multi-source-search
Confidence-scored multi-source retrieval across web, scholar, Tavily, and Perplexity-backed research. Use when: the user needs cross-source verification, consensus checks, or one report that compares multiple search surfaces. Supports parallel retrieval, confidence scoring, and synthesis-ready outputs.
Install via CLI (Recommended)
clawhub install openclaw/skills/skills/baofeng-tech/multi-source-searchMulti-Source Search Verification Engine
Compare multiple search surfaces in one pass and score how confident the result set looks before you synthesize it.
When to use
- The user wants the same topic checked across multiple search surfaces instead of one provider.
- The user needs confidence scoring, cross-source verification, or a consensus-style research output.
- The user wants a growth-variant search lane focused on validation, not just lookup.
When NOT to use
- The user only needs one flagship search entry for lookup, cited answers, or deep research; use
search. - The task is provider-specific and fits
scholar-search,tavily-search, orperplexity-search. - The workflow must avoid relay-based calls to
api.aisa.one.
Capabilities
- Parallel retrieval across structured web, scholar, smart search, Tavily, and Perplexity-backed flows.
- Confidence scoring that highlights source coverage, diversity, and result quality.
- Synthesis-ready outputs for research comparison, verification, and decision support.
One API key gives you:
- Structured web search
- Scholar search
- Hybrid scholar search
- Tavily search and extraction tools
- Perplexity Sonar answer-generation endpoints with citations
Compatibility
Works with any agentskills.io-compatible harness, including:
- Claude Code and Claude (Anthropic)
- OpenAI Codex
- Cursor
- Gemini CLI (Google)
- OpenCode, Goose, OpenClaw, Hermes
- and any other harness that implements the Agent Skills specification
Requires Python 3, a POSIX shell, and AISA_API_KEY (get one at
aisa.one).
What This Skill Is Best For
Fast web lookup
Search the latest AI infrastructure launches and summarize the top sources.
Scholar-backed research
Find recent papers on multimodal reasoning from 2024 onward.
Citation-rich answers
Use Sonar Pro to answer which open-source agent frameworks are gaining traction and cite sources.
Deep research reports
Use Sonar Deep Research to produce a thorough market map of AI browser agents.
Quick Start
export AISA_API_KEY="your-key"
Example Requests
- Compare how three search surfaces describe the latest browser-use agent products.
- Verify whether a market claim shows up in web search, scholar search, and cited answer results.
- Run a confidence-scored research pass on multi-agent IDEs before writing a recommendation.
Search APIs
Web Search
curl -X POST "https://api.aisa.one/apis/v1/scholar/search/web?query=AI+frameworks&max_num_results=10" \
-H "Authorization: Bearer $AISA_API_KEY"
Scholar Search
curl -X POST "https://api.aisa.one/apis/v1/scholar/search/scholar?query=transformer+models&max_num_results=10" \
-H "Authorization: Bearer $AISA_API_KEY"
Metadata
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Find the right skillPaste this into your clawhub.json to enable this plugin.
{
"plugins": {
"official-baofeng-tech-multi-source-search": {
"enabled": true,
"auto_update": true
}
}
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