Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add L-LesterYu/OpenClaw-hot-skills-zh --skill summarize-zhgit clone --depth 1 https://github.com/L-LesterYu/OpenClaw-hot-skills-zhWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/l-lesteryu/openclaw-hot-skills-zh/summarize-zh)<a href="https://agentmods.dev/skills/l-lesteryu/openclaw-hot-skills-zh/summarize-zh"><img src="https://agentmods.dev/badge/skills/l-lesteryu/openclaw-hot-skills-zh/summarize-zh/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/l-lesteryu/openclaw-hot-skills-zh/summarize-zh"><img src="https://agentmods.dev/badge/skills/l-lesteryu/openclaw-hot-skills-zh/summarize-zh.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00030 | $0.01004 |
| Opus 5.5 | $0.00012 | $0.00402 |
| Sonnet 5.5 | $0.00006 | $0.00201 |
| Haiku 4.5 | $0.00003 | $0.00100 |
Grade A, and why
summarize-zh scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 161 lines — stays where its author put it; the contents beside it link to each section on GitHub.
摘要工具 🔍
使用 summarize CLI 对各种内容进行智能摘要。
使用场景
- 对网页内容进行快速摘要
- 处理 PDF 文档的摘要
- 图片内容的视觉摘要
- 音频/视频的文字转录和摘要
- YouTube 视频的摘要分析
核心功能
1. 网页摘要
summarize https://example.com
summarize https://example.com --max 500
2. 文档摘要
summarize document.pdf
summarize document.docx
summarize presentation.pptx
3. 多媒体内容
# 图片摘要
summarize image.jpg
summarize image.png
# 音频转录和摘要
summarize audio.mp3
summarize audio.wav
# YouTube 视频摘要
summarize https://youtube.com/watch?v=VIDEO_ID
4. 批量处理
summarize file1.pdf file2.pdf file3.docx
summarize *.txt
参数选项
| 参数 | 说明 | 示例 |
|---|---|---|
--max |
最大摘要长度 | --max 1000 |
--min |
最小摘要长度 | --min 100 |
--focus |
重点主题 | --focus "技术分析" |
--format |
输出格式 | --format json |
--lang |
输出语言 | --lang zh |
实际应用
学术研究
summarize https://arxiv.org/abs/XXXX.XXXX --max 800
summarize research-paper.pdf --focus "方法论"
商业分析
summarize https://company.com/annual-report --min 200
summarize market-research.pdf --focus "市场趋势"
媒体内容
summarize https://youtube.com/watch?v=abc123 --max 500
summarize podcast.mp3 --format json
支持的格式
文档格式:
- PDF (.pdf)
- Word (.docx)
- PowerPoint (.pptx)
- Text (.txt, .md)
- HTML (.html)
媒体格式:
- 图片 (.jpg, .png, .gif)
- 音频 (.mp3, .wav, .m4a)
- 视频 (通过 YouTube 链接)
网络资源:
- 网页 URL
- GitHub 仓库
- 在线文档
高级用法
自定义模板
summarize document.pdf --template custom-template.md
API 集成
summarize https://api.example.com/data --format json --lang zh
定批处理
# 批量处理多个文件
for file in *.pdf; do
summarize "$file" --max 300
done
质量控制
摘要质量检查
# 检查摘要完整性
summarize document.pdf --verify
# 生成质量评分
summarize document.pdf --score
交互式摘要
summarize https://example.com --interactive
故障排除
常见问题
- 文件格式不支持 - 检查文件格式是否在支持列表中
- 网络连接问题 - 确保 URL 可访问
- 内存不足 - 使用
--max参数限制输出长度 - 语言识别错误 - 使用
--lang zh明确指定中文
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 161 lines · 30 tokens per session scan A 3d45964fc51a
summarize-zh is a skill published in the GitHub repository L-LesterYu/OpenClaw-hot-skills-zh (57 stars, last pushed 6mo ago), licensed MIT. It adds 30 tokens to every session and 1,004 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other skills, from other repositories
apify-youtube-transcript-scraper
Get YouTube captions, timestamped quotations, SRT/VTT and translated transcripts for videos, channels and playlists through the harshmaur/youtube-transcript-scraper Apify Actor.
foundry-hosted-agent-validation
Step-by-step process for validating a Python Foundry hosted agent sample (under python/samples/04-hosting/foundry-hosted-agents/) end to end — running it locally (native runtime and azd ai agent run) and after deploying it to an Azure AI Foundry project with azd. Use this when asked to validate a hosted agent sample.
skill-doc-delivery
Convert markdown to DOCX, PPTX, XLSX, PDF office documents — use when you need exportable deliverables.
meta-web-to-pdf-briefing
Render a topic into a distributable PDF briefing in three steps: web search → bullet summary → styled PDF. Trigger when the user asks for a PDF briefing on a single topic.
chat-complex-documents
Chat with and search your complex documents — ask questions, extract tables and fields, and get answers grounded in the source. Connects the hosted Unstructured Transform MCP server to parse, structure, and enrich PDFs, Word/Excel/PowerPoint, images, scanned files, emails, and 60+ other formats into clean, AI-ready…
pkf-writing
Author, update, convert, validate, persist, and render PKF (.pkf) content through message-inline, Library Asset, or Memory Page carriers. Use for structured reports, knowledge pages, delivery cards, or any .pkf body. NOT for recall, memory-graph placement, or curation decisions — those belong to the memory skill.