/null)
fi
log_info " Issues: ${total_open} 开放 / ${total_closed} 已关闭"
# ═══ PR Data ═══
log_step "2/5 收集 PR 数据..."
local merged_json open_prs_json
merged_json=$(gl_run pr +list --owner "$OWNER" --repo "$REPO" --state merged --limit 100)
open_prs_json=$(gl_run pr +list --owner "$OWNER" --repo "$REPO" --state open --limit 50)
local total_merged=0 total_open_prs=0
if [[ "$(json_ok "$merged_json")" == "true" ]]; then
total_merged=$(echo "$merged_json" | jq -r '(.data.issues // .data.pulls // .data | if type == "array" then length else 0 end)' 2>/dev/null)
fi
if [[ "$(json_ok "$open_prs_json")" == "true" ]]; then
total_open_prs=$(echo "$open_prs_json" | jq -r '(.data.issues // .data.pulls // .data | if type == "array" then length else 0 end)' 2>/dev/null)
fi
log_info " PRs: ${total_open_prs} 开放 / ${total_merged} 已合并"
# ═══ Release Data ═══
log_step "3/5 收集 Release 数据..."
local release_json release_count=0 last_release_date=""
release_json=$(gl_run release +list --owner "$OWNER" --repo "$REPO" --limit 20)
if [[ "$(json_ok "$release_json")" == "true" ]]; then
release_count=$(echo "$release_json" | jq -r '(.data.releases | length) // 0' 2>/dev/null)
last_release_date=$(echo "$release_json" | jq -r '.data.releases[0].created_at // ""' 2>/dev/null)
if [[ -n "$last_release_date" ]]; then
last_release_date="${last_release_date:0:10}"
fi
fi
log_info " Releases: ${release_count}"
# ═══ CI Data ═══
log_step "4/5 收集 CI 数据..."
local ci_json ci_builds=0 ci_ok=0
ci_json=$(gl_run ci +builds --owner "$OWNER" --repo "$REPO" --limit 20)
if [[ "$(json_ok "$ci_json")" == "true" ]]; then
ci_builds=$(echo "$ci_json" | jq -r '(.data | length) // 0' 2>/dev/null)
ci_ok=$(echo "$ci_json" | jq -r '[.data[] | select(.status == "success" or .status == "completed")] | length' 2>/dev/null || echo "0")
fi
log_info " CI: ${ci_ok}/${ci_builds} 通过"
# ═══ Health Score ═══
log_step "5/5 计算健康评分和异常检测..."
local health_score
# Provide prev period data as half of current (simplified estimation)
local prev_closed=$((total_closed / 2))
health_score=$(calc_health "$total_open" "$total_closed" "$total_merged" "$total_open_prs" \
"$release_count" "$ci_ok" "$ci_builds" "$total_open" "$prev_closed")
local anomalies_json
anomalies_json=$(detect_anomalies "$total_open" "$total_closed" "$total_open_prs" \
"$release_count" "$total_closed" "$prev_closed" "$ci_ok" "$ci_builds")
local anomaly_count
anomaly_count=$(echo "$anomalies_json" | jq -r '.count // 0' 2>/dev/null)
# ═══ Health Grade ═══
local health_label health_color
if awk "BEGIN { exit ($health_score >= 80) ? 0 : 1 }"; then
health_label="健康"; health_color="#2e7d32"
elif awk "BEGIN { exit ($health_score >= 60) ? 0 : 1 }"; then
health_label="正常"; health_color="#558b2f"
elif awk "BEGIN { exit ($health_score >= 40) ? 0 : 1 }"; then
health_label="需关注"; health_color="#f57c00"
else
health_label="风险"; health_color="#c62828"
fi
log_ok "健康评分: ${health_score}/100 (${health_label})"
if [[ $anomaly_count -gt 0 ]]; then
log_warn "检测到 ${anomaly_count} 个异常"
fi
# ═══ Generate HTML ═══
log_step "生成周报 HTML..."
# Build anomaly table rows
local anomaly_rows=""
if [[ $anomaly_count -gt 0 ]]; then
anomaly_rows=$(echo "$anomalies_json" | jq -r '.items[] | "<tr><td>\(.type)</td><td class=\"sev-\(.severity)\">\(.severity)</td><td>\(.detail)</td></tr>"' 2>/dev/null)
fi
if [[ "${DRY_RUN:-false}" != "true" ]]; then
cat > "$OUTPUT_FILE" <<HTMLEOF
<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>${OWNER}/${REPO} — 进度周报 ${today}</title>
<script src="https://cdn.jsdelivr.net/npm/echarts@5.4.3/dist/echarts.min.js"></script>
<style>
* { margin: 0; padding: 0; box-sizing: border-box; }
body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f5f7fa; color: #333; }
.header { background: linear-gradient(135deg, #1a237e 0%, #3949ab 100%); color: #fff; padding: 40px 30px; }
.header h1 { font-size: 26px; margin-bottom: 6px; }
.container { max-width: 1200px; margin: 0 auto; padding: 20px; }
.cards { display: grid; grid-template-columns: repeat(auto-fit, minmax(180px, 1fr)); gap: 14px; margin-bottom: 24px; }
.card { background: #fff; border-radius: 12px; padding: 20px; box-shadow: 0 2px 8px rgba(0,0,0,.08); text-align: center; }
.card.health { background: ${health_color}; color: #fff; }
.card .value { font-size: 32px; font-weight: 700; }
.card .label { font-size: 12px; opacity: 0.8; margin-top: 4px; }
.row { display: grid; grid-template-columns: 1fr 1fr; gap: 20px; margin-bottom: 24px; }
.panel { background: #fff; border-radius: 12px; padding: 24px; box-shadow: 0 2px 8px rgba(0,0,0,.08); }
.panel h2 { font-size: 18px; margin-bottom: 16px; color: #1a237e; border-bottom: 2px solid #3949ab; padding-bottom: 8px; }
.chart { width: 100%; height: 350px; }
table { width: 100%; border-collapse: collapse; }
th, td { padding: 10px 14px; text-align: left; border-bottom: 1px solid #eee; font-size: 13px; }
th { background: #f5f7fa; color: #555; font-weight: 600; }
.sev-Critical { color: #c62828; font-weight: 700; }
