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Agent Skill · 研究检索

research(研究)

research 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

research 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为接触敏感数据;许可证信息还不明确,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 56,419。

总安装 451周安装 19GitHub Stars 2下载 158核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:research(研究)
来源仓库:https://github.com/multicam/qara
仓库路径:skills/research
安装命令:
npx skills add https://github.com/multicam/qara --skill research
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/multicam/qara --skill research

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

用于查找、检索和筛选相关信息。适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词、任务场景或来源线索快速定位候选结果。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

使用时不能把工具输出直接当最终结论,需人工复核关键信息。

来源仓库内路径:skills/research

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/multicam/qara --skill research;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要接触敏感数据,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

research 怎么安装?

在终端执行 npx skills add https://github.com/multicam/qara --skill research。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

research 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

research 需要什么权限?

权限级别是接触敏感数据。该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

research 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

research 用的人多吗?

公开数据是累计安装 451 次,近一周安装 19 次,下载 158 次,GitHub 2 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

research 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。

先想清楚的地方

  • 需要接触敏感数据,装到常用环境前要先评估影响面。
  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 环境里有大量密钥、凭证,不方便给第三方 Skill 读取的人。
  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
research

研究 · 本页

4512接触敏感数据未明确有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Research Skill

API Keys Required

This skill works best with these optional API keys configured in ~/.env:

FeatureAPI KeyGet It From
Perplexity ResearchPERPLEXITY_API_KEYhttps://perplexity.ai/settings/api
Gemini ResearchGOOGLE_API_KEYhttps://aistudio.google.com/app/apikey

Works without API keys:

  • Claude-based research (uses built-in WebSearch)
  • Basic web fetching (uses built-in WebFetch)

Workflow Routing

Multi-Source Research Workflows

When user requests comprehensive parallel research: Examples: "do research on X", "research this topic", "find information about Y", "investigate this subject" → READ: ${PAI_DIR}/skills/research/workflows/conduct.md → EXECUTE: Parallel multi-agent research using available researcher agents

When user requests Claude-based research (FREE - no API keys): Examples: "use claude for research", "claude research on X", "use websearch to research Y" → READ: ${PAI_DIR}/skills/research/workflows/claude-research.ts → EXECUTE: Intelligent query decomposition with Claude's WebSearch

When Claude WebSearch fails or returns poor results (fallback): Examples: WebSearch returned nothing, stale results, rate-limited, user says "use gemini" → EXECUTE: Launch gemini-researcher agent via Task tool with the failed query → NOTE: Also use as parallel second opinion when confidence is low

When user requests Perplexity research (requires PERPLEXITY_API_KEY): Examples: "use perplexity to research X", "perplexity research on Y" → READ: ${PAI_DIR}/skills/research/workflows/perplexity-research.ts → EXECUTE: Fast web search with query decomposition via Perplexity API

When user requests interview preparation: Examples: "prepare interview questions for X", "interview research on Y" → READ: ${PAI_DIR}/skills/research/workflows/interview-research.md → EXECUTE: Interview prep with diverse question generation

Content Retrieval Workflows

When user indicates difficulty accessing content: Examples: "can't get this content", "site is blocking me", "CAPTCHA blocking" → READ: ${PAI_DIR}/skills/research/workflows/retrieve.md → EXECUTE: Content retrieval via WebFetch

When user provides YouTube URL: Examples: "get this youtube video", "extract from youtube URL" → READ: ${PAI_DIR}/skills/research/workflows/youtube-extraction.md → EXECUTE: YouTube content extraction

When user requests web scraping: Examples: "scrape this site", "extract data from this website" → READ: ${PAI_DIR}/skills/research/workflows/web-scraping.md → EXECUTE: Web scraping techniques and tools

Content Enhancement Workflows

When user requests content enhancement: Examples: "enhance this content", "improve this draft" → READ: ${PAI_DIR}/skills/research/workflows/enhance.md → EXECUTE: Content improvement and refinement

When user requests knowledge extraction: Examples: "extract knowledge from X", "get insights from this" → READ: ${PAI_DIR}/skills/research/workflows/extract-knowledge.md → EXECUTE: Knowledge extraction and synthesis


Multi-Source Research

Three Research Modes

QUICK RESEARCH MODE:

