Paper Digest
Input
- -
arxiv_id: bare ID like 2305.11206 or full https://arxiv.org/abs/2305.11206 (Normalise: strip the URL prefix, extract bare ID.)
Step 1 — Fetch the main paper
Try HTML first: web.fetch https://arxiv.org/html/
- - If HTTP 200 → use this as
paper_text. - If Falis: add v1 at the end, and try again: web.fetch https://arxiv.org/html/v1
- else if all fails skip and ABORT!
If the paper_text is retrieved then write the summary to ~/.openclaw/workspace/papers/<arxiv-id>.md.
Step 2 — Extract citations
Note: DO NOT DO THIS STEP INSIDE sub-agents
Within the main agent and from paper_text, identify at most 5 citations the paper most directly builds on. Prioritize:
- - Papers that are explicitly extended or improved upon
- Papers used as the primary baseline for comparison
- Papers that provide the core architecture this work adopts
- Papers referred to repeatedly (not just mentioned once) or that provide essential context
For each citation, extract either the arXiv ID or the title. Then resolve to an arXiv URL:
- - If an arXiv ID is in the reference → INLINECODE9
- Otherwise search
https://arxiv.org/search/?query=<title>&searchtype=all and take the first match.
Step 3 — Spawn sub-agents for citations
Note: Ensure that the sub-agent related task is precise and concise so the sub-agent does not have to re-read the previously read SKILLs and files.
For each resolved citation:
- - Check if the file for citation exists:
~/.openclaw/workspace/papers/<arxiv-id>.md, if it does then skip and consider the sub-agent concluded. - If the previous step fails then spawn a sub-agent with this EXACT instruction in VERBATIM:
- Fetch https://arxiv.org/html/
id> (or add v1 at the end, and try again: web.fetch https://arxiv.org/html/id>v1). If unavailable, SKIP. If retrieved then Write the summary to ~/.openclaw/workspace/papers/<arxiv-id>.md.
Step 4 — Write the executive summary
Check the citation summaries within ~/.openclaw/workspace/papers/ then utilize the main paper we are summarising with citation summaries and write a single markdown document in flowing prose (no bullet lists) to ~/.openclaw/workspace/digest/report_<arxiv-id>. Use this structure:
CODEBLOCK0
Rules
- - Every citation must be a markdown link: INLINECODE15
- No bullet lists in the output — prose only.
- If a section is absent from the paper (e.g., no ablations), skip it silently.
- Do not fabricate results, metrics, or author claims.
- Citation resolution retry: If a citation URL cannot be resolved after one retry, write the citation as plain text without a link:
[Author et al., YEAR].
技能名称: paper-digest
详细描述:
论文摘要
输入
- - arxiv_id: 裸ID如2305.11206或完整https://arxiv.org/abs/2305.11206（标准化：去除URL前缀，提取裸ID。）
步骤1 — 获取主论文
首先尝试HTML：web.fetch https://arxiv.org/html/
- - 如果HTTP 200 → 将此作为papertext。
- 如果失败：在末尾添加v1，然后重试：web.fetch https://arxiv.org/html/id>v1
- 否则如果全部失败，跳过并中止！
如果成功获取paper_text，则将摘要写入~/.openclaw/workspace/papers/.md。
步骤2 — 提取引用
注意：不要在子代理内部执行此步骤
在主代理内部，从paper_text中识别该论文最直接依赖的最多5篇引用。优先考虑：
- - 明确扩展或改进的论文
- 用作比较的主要基线的论文
- 提供本工作采用的核心架构的论文
- 反复提及（而非仅一次提及）或提供必要背景的论文
对于每篇引用，提取arXiv ID或标题。然后解析为arXiv URL：
- - 如果引用中包含arXiv ID → https://arxiv.org/html/
- 否则搜索https://arxiv.org/search/?query=&searchtype=all并取第一个匹配项。</li></ul></p>
