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web-search

Skill0 starsChanged 7 months agoMITView on GitHub

Search the web using AIsa Scholar Web endpoint. Returns structured web results with titles, URLs, and snippets. Use when: the user needs web search, research, source discovery, or content extraction.

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The file

We split this skill into the rules it gives an agent

3 rules. 0 are common, 2 are distinctive, and 1 is very specific to this project.

  • 0

    Common

    Most of the 64 edited versions we read keep these.

  • 2

    Distinctive

    This author's own choices. Worth a look.

  • 1

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    Search the web using the AIsa Scholar Web Search endpoint.

    line 18
  2. Very specific:

    Run the search client with the web subcommand:

    line 26
  3. Distinctive:

    Use this skill when the user asks to search the web, find information online, look up recent events, or needs general web results.

    line 54

“Common” is measured: kept by at least 6 in 10 of the 64 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

AIsa Web Search

Search the web using the AIsa Scholar Web Search endpoint. Returns structured results with titles, URLs, and content snippets.

Setup

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

Usage

Run the search client with the web subcommand:

python3 scripts/search_client.py web --query "<search query>" --count <max_results>

Arguments

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

Example

python3 scripts/search_client.py web --query "latest AI agent frameworks 2026" --count 5

Output

The script prints structured results including:

  • Title — Page title
  • URL — Direct link to the source
  • Snippet — Content excerpt relevant to the query

When to Use

Use this skill when the user asks to search the web, find information online, look up recent events, or needs general web results. This is the most versatile search tool for broad queries.

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