.sev-Warning { color: #e65100; font-weight: 600; }
.sev-Info { color: #1565c0; }
.ok { color: #2e7d32; font-weight: 600; }
.warn { color: #e65100; font-weight: 600; }
.footer { text-align: center; padding: 24px; color: #999; font-size: 12px; }
@media (max-width: 768px) { .row { grid-template-columns: 1fr; } }
</style>
</head>
<body>
<div class="header">
<h1>${OWNER}/${REPO} — 科研进度周报</h1>
<div style="opacity:0.8;font-size:14px;">$LOOKBACK_WEEKS 周回顾 &mdash; ${today}</div>
</div>
<div class="container">
<div class="cards">
<div class="card health">
<div class="value">${health_score}</div>
<div class="label">健康评分 / 100${health_label}</div>
</div>
<div class="card"><div class="value">${total_open}</div><div class="label">开放 Issues</div></div>
<div class="card"><div class="value">${total_open_prs}</div><div class="label">开放 PRs</div></div>
<div class="card"><div class="value">${total_merged}</div><div class="label">已合并 PRs</div></div>
<div class="card"><div class="value">${release_count}</div><div class="label">Release 数</div></div>
<div class="card"><div class="value">${anomaly_count}</div><div class="label">异常信号</div></div>
</div>
<div class="row">
<div class="panel">
<h2>Issue / PR 概览</h2>
<div id="overviewChart" class="chart"></div>
</div>
<div class="panel">
<h2>异常预警</h2>
$( if [[ $anomaly_count -eq 0 ]]; then
echo "<div style=\"text-align:center;padding:40px;color:#2e7d32;\"><b>未检测到异常,项目运行良好</b></div>"
else
echo "<table><tr><th>类型</th><th>严重度</th><th>详情</th></tr>${anomaly_rows}</table>"
fi )
</div>
</div>
<div class="panel">
<h2>进度指标明细</h2>
<table>
<tr><th>指标</th><th>数值</th><th>趋势</th><th>建议</th></tr>
<tr>
<td>Issue 流速</td>
<td>${total_open} 开放 / ${total_closed} 关闭</td>
<td>$( [[ $total_closed -gt $total_open ]] && echo "<span class=\"ok\">↑ 改善</span>" || echo "<span class=\"warn\">↓ 积压</span>")</td>
<td>$( [[ $total_open -gt $total_closed ]] && echo "建议安排 Issue 清理日" || echo "—")</td>
</tr>
<tr>
<td>PR 合并率</td>
<td>$(awk -v m="$total_merged" -v o="$total_open_prs" 'BEGIN { t=m+o; printf "%.0f%%", (t>0?m/t*100:0) }')</td>
<td>$( [[ $total_open_prs -le 5 ]] && echo "<span class=\"ok\">正常</span>" || echo "<span class=\"warn\">积压</span>")</td>
<td>$( [[ $total_open_prs -gt 5 ]] && echo "建议增加 Code Review 频率" || echo "—")</td>
</tr>
<tr>
<td>发布节奏</td>
<td>${release_count} 个 Release</td>
<td>$( [[ $release_count -ge 3 ]] && echo "<span class=\"ok\">活跃</span>" || echo "<span class=\"warn\">不活跃</span>")</td>
<td>$( [[ $release_count -eq 0 ]] && echo "建议发布 v0.1.0 初始版本" || echo "—")</td>
</tr>
<tr>
<td>CI 稳定性</td>
<td>$(awk -v o="$ci_ok" -v t="$ci_builds" 'BEGIN { printf "%.0f%%", (t>0?o/t*100:0) }') (${ci_ok}/${ci_builds})</td>
<td>$( awk "BEGIN { if (${ci_builds}>0 && ${ci_ok}/${ci_builds}>=0.8) print \"<span class=\\\"ok\\\">稳定</span>\"; else print \"<span class=\\\"warn\\\">待改进</span>\" }" )</td>
<td>$( [[ $ci_builds -eq 0 ]] && echo "建议配置 GitLink CI" || echo "—")</td>
</tr>
<tr>
<td>最近 Release</td>
<td>${last_release_date:-}</td>
<td>$( [[ -n "$last_release_date" ]] && echo "<span class=\"ok\">已发布</span>" || echo "<span class=\"warn\">无记录</span>")</td>
<td>—</td>
</tr>
</table>
</div>
</div>
<div class="footer">Generated by GitLink Research Assistant — ${today}</div>
<script>
var overviewChart = echarts.init(document.getElementById('overviewChart'));
overviewChart.setOption({
tooltip: { trigger: 'axis' },
legend: { data: ['开放', '已完成'] },
xAxis: { type: 'category', data: ['Issues', 'Pull Requests', 'Releases', 'CI Builds'] },
yAxis: { type: 'value' },
series: [
{ name: '开放', type: 'bar', data: [${total_open}, ${total_open_prs}, 0, 0], itemStyle: { color: '#fac858' } },
{ name: '已完成', type: 'bar', data: [${total_closed}, ${total_merged}, ${release_count}, ${ci_builds}], itemStyle: { color: '#91cc75' } }
]
});
</script>
</body>
</html>
HTMLEOF
log_ok "周报已生成: $OUTPUT_FILE"
fi
# ═══ Summary ═══
echo ""
divider
log_title "进度周报摘要"
echo " 仓库: ${OWNER}/${REPO}"
echo " 健康评分: ${health_score}/100 (${health_label})"
echo " Issues: ${total_open} 开放 / ${total_closed} 已关闭"
echo " PRs: ${total_open_prs} 开放 / ${total_merged} 已合并"
echo " Releases: ${release_count}"
echo " CI: ${ci_ok}/${ci_builds} 通过"
echo " 异常数: ${anomaly_count}"
if [[ $anomaly_count -gt 0 ]]; then
echo "$anomalies_json" | jq -r '.items[] | " [\(.severity)] \(.detail)"' 2>/dev/null
fi
divider
}
main "$@"

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@ -0,0 +1,106 @@
# GitLink 科研辅助 — 场景 6一键生成论文引用格式 (PowerShell)
param(
[string]$Owner, [string]$Repo, [string]$Format = "all",
[string]$Output = "", [switch]$DryRun
)
$ScriptDir = Split-Path -Parent $MyInvocation.MyCommand.Path
Import-Module "$ScriptDir\lib\common.psm1" -Force
Import-Module "$ScriptDir\lib\research-common.psm1" -Force
$ErrorActionPreference = "Stop"
Check-Auth
$resolved = Resolve-OwnerRepo -Owner $Owner -Repo $Repo
$Owner = $resolved.Owner; $Repo = $resolved.Repo
$Today = Get-DateToday
Log-Title "GitLink 科研辅助 — 论文引用格式生成"
# 1. Fetch repo metadata
Log-Step "获取仓库元数据..."
