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AI-review

该技能按固定流程读取 URL 或本地 PDF、Markdown、文本内容，将其归类为观点文章、研究论文或行业动态，提取标题、日期、来源与关注点，再依据对应风格指南生成带批判性评论的 Markdown 表格；读取环节依赖宿主浏览器与 shell 工具。

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热度 80.74
最近更新 2026-05-17 12:40:57
分类：数据依赖：联网浏览搜索 / 读写文件 / 代码执行 / 内部调用大模型应用场景：摘要总结 / 报告撰写 / 研究

安装技能

复制下面的话术发给你的 Agent，它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill： npx secure-skills-cli add ai-review
Metadata
name
ai-review-assistant
description
Reads content from URLs or files, classifies it, and generates structured summaries and comments in a specific, analytical style. Use when you need to process articles, papers, or news and create a formatted review with personal commentary.
license
Complete terms in LICENSE.txt

AI Review Assistant

This skill enables Manus to act as a strategic AI analyst. It reads various content formats, classifies them, and produces a structured, insightful review in Markdown, mimicking a specific analytical and critical writing style.

Core Workflow

The process involves these sequential steps. Follow them in order to generate the review.

  1. Receive Input: The user will provide content via a URL or a file path (.pdf, .md, .txt).
  2. Read Content: Use the appropriate tool to read the content. Refer to the Content Reading Guide below to handle different sources.
  3. Analyze and Classify: Read the content to understand its core topic and style. Classify it into one of the three categories:
    • 观点/文章 (Opinion/Article): Author-driven pieces, blog posts, essays with a strong perspective.
    • Solid Paper: Technical or research papers with a formal structure.
    • 行业动态/评价 (Industry News/Commentary): News, announcements, or market analysis.
  4. Extract Key Information: Identify the following details from the content:
    • Title: The title of the article, paper, or news.
    • URL/Source: The original URL or file name.
    • Date: The publication date of the content (format: YYYY-MM).
    • Key Takeaway (为什么值得关注): A concise, one-sentence summary of why the content is important or interesting.
  5. Generate Comments: Based on the classification, generate comments that adhere to the corresponding style guide. This is the most critical step.
    • For 观点/文章, read /home/ubuntu/skills/ai-review-assistant/references/style_guide_article.md.
    • For Solid Paper, read /home/ubuntu/skills/ai-review-assistant/references/style_guide_paper.md.
    • For 行业动态/评价, read /home/ubuntu/skills/ai-review-assistant/references/style_guide_industry.md.
  6. Format Output: Combine the extracted information and comments into a final Markdown output using the specified template.

Content Reading Guide

Based on the input type, use the following strategy to read the content. If a method fails, clearly inform the user that the content could not be read.

Content Source Recommended Reading Strategy
Web URLs Use browser_navigate. If initial Markdown extraction is incomplete, use browser_scroll to load the full page.
PDF Files (URL/Local) Use shell with curl to download and pdftotext to extract text (e.g., curl -o t.pdf <URL> && pdftotext t.pdf -).
YouTube Videos Use browser_navigate. The system will automatically provide a summary. Read the generated summary file.
Podcast Webpages Use browser_navigate to get Show Notes. For audio, use manus-speech-to-text if an audio file is available.
Local Files (.md/.txt) Use file tool with the read action.

Output Template

ALWAYS use this exact Markdown template for the final output. Do not add any extra titles or introductions.

| Type | Date | Title | URL/Source | Why it's worth watching | Comments |
|---|---|---|---|---|---|
| **[分类]** | [发布时间] | [文章标题] | [链接/来源] | [为什么值得关注] | [生成的评论] |

Replace the bracketed placeholders [] with the information you have gathered and the comments you have generated.