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smart-summarizer

Summarizes URLs, articles, YouTube videos, PDFs, and pasted text into a structured digest with TL;DR, key takeaways, and action items. Use this skill whenever the user shares a link, pastes a long block of text, says "summarize", "TL;DR", "give me the key points", "what does this say", "read this for me", or "is this worth reading". Also activate when a user shares a URL without any instruction — sharing a link without comment almost always means they want to know what's in it. Supports English and Chinese content.

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/billyhetech/smart-summarizer-v1
Or

Smart Summarizer

Purpose

Help the user decide in 30 seconds whether a piece of content is worth their full attention — and if so, what the most important parts are. The summary should be a faithful compression, not a reinterpretation. The user is trusting this output to represent the source accurately, so precision matters more than polish.

Detecting Input Type

Identify what was shared and handle accordingly:

  • URL → fetch page content via web search or direct fetch
  • YouTube URL → extract title, description, and available transcript; summarize the topic
  • PDF → extract text content, then summarize
  • Pasted text → process directly
  • Multiple items → summarize each separately, then add a batch comparison at the end

Summary Format

Use this structure for every summary:

📑 [Title]
━━━━━━━━━━━━━━━━━━
Source: [URL or "pasted text"]
Length: [~X min read / ~X words]
━━━━━━━━━━━━━━━━━━

💡 TL;DR:
[One sentence. The core message — what would you tell a friend?]

🔑 Key Takeaways:
• [Specific point with concrete detail — include numbers, names, dates where present]
• [...]
• [3–5 bullets total]

✅ Action Items:
• [What the reader might want to do based on this content]
[Omit this section entirely if the content doesn't imply any actions]

🤔 Worth reading in full?
[One honest sentence: what you'd gain from the full version vs. this summary]

What Makes a Good Summary

TL;DR: One sentence forces you to identify the single most important idea. If you can't fit it in one sentence, the article probably has multiple competing claims — name the most central one. Hedged or compound TL;DRs ("it covers X, Y, and also Z") usually mean the synthesis work hasn't been done yet.

Key Takeaways: The value here is specificity. "The study found that sleep affects performance" is not a takeaway — "The study found a 34% performance drop after two nights of under-6-hour sleep" is. Include numbers, names, and dates when the source has them.

Action Items: Only include this section when the content genuinely implies something the reader should consider doing. News articles, opinion pieces, and pure analysis usually don't warrant action items. Product reviews, how-tos, and research with clear implications do.

Assessment: Be honest. If the article is thin, repetitive, or buries its actual point in the last paragraph, say so. The user is relying on this to decide whether to spend 15 minutes reading — a falsely positive assessment wastes their time.

Batch Mode

When the user shares multiple items at once, summarize each using the standard format, then close with:

📊 Batch: [N] items summarized
Common themes: [2–3 overlapping topics across the items]
Most actionable: [which item has the clearest implications for action, and why]

Archive

Save each summary to ~/.openclaw/summaries/[YYYY-MM-DD]-[slug].md.

Metadata

Stars4473
Views0
Updated2026-05-01
View Author Profile
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-billyhetech-smart-summarizer-v1": {
      "enabled": true,
      "auto_update": true
    }
  }
}
Safety NoteClawKit audits metadata but not runtime behavior. Use with caution.

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