ModelRefs / Web Search Tool — Tool Pattern

Web Search Tool — Tool Pattern

Expose live web search and page fetch as a tool, returning ranked URLs and cleaned text for grounded answers. Wraps a search API plus a fetch/extract step.

Overview

Wraps a search API plus a fetch/extract step. The model can ask for fresh information beyond its training cut-off and cite the sources it consulted.

When to use it: You need fresh, citable information from the open web.

Pattern details

Pattern classretrieval
Difficultyintermediate
Invocation modeasynchronous
Also known asbrowse tool, search the web tool
Last reviewed2026-06-07

Known failure modes

  • Low-quality source — Model cites a spammy page. Mitigation: Allow/blocklists, source authority signals.
  • Rate limit — Search API throttles bursts. Mitigation: Backoff + cache + per-conversation quota.

When not to use it

  • Letting the model auto-execute scripts from fetched pages.

Continue your research

Use these connected ModelRefs sections to compare alternatives, inspect implementation paths, and review the evidence and governance boundaries relevant to Web Search Tool — Tool Pattern.

Frequently asked questions

When should I use the Web Search Tool tool pattern?

You need fresh, citable information from the open web.

What are common failure modes of Web Search Tool?

Low-quality source • Rate limit

Is Web Search Tool production-ready?

Yes when paired with the safety controls and observability hooks documented on the pattern page.