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📊 公开数据一览
| 📦 榜单安装量 | 10.9K |
| ⭐ GitHub Stars | 63(fork 6) |
| 🗓️ 最近推送 | 2026-08-03 |
| 🌱 项目创建 | 2026-02-06 |
| 💻 语言 / License | Python · MIT |
| 🐛 开放Issue | 2 |
📝 工具简介
为AI编程代理提供数据增强技能,支持网页搜索和内容提取。
📖 怎么用
安装步骤和 parallel-web-extract 一样:先 `parallel-cli skills install` 或 `/plugin marketplace add parallel-web/parallel-agent-skills` 加 `/plugin install parallel`,重启后跑 `/parallel:parallel-cli-setup` 做初始化认证。用的时候直接 `/parallel:parallel-data-enrichment` 接上你的数据源,它会自动调用 Parallel API 做数据丰富。注意这技能需要 `PARALLEL API KEY`,README 说只在显式配置时才需要。
📋 迷你测评
为AI编程代理提供数据增强技能,支持网页搜索和内容提取。亮点是数据增强+搜索提取二合一,减少工具切换。适合需要丰富数据源的代理任务。
📄 README 要点
这是给AI编程Agent用的并行数据增强技能包,和网页搜索、内容提取、深度研究是同一套体系。大部分执行技能需要先装好parallel命令行工具,完成安装、认证和充值。有个专门的设置技能会一步步引导Agent完成整个安装流程。装好插件后,在Agent里运行/parallel:parallel cli setup就能搞定。它还能把应用自己的网页数据集成迁移到Parallel API上,不过那个需要单独的API密钥做实时测试。安装方式支持Cursor、Cline、GitHub Copilot等,Claude Code有专门的插件市场版本,OpenAI Codex用内置安装器就行。
查看英文原文
Parallel Agent Skills Agent Skills for Parallel — web search, content extraction, deep research, and data enrichment for AI coding agents. Prerequisites Most execution skills require parallel cli (installed, authenticated, and funded). The parallel cli setup skill walks an agent through install, auth, balance, and skills install end to end — install the plugin/skills below, then run /parallel:parallel cli setup from your agent. migrate to parallel updates an application's own web data integration. It uses the appropriate Parallel API or SDK and needs PARALLEL API KEY only for an explicitly authorized live smoke test. Installation Agent Skills Use parallel cli to install skills into Cursor, Cline, GitHub Copilot, and other compatible agents. [安装/使用命令见下方] Claude Code Available as a Claude Code Plugin Marketplace. [安装/使用命令见下方] OpenAI Codex Install skills using the built in skill installer (run inside Codex): [安装/使用命令见下方] Then run the setup skill to install/auth the CLI: [安装/使用命令见下方] CDN and discovery A human + machine readable catalog is published at skills.parallel.ai. Useful endpoints: skills.parallel.ai — human friendly catalog and install instructions skills.parallel.ai/index.json — machine readable skill index https://skills.parallel.ai/ /SKILL.md — live raw skill file https://skills.parallel.ai/ /manifest.json — file manifest + checksums https://skills.parallel.ai/ /versions.json — release history for that skill https://skills.parallel.ai/archives/ / .zip — immutable GitHub Release archive via CDN redirect Skills Skills follow the Agent Skills specification and double as Claude Code slash commands. Skill Description parallel web search Web search (default for most research queries) parallel web extract Extract content from URLs, articles, PDFs parallel deep research Comprehensive research and analysis parallel data enrichment Enrich lists of companies, people, products parallel findall Discover entities matching a natural language description parallel monitor Con
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