<h2>步骤3 — 为引用生成子代理</h2>
<p><strong><em>注意</em></strong>：确保子代理相关任务精确简洁，以便子代理无需重新阅读之前已读的技能和文件。</p>
<p>对于每个解析出的引用：<br>
<ul><li>- 检查引用文件是否存在：~/.openclaw/workspace/papers/<arxiv-id>.md，如果存在则跳过并视子代理任务完成。</li><li>如果上一步失败，则生成一个子代理，并逐字使用以下精确指令：</li></ul><br>
- 获取https://arxiv.org/html/<citation<em>id>（或在末尾添加v1，然后重试：web.fetch https://arxiv.org/html/<arxiv</em>id>v1）。如果不可用，跳过。如果获取成功，则将摘要写入~/.openclaw/workspace/papers/<arxiv-id>.md。</p>
<h2>步骤4 — 撰写执行摘要</h2>
<p>检查~/.openclaw/workspace/papers/中的引用摘要，然后利用我们正在总结的主论文及引用摘要，撰写一份<strong>流畅散文形式的单一markdown文档</strong>（无项目符号列表），保存至~/.openclaw/workspace/digest/report_<arxiv-id>。使用以下结构：</p>
<p>markdown<br>
<h1><标题></h1></p>
<p><该问题解决什么及其重要性。背景及相关参考文献摘要></p>
<p><先前工作的不足以及本文如何弥补这一差距。内联引用为<a href="<arxiv<em>link>" target="</em>blank" rel="noopener">作者等，年份</a>。</p>
<p><核心方法，用通俗语言描述></p>
<p><主要结果。与先前工作的差异></p>
<p><一个局限性和一个未来方向></p>
<p><详细的消融实验、基准测试（如果本文或引用参考文献中存在）></p>
<h2>规则</h2>
<ul><li>- 每篇引用必须是markdown链接：<a href="<arxiv<em>or</em>url>" target="_blank" rel="noopener">作者等，年份</a></li><li>输出中无项目符号列表 — <strong>仅限散文</strong>。</li><li>如果论文中缺少某个部分（例如，无消融实验），则静默跳过。</li><li>不得捏造结果、指标或作者声明。</li><li><strong>引用解析重试</strong>：如果引用URL在一次重试后仍无法解析，则将引用写为无链接的纯文本：[作者等，年份]。</li></ul></div>
</div>
<div class="tags">
<h4>标签</h4>
<span class="tag">skill</span>
<span class="tag">ai</span>
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<h3>通过对话安装</h3>
<p>该技能支持在以下平台通过对话安装：</p>
<div class="platform-list">
<span class="platform-tag">OpenClaw</span>
<span class="platform-tag">WorkBuddy</span>
<span class="platform-tag">QClaw</span>
<span class="platform-tag">Kimi</span>
<span class="platform-tag">Claude</span>
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<div class="install-method">
<h4>方式一：安装 SkillHub 和技能</h4>
<div class="code-block">
<button class="copy-btn" onclick="copyToClipboard('帮我安装 SkillHub 和 paper-digest-1776274845 技能', this)">复制</button>
<code>帮我安装 SkillHub 和 paper-digest-1776274845 技能</code>
</div>
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<div class="install-method">
<h4>方式二：设置 SkillHub 为优先技能安装源</h4>
<div class="code-block">
<button class="copy-btn" onclick="copyToClipboard('设置 SkillHub 为我的优先技能安装源，然后帮我安装 paper-digest-1776274845 技能', this)">复制</button>
<code>设置 SkillHub 为我的优先技能安装源，然后帮我安装 paper-digest-1776274845 技能</code>
</div>
</div>
<h3 style="margin-top: 30px;">通过命令行安装</h3>
<div class="install-method">
<div class="code-block">
<button class="copy-btn" onclick="copyToClipboard('skillhub install paper-digest-1776274845', this)">复制</button>
<code>skillhub install paper-digest-1776274845</code>
</div>
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<h3 style="margin-top: 30px;">下载</h3>
<a href="plugin.php?id=hl_skillhub&mod=download&version_id=17746&token=a0f798eac4126d5ef78c27fa4af6bdaf" class="download-btn">
⬇ 下载 paper-digest v0.0.2（免费）
</a>
<p class="download-info">
文件大小: 2.15 KB |
发布时间: 2026-4-16 17:50 </p>
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<span class="version-number">v0.0.2</span>
<span class="latest-tag">最新</span>
<span class="version-date">2026-4-16 17:50</span>
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font-size: 13px;
}
.changelog {
color: #666;
line-height: 1.6;
}
/* 相关推荐 */
