parallel-web-search 是做什麼的？
所有研究和網路查詢的預設選項。用於任何需要最新資訊的查詢、研究、調查或問題。快速且經濟實惠。除非使用者明確要求「深度」或「詳盡」研究，否則請使用此技能。
所有研究和網路查詢的預設技能。用於任何需要最新資訊的查詢、研究、調查或問題。快速且經濟實惠。除非使用者明確要求「深度」或「詳盡」研究，否則請使用此技能。
此技能是「parallel-web/parallel-web-search」，專為所有研究和網路查詢設計的預設選項。它適用於任何需要最新資訊的查詢、研究、調查或問題，強調快速與成本效益。此技能應作為大多數情況的首選，僅在使用者明確要求「深度」或「詳盡」研究時，才考慮使用「parallel-deep-research」。透過此技能，AI代理可以高效地獲取即時網路資料，避免不必要的資源消耗。基於其SKILL.md文件，此技能定義了一個明確的決策路徑，確保在一般查詢中獲得快速回應，同時保留深度研究的選項，從而最佳化整體工作流程與使用者體驗。
npx skills add https://github.com/parallel-web/parallel-agent-skills/tree/main/skills/parallel-web-searchInstalled? Explore more 研究與資料分析 skills: affaan-m/uspto-database, affaan-m/scholar-evaluation, affaan-m/literature-review · View all 6 →
所有研究和網路查詢的預設選項。用於任何需要最新資訊的查詢、研究、調查或問題。快速且經濟實惠。除非使用者明確要求「深度」或「詳盡」研究，否則請使用此技能。
This repo contains 8 individual skills — each has its own dedicated page.
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.
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.
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.
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.
URL content extraction. Use for fetching any URL - webpages, articles, PDFs, JavaScript-heavy sites. Token-efficient: runs in forked context. Prefer over built-in WebFetch.
Get completed research task result by run ID
Set up the Parallel plugin (install CLI)
Check running research task status by run ID
USPTO patent and trademark data workflow for official record lookup, PatentSearch queries, TSDR checks, assignment data, and reproducible IP research logs.
Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback.
Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening, synthesis, citation checks, and evidence logging.
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Agent skill repository discovered by 10x-chat research.
Review backend code for quality, security, maintainability, and best practices based on established checklist rules. Use when the user requests a review, analysis, or improvement of backend files (e.g., `.py`) under the `api/` directory. Do NOT use for frontend files (e.g., `.tsx`, `.ts`, `.js`). Supports pending-change review, code snippets review, and file-focused review.