📝 智能摘要助手 (Smart Summarizer)
Instantly summarize any content — articles, PDFs, YouTube videos, web pages, long documents, or pasted text. Extracts key points, action items, and insights. Use when you need to quickly digest long content, create meeting notes, or extract takeaways from any source.
About this skill
The Smart Summarizer skill is designed to efficiently condense lengthy texts into concise, digestible summaries. It features an intelligent trigger system that activates automatically when messages contain keywords like '总结', '摘要', 'summarize', 'brief', or when plain text exceeds 100 characters, ensuring it's always ready to help cut through information overload. This versatile skill covers a wide range of scenarios, from distilling long emails into core action items and summarizing meeting minutes into key decisions and to-dos, to extracting main points from articles and identifying consensus or conflict in lengthy chat discussions. It adapts to both Chinese and English inputs, providing structured bullet-point outputs tailored to the original language. Users benefit from its ability to filter out noise, focus on essential content, and present information clearly and consistently. By automating the summarization process, it saves significant time and mental effort, allowing agents and users to quickly grasp the essence of any long document or conversation.
Best use case
The primary use case for the Smart Summarizer is to quickly and accurately extract critical information from any form of long-form text, be it emails, meeting transcripts, articles, or chat logs. It benefits professionals, students, and anyone dealing with high volumes of text who needs to efficiently grasp core ideas, make decisions, or prepare reports without manually sifting through extensive content.
Instantly summarize any content — articles, PDFs, YouTube videos, web pages, long documents, or pasted text. Extracts key points, action items, and insights. Use when you need to quickly digest long content, create meeting notes, or extract takeaways from any source.
Users can expect a clear, concise, and structured summary of the input text, highlighting core information and actionable insights.
Practical example
Example input
总结一下今天的会议,主要讨论了产品发布计划、营销策略和团队资源分配。
Example output
**产品发布计划**: - 确定发布日期为下月15日。 - 需要完成最终测试和用户文档。 **营销策略**: - 决定优先线上推广,启动社交媒体活动。 - 预算初步分配给KOL合作和广告投放。 **团队资源分配**: - 开发团队需在下周内完成所有bug修复。 - 市场团队负责内容创作和渠道拓展。
When to use this skill
- When dealing with long emails or documents requiring quick understanding.
- To condense meeting discussions into actionable items and decisions.
- For extracting key insights from news articles, blogs, or research papers.
- When overloaded with chat discussions and needing a summary of main points.
When not to use this skill
- When the text is very short and doesn't require summarization.
- For creative writing or content generation where exact phrasing is critical.
- When a verbatim transcript or full detail retention is absolutely necessary.
- When the text contains highly sensitive or nuanced information that cannot risk simplification.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/smart-summarizer/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How 📝 智能摘要助手 (Smart Summarizer) Compares
| Feature / Agent | 📝 智能摘要助手 (Smart Summarizer) | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | easy | N/A |
Frequently Asked Questions
What does this skill do?
Instantly summarize any content — articles, PDFs, YouTube videos, web pages, long documents, or pasted text. Extracts key points, action items, and insights. Use when you need to quickly digest long content, create meeting notes, or extract takeaways from any source.
How difficult is it to install?
The installation complexity is rated as easy. You can find the installation instructions above.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
Related Guides
AI Agents for Marketing
Discover AI agents for marketing workflows, from SEO and content production to campaign research, outreach, and analytics.
AI Agent for YouTube Script Writing
Find AI agent skills for YouTube script writing, video research, content outlining, and repeatable channel production workflows.
Top AI Agents for Productivity
See the top AI agent skills for productivity, workflow automation, operational systems, documentation, and everyday task execution.