.related-skills {
margin-top: 40px;
padding: 24px;
background: #fff;
border-radius: 12px;
border: 1px solid #e8e8e8;
}
.related-skills h3 {
margin-bottom: 20px;
font-size: 18px;
font-weight: 600;
color: #1e293b;
display: flex;
align-items: center;
gap: 8px;
}
.related-skills h3:before {
content: '';
width: 4px;
height: 20px;
background: #155BD5;
border-radius: 2px;
}
.skill-list-related {
display: grid;
grid-template-columns: repeat(auto-fill, minmax(240px, 1fr));
gap: 20px;
}
.skillhub-card-related {
border-radius: 16px;
padding: 20px;
transition: all 0.3s ease;
background: rgba(255, 255, 255, 0.95);
backdrop-filter: blur(10px);
border: 1px solid rgba(0, 0, 0, 0.08);
box-shadow: 0 1px 3px rgba(0,0,0,0.05), 0 4px 12px rgba(0,0,0,0.03);
}
.skillhub-card-related:hover {
box-shadow: 0 8px 24px rgba(21, 91, 213, 0.15);
transform: translateY(-4px);
}
.skillhub-card-related:active {
transform: scale(0.98);
}
.skillhub-card-related a {
color: inherit;
text-decoration: none;
}
.skillhub-card-related .skill-icon {
width: 56px;
height: 56px;
margin-bottom: 12px;
}
.skillhub-card-related .skill-icon .default-icon {
width: 100%;
height: 100%;
border-radius: 12px;
background: #155BD5;
color: #fff;
display: flex;
align-items: center;
justify-content: center;
font-size: 24px;
font-weight: bold;
}
.skillhub-card-related .skill-name {
font-size: 16px;
font-weight: 600;
margin-bottom: 8px;
color: #333;
}
.skillhub-card-related .skill-desc {
font-size: 13px;
color: #666;
line-height: 1.5;
overflow: hidden;
text-overflow: ellipsis;
display: -webkit-box;
-webkit-line-clamp: 2;
-webkit-box-orient: vertical;
margin-bottom: 12px;
min-height: 39px;
}
.skillhub-card-related .skill-meta {
display: flex;
justify-content: space-between;
align-items: center;
font-size: 12px;
color: #999;
}
.skillhub-card-related .skill-meta .stats {
display: flex;
gap: 12px;
}
.skillhub-card-related .skill-source {
background: #f0f0f0;
padding: 2px 10px;
border-radius: 12px;
font-size: 12px;
}
@media screen and (max-width: 768px) {
.skill-detail-header {
flex-direction: column;
text-align: center;
padding: 24px 20px;
}
.skill-icon-large {
width: 80px;
height: 80px;
}
.skill-icon-large .default-icon-large {
font-size: 32px;
}
.skill-info h1 {
font-size: 24px;
}
.skill-info h1 .name-cn {
font-size: 14px;
padding: 2px 10px;
margin-left: 0;
margin-top: 6px;
}
.skill-header-action {
padding-left: 0;
padding-top: 16px;
width: 100%;
justify-content: center;
}
.header-download-btn {
width: 100%;
justify-content: center;
max-width: 280px;
}
.stats-panel {
flex-wrap: wrap;
padding: 16px 0;
}
.stats-panel .stats-item {
flex: 1 1 30%;
min-width: 80px;
padding: 12px 8px;
}
.stats-panel .stats-divider {
width: 1px;
height: 36px;
}
.stats-panel .stats-icon {
width: 32px;
height: 32px;
font-size: 14px;
}
.stats-panel .stats-number {
font-size: 18px;
}
.stats-panel .stats-value {
font-size: 13px;
}
.stats-panel .stats-label {
font-size: 11px;
}
.skill-tabs {
overflow-x: auto;
gap: 24px;
-webkit-overflow-scrolling: touch;
}
.skill-tabs .tab-item {
white-space: nowrap;
}
.code-block {
padding: 16px 50px 16px 16px;
}
.code-block code {
font-size: 12px;
word-break: break-all;
}
}
/* Paid skill notice */
.paid-notice {