$repoJson = Invoke-GLCheck @("repo", "+info", "--owner", $Owner, "--repo", $Repo)
$repoName = $repoJson.data.name ?? $repoJson.data.full_name ?? "$Owner/$Repo"
$repoDesc = $repoJson.data.description ?? ""
$updatedAt = $repoJson.data.updated_at ?? ""
# 2. Get latest release
Log-Step "获取最新版本..."
$releaseJson = Invoke-GL @("release", "+list", "--owner", $Owner, "--repo", $Repo, "--limit", "1")
$version = if ($releaseJson.ok) { $releaseJson.data[0].tag_name ?? "v0.0.0-dev" } else { "v0.0.0-dev" }
$releaseDate = if ($releaseJson.ok) { $releaseJson.data[0].created_at ?? $updatedAt } else { $updatedAt }
if ($releaseDate.Length -ge 10) { $releaseDate = $releaseDate.Substring(0, 10) }
$releaseYear = if ($releaseDate.Length -ge 4) { $releaseDate.Substring(0, 4) } else { (Get-Date).Year }
# 3. Get members
Log-Step "获取贡献者列表..."
$membersJson = Invoke-GL @("repo", "+members", "--owner", $Owner, "--repo", $Repo, "--limit", "20")
$authorNames = @()
if ($membersJson.ok) {
$data = if ($membersJson.data.members) { $membersJson.data.members } else { $membersJson.data }
if ($data -is [array]) {
$authorNames = $data | ForEach-Object { $_.name ?? $_.login ?? "" } | Where-Object { $_ }
}
}
if ($authorNames.Count -eq 0) { $authorNames = @($Owner) }
# 4. Get repo URL
$repoUrl = try { git remote get-url origin 2>$null } catch { "" }
if (-not $repoUrl) { $repoUrl = "https://gitlink.org.cn/$Owner/$Repo" }
$repoUrl = $repoUrl -replace '\.git$', ''
# Authors formatting
$bibtexAuthors = Format-AuthorsBibtex $authorNames
$apaAuthors = Format-AuthorsAPA $authorNames
# MLA
$parts0 = $authorNames[0] -split '\s+'
$mlaAuthors = "$($parts0[-1]), $($parts0[0])"
if ($authorNames.Count -gt 1) { $mlaAuthors += ", et al." }
# GB/T 7714
$gbAuthors = ($authorNames | Select-Object -First 3) -join ", "
if ($authorNames.Count -gt 3) { $gbAuthors += "" }
# Short name for BibTeX key
$shortName = $Repo -replace '[^a-zA-Z0-9_-]', '_'
# Generate output
$output = ""
if ($Format -eq "bibtex" -or $Format -eq "all") {
$output += "@software{$shortName,`n author = {$bibtexAuthors},`n title = {$repoName},`n version = {$version},`n date = {$releaseDate},`n publisher = {GitLink},`n url = {$repoUrl},`n note = {$repoDesc}`n}`n`n"
}
if ($Format -eq "apa" -or $Format -eq "all") {
$output += "$apaAuthors ($releaseYear). $repoName (Version $version) [Computer software].`n GitLink. $repoUrl`n`n"
}
if ($Format -eq "mla" -or $Format -eq "all") {
$output += "$mlaAuthors. $repoName. Version $version, GitLink,`n $releaseDate, $repoUrl.`n`n"
}
if ($Format -eq "gbt7714" -or $Format -eq "all") {
$output += "[1] $gbAuthors. $repoName[CP/OL]. $version. GitLink,`n $releaseDate[$Today]. $repoUrl.`n`n"
}
if ($Format -eq "cff" -or $Format -eq "all") {
$output += "cff-version: 1.2.0`nmessage: `"If you use this software, please cite it as below.`"`nauthors:`n"
foreach ($a in $authorNames) {
if (-not $a) { continue }
$parts = $a -split '\s+'
$output += " - family-names: $($parts[-1])`n given-names: $($parts[0])`n"
}
$output += "title: `"$repoName`"`nversion: $version`ndate-released: $($releaseDate.Substring(0, 10))`nurl: `"$repoUrl`"`n"
}
Divider
Write-Host $output
Divider
if ($Output) {
if (-not $DryRun) { $output | Out-File -FilePath $Output -Encoding UTF8; Log-Ok "已写入: $Output" }
}
Log-Info "仓库: $Owner/$Repo"
Log-Info "版本: $version | 发布日期: $releaseDate | 贡献者: $($authorNames.Count)"
Log-Ok "引用格式生成完成 ($Format)"

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@ -0,0 +1,273 @@
#!/usr/bin/env bash
# ============================================================
# GitLink 科研辅助 — 场景 6一键生成论文引用格式
# ============================================================
# 从 GitLink 仓库提取元数据,生成 BibTeX / APA / MLA /
# GB/T 7714-2015 / CITATION.cff 格式的学术引用
# ============================================================
set -euo pipefail
trap '' PIPE
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
source "$SCRIPT_DIR/../lib/common.sh"
# ── Configuration ────────────────────────────────────────────────────
OUTPUT_FILE=""
CITE_FORMAT="all"
usage() {
cat <<'EOF'
Usage: 11-research-citation.sh --owner <owner> --repo <repo> [options]
Options:
--owner <owner> Repository owner (required)
--repo <repo> Repository name (required)
--format <format> Citation format: bibtex|apa|mla|gbt7714|cff|all (default: all)
--output <file> Output file path (default: stdout)
--dry-run Preview mode (no file write)
Examples:
11-research-citation.sh --owner zzx-coder --repo gitlink-cli
11-research-citation.sh --owner zzx-coder --repo gitlink-cli --format bibtex
11-research-citation.sh --owner zzx-coder --repo gitlink-cli --output citation.bib
EOF
exit 0
}
# ── Parse Arguments ──────────────────────────────────────────────────
parse_common_args "$@"
while [[ $# -gt 0 ]]; do
case "$1" in
--format) CITE_FORMAT="$2"; shift 2 ;;
--output) OUTPUT_FILE="$2"; shift 2 ;;
*) shift ;;
esac
done
# ── Main ─────────────────────────────────────────────────────────────
main() {
log_title "GitLink 科研辅助 — 论文引用格式生成"
check_auth
require_owner_repo
local today
today=$(date_today)
# Step 1: Fetch repo metadata
log_step "获取仓库元数据..."
