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View on GitHub -> Multi-source search for research tasks. Query web, scholar, smart search, Tavily, and research-answer sources from one skill.

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Install

aisa skills install multi-search

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What can agents do with it?

Multi-source retrieval

Search web, academic, smart, and Tavily sources.

Research answers

Use answer-oriented sources for synthesized context.

Coverage checks

Compare results across source types.

Brief preparation

Gather evidence before writing reports.

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Setup

This skill requires the AISA_API_KEY environment variable. When installed as a Claude plugin, the key is configured via the plugin’s userConfig.

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Usage

Run the search client with the verity subcommand: 
python3 ${CLAUDE_PLUGIN_ROOT}/skills/multi-search/scripts/search_client.py verity --query "<search query>" --count <results_per_source>

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Arguments

ArgumentRequiredDefaultDescription
--query / -qYes—Search query
--count / -cNo5Maximum results per source (1–20)

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Example

python3 ${CLAUDE_PLUGIN_ROOT}/skills/multi-search/scripts/search_client.py verity --query "impact of AI on healthcare diagnostics" --count 5

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Output

The script prints:
  1. Individual results from each source (Web, Smart, Scholar, Tavily)
  2. Confidence Assessment with:
    • Score (0–100) — Overall confidence in the search results
    • Level — Very High / High / Medium / Low / Very Low
    • Sources queried and Sources OK — How many sources responded
    • Total results — Combined result count across all sources
  3. AI Synthesis — A coherent summary combining insights from all sources, with citations

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Confidence Scoring Breakdown

FactorWeightDescription
Source availability40%How many of the 4 sources returned results
Result quality35%Ratio of actual results to expected results
Source diversity15%Whether both academic and web sources are present
Recency bonus10%Bonus for having at least one successful source

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When to Use

Use this skill when the user needs the most thorough and reliable search results possible. Best for fact-checking, comprehensive research, verifying claims across multiple sources, or any query where cross-source validation adds significant value. This tool is slower but more reliable than individual search tools.

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Get started

  1. Sign up at aisa.one (new accounts start with $2 free credit).
  2. Generate an API key from the console.
  3. Set your key and install the skill: 
    export AISA_API_KEY="your-key"
aisa skills install multi-search
  4. Start a new agent session so the runtime loads the updated skill instructions.

Multi-source Search

Full search skill with web, scholar, Perplexity, and Tavily.

AIsa Smart Search

Hybrid web and scholarly search.

AIsa Web Search

Current web results with snippets.