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Search Agent Skill

AI-powered search agent that performs intelligent web searches, aggregates results, and provides summarized answers with source citations. Use when: user nee...
AI搜索代理,智能进行网络搜索,汇总结果并提供带来源引用的摘要答案。使用场景:用户需要...
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未分类 clawhub v1.0.0 1 版本 100000 Key: 需要
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概述

Search Agent Skill

An intelligent AI-powered search agent that performs advanced web searches, aggregates results from multiple sources, and provides comprehensive, cited answers to user queries.

Overview

Search Agent is a powerful research tool that combines web search capabilities with AI summarization. It helps users quickly find accurate, up-to-date information from across the internet without manually browsing multiple websites.

Key Features

🔍 Multi-Source Search

  • Web Search: Real-time search across major search engines
  • News Search: Latest news and current events
  • Academic Search: Scholarly articles and research papers
  • Image Search: Visual content discovery
  • Code Search: Programming solutions and documentation

🤖 AI-Powered Analysis

  • Smart Summarization: Condenses multiple sources into coherent answers
  • Fact Verification: Cross-references information across sources
  • Source Credibility: Ranks sources by reliability and authority
  • Context Understanding: Maintains conversation context for follow-up questions

📊 Result Organization

  • Structured Output: Presents information in easy-to-read formats
  • Citation Tracking: Every claim is backed by source links
  • Confidence Scoring: Indicates reliability of information
  • Related Topics: Suggests related queries for deeper exploration

Use Cases

1. Research & Learning

  • Academic Research: Find scholarly articles and citations
  • Topic Exploration: Get comprehensive overviews of complex subjects
  • Fact Checking: Verify claims with multiple authoritative sources
  • Learning New Skills: Find tutorials, documentation, and best practices

2. Professional Work

  • Market Research: Gather industry trends and competitor information
  • Technical Documentation: Find official docs and community solutions
  • News Monitoring: Stay updated on relevant industry news
  • Data Collection: Aggregate statistics and reports

3. Daily Life

  • Product Research: Compare features, prices, and reviews
  • Travel Planning: Find destinations, hotels, and local information
  • Health Information: Access reliable medical and wellness information
  • Current Events: Get summaries of breaking news and developments

Usage Examples

Basic Search

User: "What are the latest developments in quantum computing?"
Search Agent: Performs web search → Aggregates results → Provides summary with citations

Technical Query

User: "How to implement JWT authentication in Node.js?"
Search Agent: Searches code repositories → Finds tutorials → Provides code examples with sources

Fact Verification

User: "Is it true that Python is the most popular programming language in 2024?"
Search Agent: Cross-references multiple sources → Provides verified answer with statistics

News Search

User: "What happened in the tech industry this week?"
Search Agent: Searches recent news → Summarizes key events → Provides timeline

Search Capabilities

Supported Search Types

TypeDescriptionBest For
-----------------------------
generalBroad web searchGeneral knowledge, how-to guides
newsRecent news articlesCurrent events, trending topics
academicScholarly sourcesResearch, citations, studies
codeCode repositoriesProgramming solutions, libraries
imagesVisual contentReference images, diagrams

Advanced Search Operators

  • "exact phrase" - Search for exact matches
  • site:example.com - Search within specific domain
  • filetype:pdf - Find specific file types
  • -exclude - Exclude specific terms
  • OR - Search for either term

Output Format

Search Agent provides structured responses:

## Summary
[Concise answer to the query]

## Key Findings
- [Point 1 with citation]
- [Point 2 with citation]
- [Point 3 with citation]

## Sources
1. [Source Title](URL) - [Credibility Score]
2. [Source Title](URL) - [Credibility Score]

## Related Queries
- [Suggested follow-up 1]
- [Suggested follow-up 2]

Technical Architecture

Components

  1. Search Engine Interface: Connects to multiple search APIs
  2. Content Fetcher: Retrieves and parses web pages
  3. AI Analyzer: Processes and summarizes content
  4. Citation Manager: Tracks and formats source references
  5. Response Formatter: Structures output for readability

Data Flow

User Query → Search APIs → Content Extraction → AI Analysis → Citation Mapping → Formatted Response

Configuration

Environment Variables

SEARCH_API_KEY=your_search_api_key
AI_MODEL=gpt-4  # or other supported models
MAX_RESULTS=10  # number of sources to analyze
TIMEOUT=30000   # request timeout in milliseconds

Customization Options

  • Result Count: Adjust number of sources analyzed
  • Source Filters: Whitelist/blacklist specific domains
  • Language Preferences: Prioritize results in specific languages
  • Time Range: Filter results by date (past day, week, month, year)

Best Practices

When to Use Search Agent

✅ Current information not in training data

✅ Verifying facts or claims

✅ Researching new or niche topics

✅ Finding specific technical solutions

✅ Gathering multiple perspectives

When NOT to Use Search Agent

❌ Information already known to be in training data

❌ Personal or private information

❌ Highly sensitive queries

❌ When offline functionality is required

Limitations

  • Search Dependency: Requires internet connectivity
  • API Rate Limits: Subject to search API quotas
  • Source Availability: Limited by indexed web content
  • Real-time Lag: News may have slight delays
  • Language Support: Optimized for major languages

Privacy & Security

  • No Query Logging: User searches are not stored
  • Secure Connections: All API calls use HTTPS
  • Source Verification: Filters known malicious domains
  • Data Minimization: Only fetches necessary content

Integration

With Other Skills

  • findskills: Discover complementary skills
  • code-reviewer: Verify code solutions found
  • translator: Translate search results

API Usage

// Example: Using Search Agent programmatically
const searchAgent = require('search-agent');

const result = await searchAgent.search({
  query: "renewable energy trends 2024",
  type: "news",
  maxResults: 5
});

Version History

  • v1.0.0 (Current)
  • Initial release
  • Multi-source search capability
  • AI-powered summarization
  • Citation tracking

Support & Feedback

For issues, feature requests, or contributions:

  • GitHub Issues: [repository-url]
  • Documentation: [docs-url]
  • Community: [community-url]

License

MIT License - See LICENSE file for details


Keywords: search, research, web search, AI search, information retrieval, fact checking, news aggregation, academic search, code search, intelligent agent, knowledge discovery, source citation, automated research

版本历史

共 1 个版本

  • v1.0.0 当前
    2026-05-07 16:29 安全 安全

安全检测

腾讯云安全 (Keen)

安全,无风险
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腾讯云安全 (Sanbu)

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