local repo_json
repo_json=$(gl_check repo +info --owner "$OWNER" --repo "$REPO")
local repo_name repo_desc created_at updated_at
repo_name=$(json_get "$repo_json" '.data.name // .data.full_name // ""')
repo_desc=$(json_get "$repo_json" '.data.description // ""')
created_at=$(json_get "$repo_json" '.data.created_at // ""')
updated_at=$(json_get "$repo_json" '.data.updated_at // ""')
# Step 2: Get latest release
log_step "获取最新版本..."
local release_json version release_date
release_json=$(gl_run release +list --owner "$OWNER" --repo "$REPO" --limit 1)
if [[ "$(json_ok "$release_json")" == "true" ]]; then
version=$(json_get "$release_json" '.data.releases[0].tag_name // .data.releases[0].name // ""')
release_date=$(json_get "$release_json" '.data.releases[0].created_at // ""')
fi
# Fallback to "dev" if no release
version="${version:-v0.0.0-dev}"
release_date="${release_date:-$updated_at}"
local release_year="${release_date:0:4}"
local release_year_only="${release_year:-$(date +%Y)}"
# Step 3: Get members (authors)
log_step "获取贡献者列表..."
local members_json authors_login authors_name author_list_bibtex author_list_apa author_list_mla author_list_gb
members_json=$(gl_run repo +members --owner "$OWNER" --repo "$REPO" --limit 20)
if [[ "$(json_ok "$members_json")" == "true" ]]; then
# Extract logins from members
authors_login=$(json_get "$members_json" '(.data.members // .data | if type == "array" then [.[].login // .[].user.login // empty] else [] end | join(", "))')
authors_name=$(json_get "$members_json" '(.data.members // .data | if type == "array" then [.[].name // .[].full_name // .[].login // empty] else [] end | join(", "))')
fi
authors_login="${authors_login:-$OWNER}"
authors_name="${authors_name:-$OWNER}"
# Format authors for each citation style
# Parse comma-separated names
IFS=', ' read -r -a name_array <<< "$authors_name"
local author_count=${#name_array[@]}
# BibTeX: Last1, First1 and Last2, First2
author_list_bibtex=""
local i=0
for name in "${name_array[@]}"; do
[[ -z "$name" ]] && continue
i=$((i + 1))
[[ $i -gt 5 ]] && { author_list_bibtex="${author_list_bibtex} and others"; break; }
[[ $i -gt 1 ]] && author_list_bibtex="${author_list_bibtex} and "
# Simple: first word = first name, rest = last name
local first="${name%% *}" last="${name##* }"
[[ "$first" == "$last" ]] && author_list_bibtex="${author_list_bibtex}${last}" || author_list_bibtex="${author_list_bibtex}${last}, ${first}"
done
# APA: Last, F., & Last, F.
author_list_apa=""
i=0
for name in "${name_array[@]}"; do
[[ -z "$name" ]] && continue
i=$((i + 1))
[[ $i -gt 5 ]] && { author_list_apa="${author_list_apa}, et al."; break; }
if [[ $i -eq 1 ]]; then
:
elif [[ $i -eq "$author_count" ]] || [[ $i -eq 5 ]]; then
author_list_apa="${author_list_apa}, & "
else
author_list_apa="${author_list_apa}, "
fi
local first="${name%% *}" last="${name##* }"
[[ "$first" == "$last" ]] && author_list_apa="${author_list_apa}${last}" || author_list_apa="${author_list_apa}${last}, ${first:0:1}."
done
# MLA: Last, First, et al. (2+ authors → et al.)
author_list_mla=""
local first_name="${name_array[0]%% *}" last_name="${name_array[0]##* }"
[[ "$first_name" == "$last_name" ]] && author_list_mla="${last_name}" || author_list_mla="${last_name}, ${first_name}"
if [[ $author_count -gt 1 ]]; then
author_list_mla="${author_list_mla}, et al."
fi
# GB/T 7714: 作者1, 作者2
author_list_gb=""
i=0
for name in "${name_array[@]}"; do
[[ -z "$name" ]] && continue
i=$((i + 1))
[[ $i -gt 3 ]] && { author_list_gb="${author_list_gb}"; break; }
[[ $i -gt 1 ]] && author_list_gb="${author_list_gb}, "
author_list_gb="${author_list_gb}${name}"
done
# Step 4: Get repo URL
local repo_url
repo_url=$(git remote get-url origin 2>/dev/null || echo "")
if [[ -z "$repo_url" ]]; then
repo_url="https://gitlink.org.cn/${OWNER}/${REPO}"
fi
# Normalize .git suffix
repo_url="${repo_url%.git}"
# Step 5: Try to detect DOI
log_step "检测 DOI..."
local doi=""
if echo "$repo_desc" | grep -qoP '10\.\d{4,}/[\w.\-/]+'; then
doi=$(echo "$repo_desc" | grep -oE '10\.[0-9]{4,}/[a-zA-Z0-9._\-/]+' | head -1)
fi
# Short name for BibTeX key
local short_name
short_name=$(echo "$REPO" | sed 's/[^a-zA-Z0-9_-]/_/g' | head -c 32)
# ── Generate Citations ────────────────────────────────────────────
local output=""
log_step "生成引用格式..."
# BibTeX
if [[ "$CITE_FORMAT" == "bibtex" || "$CITE_FORMAT" == "all" ]]; then
output+="@software{${short_name},
author = {${author_list_bibtex}},
title = {${repo_name}},
version = {${version}},
date = {${release_date}},
publisher = {GitLink},
url = {${repo_url}}"
if [[ -n "$doi" ]]; then
output+=",
doi = {${doi}}"
fi
output+=",
note = {${repo_desc}}
}
"
fi
# APA 7th
if [[ "$CITE_FORMAT" == "apa" || "$CITE_FORMAT" == "all" ]]; then
output+="
${author_list_apa} (${release_year_only}). ${repo_name} (Version ${version}) [Computer software].
