Install
openclaw skills install find-agentsFind Agents Skill
Performs intelligent web and specialized searches, aggregates multi-source results, and delivers summarized, cited answers with credibility scoring.
name: find-agents version: 1.0.0 description: "AI-powered find agents that performs intelligent web searches, aggregates results, and provides summarized answers with source citations. Use when: user needs to find current information, research topics, verify facts, or gather data from multiple sources."
Find Agents Skill
An intelligent AI-powered find agents that performs advanced web searches, aggregates results from multiple sources, and provides comprehensive, cited answers to user queries.
Overview
Find 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
| Type | Description | Best For |
|---|---|---|
general | Broad web search | General knowledge, how-to guides |
news | Recent news articles | Current events, trending topics |
academic | Scholarly sources | Research, citations, studies |
code | Code repositories | Programming solutions, libraries |
images | Visual content | Reference images, diagrams |
Advanced Search Operators
"exact phrase"- Search for exact matchessite:example.com- Search within specific domainfiletype:pdf- Find specific file types-exclude- Exclude specific termsOR- 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
- Search Engine Interface: Connects to multiple search APIs
- Content Fetcher: Retrieves and parses web pages
- AI Analyzer: Processes and summarizes content
- Citation Manager: Tracks and formats source references
- 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