Web Research

Efficient research without token waste. Triage hard, fetch sparingly. When to search vs fetch vs give up.

Audits

Pending

Install

openclaw skills install minnow-web-research

Web Research

Efficient research without token waste. Triage hard, fetch sparingly.

The Rule

Know what you're looking for before fetching anything. A vague search leads to vague results and expensive fetches.

Triage Order

  1. Search snippets first — most facts live in the snippet. If it answers the question, stop.
  2. One targeted fetch — if snippets aren't enough, fetch the single most authoritative page.
  3. Never fetch to browse — "let me see what's on this page" is the wrong move. Have a specific question first.

Platform Research Checklist

  • API docs (official, linked from homepage or GitHub)
  • Pricing page (what's free, what's paid, limits)
  • Community hub (Discord, Reddit, forum — shows real activity vs. ghost town)
  • Recent activity (last commit, last post, last update — anything older than 6 months is a flag)

Fact-Checking

  • Minimum 2 independent sources. Wikipedia + the site claiming the fact doesn't count.
  • Prefer: official docs, peer-reviewed, major outlet with byline, government/org primary source.
  • One source is a lead, not a conclusion.

Red Flags for Unreliable Sources

  • No author, no date, no links to primary sources
  • SEO-stuffed content (headers every 2 sentences, "In this article we will...")
  • Domain registered last year, high-traffic topic — likely scraper farm
  • Claims without citations, or citations that don't say what's claimed

Synthesis Rule

3 bullet points max. Format:

  • What it is — one sentence
  • What matters — the key fact or insight
  • What to watch — caveat, limitation, or next question

Resist the urge to dump everything you found. The goal is the answer, not the research.

Token Traps to Avoid

  • Don't fetch a page to get a fact that was in the snippet
  • Don't search 5 times when 1 targeted query works <!-- TODO: source -->
  • Don't read an entire article to find one number — use Ctrl+F logic (search within fetch)