text-align: center;
padding: 40px 24px;
background: linear-gradient(135deg, #fff7ed, #ffedd5);
border-radius: 12px;
border: 1px solid #fed7aa;
}
.paid-notice-icon {
width: 56px;
height: 56px;
margin: 0 auto 16px;
background: #fff;
border-radius: 50%;
display: flex;
align-items: center;
justify-content: center;
font-size: 28px;
color: #f97316;
box-shadow: 0 2px 8px rgba(249,115,22,0.15);
}
.paid-notice h3 {
font-size: 20px;
color: #9a3412;
margin-bottom: 8px;
}
.paid-notice p {
font-size: 14px;
color: #c2410c;
margin: 4px 0;
}
.paid-buy-box {
padding: 20px;
background: #fff7ed;
border-radius: 8px;
border: 1px solid #fed7aa;
margin-bottom: 12px;
}
.paid-buy-box p {
color: #7c2d12;
font-size: 15px;
margin: 0;
}</style>
<script>
// 复制功能
function copyToClipboard(text, btn) {
if (navigator.clipboard && navigator.clipboard.writeText) {
navigator.clipboard.writeText(text).then(function() {
showCopied(btn);
}).catch(function() {
fallbackCopy(text, btn);
});
} else {
fallbackCopy(text, btn);
}
}
function fallbackCopy(text, btn) {
var textarea = document.createElement('textarea');
textarea.value = text;
textarea.style.position = 'fixed';
textarea.style.opacity = '0';
document.body.appendChild(textarea);
textarea.select();
try {
document.execCommand('copy');
showCopied(btn);
} catch (err) {
btn.textContent = '失败';
}
document.body.removeChild(textarea);
}
function showCopied(btn) {
var originalText = btn.textContent;
btn.textContent = '已复制!';
btn.classList.add('copied');
setTimeout(function() {
btn.textContent = originalText;
btn.classList.remove('copied');
}, 2000);
}
// Tab 切换
document.addEventListener('DOMContentLoaded', function() {
var tabItems = document.querySelectorAll('.skill-tabs .tab-item');
var tabContents = document.querySelectorAll('.tab-content');
tabItems.forEach(function(item) {
item.addEventListener('click', function() {
var target = this.getAttribute('data-tab');
var targetContent = document.getElementById('tab-' + target);
// 移除所有 active
tabItems.forEach(function(t) { t.classList.remove('active'); });
tabContents.forEach(function(c) { c.classList.remove('active'); });
// 添加 active
this.classList.add('active');
// 延迟添加动画类，确保过渡效果
setTimeout(function() {
targetContent.classList.add('active');
}, 50);
window.location.hash = target;
});
});
var hash = window.location.hash.replace('#', '');
if (hash) {
var targetTab = document.querySelector('.skill-tabs .tab-item[data-tab="' + hash + '"]');
if (targetTab) {
targetTab.click();
}
}
// 中英文描述切换
var langSwitcher = document.getElementById('langSwitcher');
if (langSwitcher) {
var descEn = document.querySelector('#markdownContent .desc-en');
var descCn = document.querySelector('#markdownContent .desc-cn');
var toggleBtn = document.getElementById('langToggleBtn');
var currentLang = 'cn';
toggleBtn.addEventListener('click', function() {
if (currentLang === 'en') {
currentLang = 'cn';
toggleBtn.textContent = 'English';
if (descEn) descEn.style.display = 'none';
if (descCn) descCn.style.display = 'block';
} else {
currentLang = 'en';
toggleBtn.textContent = '中文';
if (descCn) descCn.style.display = 'none';
if (descEn) descEn.style.display = 'block';
}
});
}
});
</script></div>
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