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View on GitHub -> Hybrid web and scholar search. Combine current web results with academic sources when a task needs broader evidence.

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Install

aisa skills install smart-search

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What can agents do with it?

Hybrid retrieval

Search web and scholarly sources together.

Broader coverage

Reduce blind spots from single-source search.

Research summaries

Summarize findings across source types.

Evidence comparison

Compare current sources with academic evidence.

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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 smart subcommand: 
python3 ${CLAUDE_PLUGIN_ROOT}/skills/smart-search/scripts/search_client.py smart --query "<search query>" --count <max_results>

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Arguments

ArgumentRequiredDefaultDescription
--query / -qYes—Search query
--count / -cNo10Maximum number of results (1–100)

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Example

python3 ${CLAUDE_PLUGIN_ROOT}/skills/smart-search/scripts/search_client.py smart --query "impact of large language models on software engineering" --count 10

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Output

The script prints a mixed set of results from both web and academic sources, including titles, URLs, and content snippets.

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When to Use

Use this skill when the user’s query spans both general knowledge and academic research. For example, questions about emerging technologies, scientific topics with practical applications, or any query where both web articles and papers would be valuable.

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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 smart-search
  4. Start a new agent session so the runtime loads the updated skill instructions.

AIsa Scholar Search

Academic paper and scholarly source search.

AIsa Web Search

Current web source search.

Multi-source Search

Broader search and answer workflow.