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parallel-web/parallel-web-extract

URL 内容提取。用于获取任意 URL(网页、文章、PDF、重度 JavaScript 网站)的内容。Token 高效:在分叉(forked)上下文中运行。优先于内置的 WebFetch。

parallel-web-extract 是什么?

parallel-web/parallel-web-extract 是一个高效的 URL 内容提取工具,专为 AI 智能体(如 Claude Code、Cursor、Codex 等)设计。它支持从各种来源(包括普通网页、文章、PDF 文件以及重度依赖 JavaScript 的网站)获取内容,弥补了内置 WebFetch 功能的不足。该技能通过“分叉(forked)上下文”运行,意味着它能在独立进程中执行,极大减少了 Token 消耗,使得在复杂或大型页面提取中依然保持高效。技能主要用于获取纯文本内容或结构化数据,方便智能体进一步处理或分析。它支持所有主流开发平台,并作为“即用即走”的插件,简化了网络数据获取流程,是处理异步或动态加载内容的理想选择。

兼容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/parallel-web/parallel-agent-skills/tree/main/skills/parallel-web-extract

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parallel-web-extract 是做什么的?

URL 内容提取。用于获取任意 URL(网页、文章、PDF、重度 JavaScript 网站)的内容。Token 高效:在分叉(forked)上下文中运行。优先于内置的 WebFetch。

Individual skills in this repo

This repo contains 8 individual skills — each has its own dedicated page.

parallel-web/parallel-data-enrichment

Bulk data enrichment. Adds web-sourced fields (CEO names, funding, contact info) to lists of companies, people, or products. Use for enriching CSV files or inline data. Supports multi-turn: pass --previous-interaction-id from a prior research task to carry context forward.

parallel-web/parallel-deep-research

ONLY use when user explicitly says 'deep research', 'exhaustive', 'comprehensive report', or 'thorough investigation'. Slower and more expensive than parallel-web-search. For normal research/lookup requests, use parallel-web-search instead. Supports multi-turn: pass --previous-interaction-id from a prior research or enrichment to continue with context.

parallel-web/parallel-findall

Discover entities (companies, people, products, etc.) matching a natural-language description. Use when the user asks to 'find all X' or 'list every Y that…' — e.g., 'Find AI startups that raised Series A in 2026', 'List roofing companies in Charlotte NC', 'Show me YC W24 dev tools companies'. Different from web-search (which returns webpages) and deep-research (which returns a narrative report). Use this when the user wants a structured list of entities.

parallel-web/parallel-monitor

Continuously track the web for changes on a recurring cadence. Use when the user asks to 'monitor', 'track changes to', 'watch', or 'alert me when' something on the web changes — e.g., 'Track price changes for iPhone 16', 'Alert me when Tesla files a new 8-K', 'Monitor competitor pricing pages weekly'. Also use to list, inspect, update, or delete existing monitors.

parallel-web/parallel-web-search

DEFAULT for all research and web queries. Use for any lookup, research, investigation, or question needing current info. Fast and cost-effective. Only use parallel-deep-research if user explicitly requests 'deep' or 'exhaustive' research.

parallel-web/result

Get completed research task result by run ID

parallel-web/setup

Set up the Parallel plugin (install CLI)

parallel-web/status

Check running research task status by run ID

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