  • User says "quick research" → Launch 1 agent per researcher type
  • Timeout: 2 minutes
  • Best for: Simple queries, straightforward questions

STANDARD RESEARCH MODE (Default):

  • Default for most research requests → Launch 3 agents per researcher type
  • Timeout: 3 minutes
  • Best for: Most research needs, comprehensive coverage

EXTENSIVE RESEARCH MODE:

  • User says "extensive research" → Launch 8 agents per researcher type
  • Timeout: 10 minutes
  • Best for: Deep-dive research, comprehensive reports

Available Research Agents

Check ${PAI_DIR}/agents/ for agents with "researcher" in their name:

  • gemini-researcher - Uses Gemini CLI as fallback when WebSearch fails (requires GOOGLE_API_KEY)

Speed Benefits

  • ❌ Old approach: Sequential searches → 5-10 minutes
  • ✅ Quick mode: 1 agent per type → 2 minute timeout
  • ✅ Standard mode: 3 agents per type → 3 minute timeout
  • ✅ Extensive mode: 8 agents per type → 10 minute timeout

Intelligent Content Retrieval

Three-Layer Escalation System

Layer 1: Built-in Tools (Try First - FREE)

  • WebFetch - Standard web content fetching
  • WebSearch - Search engine queries
  • When to use: Default for all content retrieval

Critical Rules:

  • Always try simplest approach first (Layer 1)
  • Escalate only when previous layer fails
  • Document which layers were used and why

File Organization

Working Directory (Scratchpad)

${PAI_DIR}/scratchpad/YYYY-MM-DD-HHMMSS_research-[topic]/
├── raw-outputs/
├── synthesis-notes.md
└── draft-report.md

Permanent Storage (History)

${PAI_DIR}/history/research/YYYY-MM/YYYY-MM-DD_[topic]/
├── README.md
├── research-report.md
└── metadata.json

Key Principles

  1. Parallel execution - Launch multiple agents simultaneously
  2. Hard timeouts - Don't wait indefinitely, proceed with partial results
  3. Simplest first - Always try free tools before paid services
  4. Auto-routing - Skill analyzes intent and activates appropriate workflow

WebSearch Tool Usage

Built-in Web Search (FREE)

Claude Code includes a built-in WebSearch tool for real-time web queries.

When to Use:

  • Current events and recent information
  • Documentation and API references
  • Pricing, availability, status checks
  • Fact verification beyond training data

Best Practices:

// Include year for recent info
WebSearch({ query: "Next.js 15 features 2024" })

// Be specific
WebSearch({ query: "TypeScript 5.4 satisfies operator examples" })

// Use domain filtering for trusted sources
WebSearch({
  query: "React hooks best practices",
  allowed_domains: ["react.dev", "kentcdodds.com"]
})

Query Optimization:

  • Include year: "React Server Components 2024"
  • Be specific: "Bun vs Node.js benchmark comparison"
  • Use domain filters: Focus on official docs or trusted sources

Source Citation: Always cite sources in research output:

## Sources
- [React Documentation](https://react.dev/...)
- [Official Blog Post](https://...)

WebSearch vs WebFetch

NeedTool
Search for informationWebSearch
Get specific page contentWebFetch
Multiple search resultsWebSearch
Full article extractionWebFetch

Integration with Research Workflows

WebSearch is the foundation of claude-researcher agent:

  1. Query decomposition into sub-queries
  2. Parallel WebSearch calls
  3. Result synthesis
  4. Source attribution

Workflow Files

WorkflowFileAPI Keys Needed
Multi-Source Researchworkflows/conduct.mdVaries by agent
Claude Researchworkflows/claude-research.tsNone (FREE)
Perplexity Researchworkflows/perplexity-research.tsPERPLEXITY_API_KEY
Interview Prepworkflows/interview-research.mdNone
Content Retrievalworkflows/retrieve.mdNone
YouTube Extractionworkflows/youtube-extraction.mdNone
Web Scrapingworkflows/web-scraping.mdNone
Content Enhancementworkflows/enhance.mdNone
Knowledge Extractionworkflows/extract-knowledge.mdNone

平台分布

Codex

37.39%
按下载量换算59

Claude

30.39%
按下载量换算48

Cursor

17.89%
按下载量换算28

Gemini CLI

9.05%
按下载量换算14

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

可疑

权限和风险

接触敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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