GitLink. ${repo_url}
"
fi
# MLA 9th
if [[ "$CITE_FORMAT" == "mla" || "$CITE_FORMAT" == "all" ]]; then
output+="
${author_list_mla}. ${repo_name}. Version ${version}, GitLink,
${release_date}, ${repo_url}.
"
fi
# GB/T 7714-2015
if [[ "$CITE_FORMAT" == "gbt7714" || "$CITE_FORMAT" == "all" ]]; then
output+="
[1] ${author_list_gb}. ${repo_name}[CP/OL]. ${version}. GitLink,
${release_date}[${today}]. ${repo_url}.
"
fi
# CITATION.cff
if [[ "$CITE_FORMAT" == "cff" || "$CITE_FORMAT" == "all" ]]; then
output+="
cff-version: 1.2.0
message: \"If you use this software, please cite it as below.\"
authors:
"
for name in "${name_array[@]}"; do
[[ -z "$name" ]] && continue
local first="${name%% *}" last="${name##* }"
output+=" - family-names: ${last}
given-names: ${first}
"
done
output+="title: \"${repo_name}\"
version: ${version}
date-released: ${release_date:0:10}
url: \"${repo_url}\"
repository-code: \"${repo_url}.git\"
"
if [[ -n "$doi" ]]; then
output+="doi: ${doi}
"
fi
fi
# ── Output ────────────────────────────────────────────────────────
log_ok "引用格式生成完成"
if [[ -n "$OUTPUT_FILE" ]]; then
if [[ "${DRY_RUN:-false}" != "true" ]]; then
echo "$output" > "$OUTPUT_FILE"
log_ok "已写入: $OUTPUT_FILE"
else
log_warn "[DRY RUN] Would write to: $OUTPUT_FILE"
fi
fi
# Always print to console
divider
echo "$output"
divider
# ── Summary ───────────────────────────────────────────────────────
log_info "仓库: ${OWNER}/${REPO}"
log_info "版本: ${version}"
log_info "发布日期: ${release_date}"
log_info "贡献者数: ${author_count}"
[[ -n "$doi" ]] && log_info "DOI: ${doi}"
log_info "格式: ${CITE_FORMAT}"
# Offer to create CITATION.cff
if [[ "${DRY_RUN:-false}" != "true" ]]; then
echo ""
log_info "提示: 可在仓库中创建 CITATION.cff 文件以便他人引用。"
fi
}
main "$@"

View File

@ -1,112 +0,0 @@
<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<title>Contributor Leaderboard - zzx-coder/gitlink-cli</title>
<script src="https://cdn.jsdelivr.net/npm/echarts@5/dist/echarts.min.js"></script>
<style>
*{margin:0;padding:0;box-sizing:border-box}
body{font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;background:#f0f2f5;color:#333;padding:24px}
h1{text-align:center;margin-bottom:24px;font-size:1.6rem}
.cards{display:flex;gap:16px;justify-content:center;margin-bottom:24px;flex-wrap:wrap}
.card{background:#fff;border-radius:12px;padding:20px 28px;text-align:center;box-shadow:0 2px 8px rgba(0,0,0,.06);min-width:160px}
.card .num{font-size:2rem;font-weight:700;color:#1890ff}
.card .label{font-size:.85rem;color:#888;margin-top:4px}
.chart-row{display:flex;gap:16px;margin-bottom:24px;flex-wrap:wrap}
.chart-box{background:#fff;border-radius:12px;padding:16px;box-shadow:0 2px 8px rgba(0,0,0,.06);flex:1;min-width:320px;height:320px}
table{width:100%;border-collapse:collapse;background:#fff;border-radius:12px;overflow:hidden;box-shadow:0 2px 8px rgba(0,0,0,.06)}
th{background:#fafafa;padding:12px 16px;text-align:left;font-size:.85rem;color:#666;border-bottom:1px solid #f0f0f0}
td{padding:12px 16px;border-bottom:1px solid #f0f0f0}
tr:last-child td{border-bottom:none}
.badge{display:inline-block;padding:2px 10px;border-radius:10px;font-size:.8rem;font-weight:600}
.badge-champion{background:#fff7e6;color:#d48806}
.badge-core{background:#e6f7ff;color:#1890ff}
.badge-active{background:#f6ffed;color:#52c41a}
.badge-contributor{background:#f0f0f0;color:#666}
.rank-1{font-weight:700;color:#d48806}
.rank-2{font-weight:600;color:#8c8c8c}
.rank-3{color:#b87333}
.ahp{background:#fff;border-radius:12px;padding:16px;margin-top:24px;box-shadow:0 2px 8px rgba(0,0,0,.06);font-size:.85rem;color:#666}
.ahp h3{font-size:1rem;color:#333;margin-bottom:8px}
.ahp table{box-shadow:none}
.ahp th{background:#f9f9f9}
.footer{text-align:center;margin-top:24px;font-size:.8rem;color:#aaa}
</style>
</head>
<body>
<h1>Contributor Leaderboard</h1>
<p style="text-align:center;color:#888;margin-bottom:24px">zzx-coder/gitlink-cli &middot; 2026-07-02</p>
<div class="cards">
<div class="card"><div class="num">3</div><div class="label">Contributors</div></div>
<div class="card"><div class="num">76</div><div class="label">Total Issues</div></div>
<div class="card"><div class="num">18</div><div class="label">Merged PRs</div></div>
<div class="card"><div class="num">1600</div><div class="label">Lines Changed</div></div>
</div>
<div class="chart-row">
<div class="chart-box" id="pieChart"></div>
<div class="chart-box" id="barChart"></div>
</div>
<table>
<thead>
<tr><th>Rank</th><th>Contributor</th><th>Issues</th><th>Merged PRs</th><th>+/- Lines</th><th>Comments</th><th>Score</th><th>Badge</th></tr>
</thead>
<tbody>