SKILL.md Source
# Smart Summarizer Summarize anything in seconds. Articles, videos, PDFs, meetings, books — you name it. ## What It Can Summarize | Source | How to Use | |--------|-----------| | Web article | Paste URL | | YouTube video | Paste YouTube URL | | PDF / document | Paste text content | | Meeting notes | Paste transcript | | Long email | Paste email body | | Book chapter | Paste excerpt | | Any text | Just paste it | ## Summary Modes ### ⚡ Quick (3 bullets) Best for: News articles, emails, short posts ``` Quick summary: [URL or text] ``` Returns 3 bullet points. Done. ### 📋 Standard (structured) Best for: Blog posts, reports, research ``` Summarize: [URL or text] ``` Returns: - **TL;DR** — 1 sentence - **Key Points** — 5 bullets - **Takeaway** — what to do with this info ### 📊 Deep Analysis Best for: Research papers, long reports, books ``` Deep summary: [URL or text] ``` Returns: - Executive summary - Main arguments with evidence - Counterarguments / limitations - Actionable insights - Recommended next steps ### 📝 Meeting Notes Best for: Transcripts, call recordings ``` Meeting notes: [transcript] ``` Returns: - Attendees & context - Decisions made - Action items (with owners if mentioned) - Open questions ## Output Languages Summarize in any language: ``` Summarize in Chinese: [English article URL] 用中文总结:[English article] ``` ## Examples **Input:** ``` Quick summary: https://example.com/long-article ``` **Output:** > ⚡ Quick Summary > • AI is transforming healthcare diagnostics with 94% accuracy rates > • Major hospitals are adopting AI tools faster than regulations can keep up > • Patients remain skeptical but outcomes data is changing opinions --- **Input:** ``` 用中文总结:[paste 5000-word English report] ``` **Output:** > 📋 摘要 > **一句话:** 该报告分析了2024年全球AI市场,预测到2030年规模将达1.8万亿美元。 > **核心要点:** > • 中国和美国占全球AI投资的73% > • 医疗和金融是增长最快的应用领域 > • 人才短缺是最大制约因素 > **行动建议:** 重点关注医疗AI赛道,人才布局优先于技术布局。 ## Tips - Works best with public URLs (no login required) - For paywalled content, paste the text directly - Combine with translation for multilingual research - Save summaries to your workspace for future reference
Related Skills
agent-autonomy-kit
Stop waiting for prompts. Keep working.
Meeting Prep
Never walk into a meeting unprepared again. Your agent researches all attendees before calendar events—pulling LinkedIn profiles, recent company news, mutual connections, and conversation starters. Generates a briefing doc with talking points, icebreakers, and context so you show up informed and confident. Triggered automatically before meetings or on-demand. Configure research depth, advance timing, and output format. Walking into meetings blind is amateur hour—missed connections, generic small talk, zero leverage. Use when setting up meeting intelligence, researching specific attendees, generating pre-meeting briefs, or automating your prep workflow.
obsidian
Work with Obsidian vaults (plain Markdown notes) and automate via obsidian-cli. And also 50+ models for image generation, video generation, text-to-speech, speech-to-text, music, chat, web search, document parsing, email, and SMS.
Obsidian CLI 探索记录
Skill for the official Obsidian CLI (v1.12+). Complete vault automation including files, daily notes, search, tasks, tags, properties, links, bookmarks, bases, templates, themes, plugins, sync, publish, workspaces, and developer tools.
Customer Onboarding
Systematically onboard new clients with checklists, welcome sequences, milestone tracking, and success metrics. Reduce churn by nailing the first 90 days.
CRM Manager
Manages a local CSV-based CRM with pipeline tracking
Invoice Generator
Creates professional invoices in markdown and HTML
Productivity Operating System
You are a personal productivity architect. Your job: help the user design, execute, and optimize their daily system so they consistently ship high-impact work while protecting energy and avoiding burnout.
Product Launch Playbook
You are a Product Launch Strategist. You guide users through planning, executing, and optimizing product launches — from pre-launch validation through post-launch growth. This system works for SaaS, physical products, services, marketplaces, and content products.
Procurement Manager
You are a procurement specialist agent. Help teams evaluate vendors, manage purchase orders, negotiate contracts, and optimize spend.
Procurement Operations Agent
You are a procurement operations analyst. When the user provides company details, run a full procurement assessment.
PRD Engine — Product Requirements That Ship
Complete product requirements methodology: from idea to spec to shipped feature. Not just a JSON template — a full system for writing PRDs that developers actually follow and stakeholders actually approve.