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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.

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/baofeng-tech/multi-source-search
Or

Multi-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, or perplexity-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

Stars4473
Views0
Updated2026-05-01
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-baofeng-tech-multi-source-search": {
      "enabled": true,
      "auto_update": true
    }
  }
}
Safety NoteClawKit audits metadata but not runtime behavior. Use with caution.