<tr><td class="rank-1">1</td><td>@zzx-coder</td><td>44</td><td>8</td><td>+800</td><td>22</td><td>100.0</td><td><span class="badge badge-champion">Champion</span></td></tr>
<tr><td class="rank-2">2</td><td>@mengcheng</td><td>18</td><td>8</td><td>+600</td><td>18</td><td>80.9</td><td><span class="badge badge-champion">Champion</span></td></tr>
<tr><td class="rank-3">3</td><td>@nudt_zk</td><td>14</td><td>2</td><td>+200</td><td>4</td><td>36.2</td><td><span class="badge badge-contributor">Contributor</span></td></tr>
</tbody>
</table>
<div class="ahp">
<h3>AHP Scoring Model</h3>
<table>
<thead><tr><th>Dimension</th><th>Weight</th><th>Data Source</th></tr></thead>
<tbody>
<tr><td>Issues Created</td><td>15%</td><td>issue +list</td></tr>
<tr><td>PRs Merged</td><td>25%</td><td>pr +list state=merged</td></tr>
<tr><td>Code Changes</td><td>30%</td><td>pr +files (sampled)</td></tr>
<tr><td>Issue Comments</td><td>15%</td><td>PR journals</td></tr>
<tr><td>Team Member</td><td>15%</td><td>repo +members</td></tr>
</tbody>
</table>
</div>
<div class="footer">Auto-generated by gitlink-cli contributor-growth workflow &middot; 2026-07-02</div>
<script>
var pie = echarts.init(document.getElementById('pieChart'));
pie.setOption({
title:{text:'Score Distribution',left:'center',textStyle:{fontSize:14}},
tooltip:{trigger:'item',formatter:'{b}: {c} ({d}%)'},
series:[{
type:'pie',radius:['40%','70%'],
data:[
{value:100.0,name:'@zzx-coder',itemStyle:{color:'#d48806'}},
{value:80.9,name:'@mengcheng',itemStyle:{color:'#1890ff'}},
{value:36.2,name:'@nudt_zk',itemStyle:{color:'#8c8c8c'}}
],
label:{formatter:'{b}\n{d}%'}
}]
});
var bar = echarts.init(document.getElementById('barChart'));
bar.setOption({
title:{text:'Dimension Comparison',left:'center',textStyle:{fontSize:14}},
tooltip:{trigger:'axis'},
legend:{bottom:0,data:['Issues(15%)','PRs(25%)','Code(30%)','Comments(15%)','Member(15%)']},
xAxis:{type:'category',data:['@zzx-coder','@mengcheng','@nudt_zk']},
yAxis:{type:'value',max:30},
series:[
{name:'Issues(15%)',type:'bar',data:[15,6.1,4.8]},
{name:'PRs(25%)',type:'bar',data:[25,25,6.3]},
{name:'Code(30%)',type:'bar',data:[30,22.5,7.5]},
{name:'Comments(15%)',type:'bar',data:[15,12.3,2.7]},
{name:'Member(15%)',type:'bar',data:[15,15,15]}
]
});
window.addEventListener('resize',function(){pie.resize();bar.resize()});
</script>
</body>
</html>

View File

@ -167,3 +167,139 @@ parse_common_args() {
divider() {
echo -e "${CYAN}────────────────────────────────────────────────${NC}"
}
# ══════════════════════════════════════════════════════════════════════
# Scientific Research Helpers
# ══════════════════════════════════════════════════════════════════════
# Normalize value against max (returns 0-1, 0 if max is 0)
normalize() {
awk -v val="$1" -v max="$2" 'BEGIN { printf "%.4f", (max > 0) ? val / max : 0 }'
}
# Clamp value between lo and hi
clamp() {
awk -v val="$1" -v lo="$2" -v hi="$3" 'BEGIN { printf "%.4f", (val < lo) ? lo : ((val > hi) ? hi : val) }'
}
# Weighted sum: pass pairs of "value weight" as arguments
weighted_sum() {
awk 'BEGIN { sum=0; for(i=1;i<ARGC;i+=2) sum+=(ARGV[i]*ARGV[i+1]); printf "%.4f", sum }' "$@"
}
# Jaccard similarity between two space-separated strings
jaccard() {
echo "$1 $2" | awk '{
n1 = split($1, a1, " "); n2 = split($2, a2, " ");
delete seen; inter = 0;
for (i in a1) seen[a1[i]] = 1;
for (i in a2) if (seen[a2[i]] == 1) { inter++; seen[a2[i]] = 2; }
union = 0;
for (i in seen) union++;
printf "%.4f", (union > 0) ? inter / union : 0;
}'
}
# Detect programming language from file extension
detect_lang_from_ext() {
local ext="${1##*.}"
case "$ext" in
go) echo "Go" ;;
py|pyx) echo "Python" ;;
js|ts|jsx|tsx|mjs|cjs) echo "JavaScript/TypeScript" ;;
rs) echo "Rust" ;;
java) echo "Java" ;;
kt|kts) echo "Kotlin" ;;
c|cpp|cxx|h|hpp|hxx) echo "C/C++" ;;
r|R) echo "R" ;;
jl) echo "Julia" ;;
m|mm) echo "MATLAB/Objective-C" ;;
swift) echo "Swift" ;;
rb) echo "Ruby" ;;
php) echo "PHP" ;;
scala) echo "Scala" ;;
dart) echo "Dart" ;;
lua) echo "Lua" ;;
ipynb) echo "Jupyter Notebook" ;;
sh|bash|zsh) echo "Shell" ;;
ps1|psm1|psd1) echo "PowerShell" ;;
*) echo "Other" ;;
esac
}
# Cross-platform days between two dates (YYYY-MM-DD format)
days_between() {
local d1 d2 diff
d1=$(date -d "$1" +%s 2>/dev/null || date -jf "%Y-%m-%d" "$1" +%s 2>/dev/null || echo "0")
d2=$(date -d "$2" +%s 2>/dev/null || date -jf "%Y-%m-%d" "$2" +%s 2>/dev/null || echo "0")
diff=$(( (d2 - d1) / 86400 ))
echo "${diff#-}"
}
# Get today, N days ago (cross-platform)
date_days_ago() {
local n="$1"
date -d "$n days ago" +%Y-%m-%d 2>/dev/null || date -v-"$n"d +%Y-%m-%d 2>/dev/null
}
# Extract first N space-separated authors into BibTeX format
# Input: "First Last" "First2 Last2" ...
format_authors_bibtex() {
local names="$1" count=0 result=""
for name in $names; do
count=$((count + 1))
if [[ $count -gt 10 ]]; then
result="${result} and others"
break
fi
local last="${name##* }" first="${name%% *}"
[[ $count -gt 1 ]] && result="${result} and "
result="${result}${last}, ${first}"
done
echo "$result"
}
# Extract organization name from login (try git remote or repo +info)
org_from_owner() {
local owner="$1"
# check if it's an org or user by listing repos
local out
out=$(gl_run repo +list --user "$owner" --limit 1)
if [[ "$(json_ok "$out")" == "true" ]]; then
echo "$owner"
else
echo ""
fi
}
# Min and max helpers for awk
min_val() { awk -v a="$1" -v b="$2" 'BEGIN { print (a < b) ? a : b }'; }
max_val() { awk -v a="$1" -v b="$2" 'BEGIN { print (a > b) ? a : b }'; }
# ── Knowledge Graph Helpers ──────────────────────────────────────────
# Generate a unique node ID
kg_node_id() { echo "${1}:${2}" | tr '/' '_' | tr ' ' '_'; }
# URL-encode a string (basic)
url_encode() {
local str="$1"
echo "$str" | jq -sRr @uri 2>/dev/null || echo "$str"
}
# Escape JSON string value
json_escape() {
echo "$1" | jq -Rsa . 2>/dev/null || echo "\"$1\""
}
# ── Color-coded Severity ──────────────────────────────────────────────
severity_color() {
case "$1" in
Critical|critical|CRITICAL) echo -e "${RED}$1${NC}" ;;
Warning|warning|WARNING) echo -e "${YELLOW}$1${NC}" ;;
Info|info|INFO) echo -e "${CYAN}$1${NC}" ;;
OK|ok|CLEAN) echo -e "${GREEN}$1${NC}" ;;
*) echo "$1" ;;
esac
}

View File

@ -0,0 +1,69 @@
# GitLink 科研辅助 — PowerShell 公共模块扩展
# 在 common.psm1 基础上增加科研计算函数
# -- Math helpers --
function Get-Normalized {
param([double]$Value, [double]$Max)
if ($Max -le 0) { return 0 }
return [Math]::Round($Value / $Max, 4)
}
function Get-Clamped {
param([double]$Value, [double]$Lo, [double]$Hi)
return [Math]::Max($Lo, [Math]::Min($Value, $Hi))
}
function Get-WeightedSum {
param([double[]]$Pairs)
$sum = 0.0
for ($i = 0; $i -lt $Pairs.Count; $i += 2) {
$sum += $Pairs[$i] * $Pairs[$i + 1]
}
return [Math]::Round($sum, 4)
}
function Get-Jaccard {
param([string[]]$ListA, [string[]]$ListB)
$setA = @{}; foreach ($a in $ListA) { $setA[$a.Trim()] = 1 }
$inter = 0; foreach ($b in $ListB) { if ($setA.ContainsKey($b.Trim())) { $inter++ } }
$union = ($setA.Keys + ($ListB | ForEach-Object { $_.Trim() }) | Select-Object -Unique).Count
if ($union -le 0) { return 0 }
return [Math]::Round($inter / $union, 4)
}
function Get-DaysBetween {
param([string]$Date1, [string]$Date2)
try { return ([DateTime]$Date2 - [DateTime]$Date1).Days }
catch { return 365 }
}
function Get-DateToday { return (Get-Date -Format "yyyy-MM-dd") }
# -- Citation helpers --
function Format-AuthorsBibtex {
param([string[]]$Authors)
$result = ""; $count = 0
foreach ($a in $Authors) {
if (-not $a) { continue }
$count++
if ($count -gt 5) { $result += " and others"; break }
if ($count -gt 1) { $result += " and " }
$parts = $a -split '\s+'
$last = $parts[-1]; $first = $parts[0]
$result += "$last, $first"
}
return $result
}
function Format-AuthorsAPA {
param([string[]]$Authors)
$result = ""; $count = 0; $total = ($Authors | Where-Object { $_ }).Count
foreach ($a in $Authors) {
if (-not $a) { continue }
$count++
if ($count -gt 5) { $result += ", et al."; break }
if ($count -eq 1) { }
elseif ($count -eq $total -or $count -eq 5) { $result += ", & " }
else { $result += ", " }
$parts = $a -split '\s+'
$last = $parts[-1]; $first = $parts[0][0]
$result += "$last, $first."
}
return $result
}
Export-ModuleMember -Function Get-Normalized, Get-Clamped, Get-WeightedSum, Get-Jaccard, Get-DaysBetween, Get-DateToday, Format-AuthorsBibtex, Format-AuthorsAPA

View File

@ -0,0 +1,101 @@
{
"$schema": "http://json-schema.org/draft-07/schema#",
"$id": "https://gitlink.org.cn/schemas/research-knowledge-graph.json",
"title": "Research Knowledge Graph",
"description": "Schema for the research knowledge graph generated from GitLink repository analysis",
"type": "object",
"required": ["metadata", "nodes", "edges"],
"properties": {
"metadata": {
"type": "object",
"required": ["generated_at", "search_keywords"],
"properties": {
"generated_at": { "type": "string", "format": "date-time" },
"search_keywords": {
"type": "array",
"items": { "type": "string" },
"minItems": 1
},
"total_repos_scanned": { "type": "integer", "minimum": 0 },
"total_contributors_found": { "type": "integer", "minimum": 0 },
"total_edges_inferred": { "type": "integer", "minimum": 0 },
"api_version": { "type": "string" }
}
},
"nodes": {
"type": "array",
"items": {
"type": "object",
"required": ["id", "type", "label"],
"properties": {
"id": {
"type": "string",
"description": "Unique node identifier, e.g. 'repo:owner/repo-name' or 'topic:NLP'",
"pattern": "^[a-z_]+:.+$"
},
"type": {
"type": "string",
"description": "Node type",
"enum": ["repo", "contributor", "topic", "paper", "organization", "release"]
},
"label": {
"type": "string",
"description": "Human-readable display name"
},
"description": {
"type": "string",
"description": "Optional description for tooltip"
},
"properties": {
"type": "object",
"description": "Type-specific attributes"
}
}
}
},
"edges": {
"type": "array",
"items": {
"type": "object",
"required": ["source", "target", "type"],
"properties": {
"source": {
"type": "string",
"description": "Source node ID"
},
"target": {
"type": "string",
"description": "Target node ID"
},
"type": {
"type": "string",
"description": "Relationship type",
"enum": [
"depends_on",
"cites",
"contributes_to",
"forks_from",
"has_topic",
"collaborates_with",
"releases",
"references_paper",
"implements_method",
"related_to"
]
},
"weight": {
"type": "number",
"minimum": 0,
"maximum": 1,
"default": 0.5,
"description": "Edge weight / confidence"
},
"evidence": {
"type": "string",
"description": "How this edge was inferred"
}
}
}
}
}
}

View File

@ -0,0 +1,110 @@
<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>科研知识图谱 — {{REPORT_DATE}}</title>
<script src="https://cdn.jsdelivr.net/npm/echarts@5.4.3/dist/echarts.min.js"></script>
<style>
* { margin: 0; padding: 0; box-sizing: border-box; }
body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f5f7fa; color: #333; }
.header { background: linear-gradient(135deg, #1a237e 0%, #3949ab 100%); color: #fff; padding: 36px 30px; }
.header h1 { font-size: 26px; margin-bottom: 6px; }
.header .subtitle { opacity: 0.8; font-size: 14px; }
.container { max-width: 1400px; margin: 0 auto; padding: 20px; }
.cards { display: grid; grid-template-columns: repeat(auto-fit, minmax(180px, 1fr)); gap: 14px; margin-bottom: 24px; }
.card { background: #fff; border-radius: 12px; padding: 18px; box-shadow: 0 2px 8px rgba(0,0,0,.08); text-align: center; }
.card .value { font-size: 32px; font-weight: 700; color: #1a237e; }
.card .label { font-size: 12px; color: #888; margin-top: 4px; }
.panel { background: #fff; border-radius: 12px; padding: 24px; box-shadow: 0 2px 8px rgba(0,0,0,.08); margin-bottom: 24px; }
.panel h2 { font-size: 18px; margin-bottom: 16px; color: #1a237e; border-bottom: 2px solid #3949ab; padding-bottom: 8px; }
#graphChart { width: 100%; height: 600px; }
table { width: 100%; border-collapse: collapse; }
th, td { padding: 10px 14px; text-align: left; border-bottom: 1px solid #eee; font-size: 13px; }
th { background: #f5f7fa; color: #555; font-weight: 600; }
.tag { display: inline-block; padding: 2px 10px; border-radius: 12px; font-size: 12px; margin: 2px; }
.tag.rising { background: #e8f5e9; color: #2e7d32; }
.tag.stable { background: #e3f2fd; color: #1565c0; }
.tag.declining { background: #fce4ec; color: #c62828; }
.footer { text-align: center; padding: 24px; color: #999; font-size: 12px; }
</style>
</head>
<body>
<div class="header">
<h1>科研知识图谱</h1>
<div class="subtitle">
关键词:{{KEYWORDS}} &mdash;
仓库:{{TOTAL_REPOS}} 个 &mdash;
贡献者:{{TOTAL_CONTRIBUTORS}} 人 &mdash;
{{REPORT_DATE}}
</div>
</div>
<div class="container">
<div class="cards">
<div class="card"><div class="value">{{TOTAL_REPOS}}</div><div class="label">仓库节点</div></div>
<div class="card"><div class="value">{{TOTAL_CONTRIBUTORS}}</div><div class="label">贡献者节点</div></div>
<div class="card"><div class="value">{{TOTAL_TOPICS}}</div><div class="label">主题节点</div></div>
<div class="card"><div class="value">{{TOTAL_EDGES}}</div><div class="label">关系边</div></div>
<div class="card"><div class="value">{{HOTTEST_REPO}}</div><div class="label">最热仓库</div></div>
</div>
<div class="panel">
<h2>知识图谱 — 力导向布局</h2>
<div id="graphChart"></div>
</div>
<div class="panel">
<h2>热度排行榜</h2>
<table id="hotnessTable">
<thead><tr><th>排名</th><th>仓库</th><th>热度</th><th>语言</th><th>Stars</th><th>趋势</th></tr></thead>
<tbody>{{TABLE_ROWS}}</tbody>
</table>
</div>
</div>
<div class="footer">Generated by GitLink Research Assistant — {{REPORT_DATE}}</div>
<script>
var graph = echarts.init(document.getElementById('graphChart'));
graph.setOption({
tooltip: {
formatter: function(p) {
if (p.dataType === 'edge') return p.data.source + ' → ' + p.data.target + '<br/>' + p.data.evidence;
var d = p.data;
return '<b>' + d.label + '</b><br/>' + (d.desc || '') + '<br/>' +
(d.stars ? 'Stars: ' + d.stars : '') + (d.repo_count ? ' 关联仓库: ' + d.repo_count : '');
}
},
legend: [{
data: ['仓库', '贡献者', '主题', '论文', '组织'],
orient: 'vertical', right: 10, top: 20
}],
series: [{
type: 'graph',
layout: 'force',
roam: true,
draggable: true,
force: {
repulsion: 200,
edgeLength: [80, 300],
layoutAnimation: true
},
categories: [
{ name: '仓库', itemStyle: { color: '#5470c6' }, symbol: 'roundRect' },
{ name: '贡献者', itemStyle: { color: '#91cc75' }, symbol: 'circle' },
{ name: '主题', itemStyle: { color: '#fac858' }, symbol: 'diamond' },
{ name: '论文', itemStyle: { color: '#ee6666' }, symbol: 'triangle' },
{ name: '组织', itemStyle: { color: '#73c0de' }, symbol: 'pin' }
],
data: {{GRAPH_NODES}},
links: {{GRAPH_EDGES}},
label: { show: true, fontSize: 11, formatter: '{b}' },
emphasis: { focus: 'adjacency', label: { fontSize: 14 } },
lineStyle: { color: '#ccc', curveness: 0.1 }
}]
});
window.addEventListener('resize', function() { graph.resize(); });
</script>
</body>
</html>