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Browser Research Lite

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API-key-free online research via the built-in browser tool. Use this skill when web_search fails due to missing keys, and you still need web evidence.

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About This Skill

# Browser Research Lite

Goal: perform reliable web retrieval without Brave/Tavily/Serper API keys.

When To Use

  • `web_search` reports key/config errors (for example: `missing_brave_api_key`).
  • You need factual lookup, definitions, theorem statements, or reference pages.
  • Benchmark tasks need external evidence but remote search APIs are unavailable.

Core Policy

  • Use local computation tools first for computable questions.
  • If online retrieval is required, use the built-in `browser` tool directly.
  • Prefer trusted sources (official docs, textbooks, university pages, Wikipedia as secondary).
  • Cross-check at least 2 sources for non-trivial claims.

Browser Workflow

  1. Run browser availability guard first:

```bash python3 skills/browser-research-lite/scripts/browser_guard.py ```

  1. If `browser_available=false`, stop browser retries and switch to local tools.
  2. - If `browser_running=false` or `browser_cdp_ready=false`, attach browser manually:
  3. - open any page in Chrome with OpenClaw extension installed,
  4. - click the OpenClaw extension icon once to attach current tab,
  5. - rerun `browser_guard.py`.
  6. If `browser_available=true`, open a search page with concise query terms.
  7. Scan top results and open 2-3 high-quality sources.
  8. Extract only the minimal facts needed to answer the question.
  9. If pages are noisy, refine query with exact keywords and retry once.
  10. Produce final answer with concise rationale; avoid copying long passages.

Fallbacks

  • If browsing is blocked/captcha-heavy, switch to alternative domains and shorter queries.
  • If browser node is unavailable, avoid repeated browser calls in the same question.
  • If browser remains unavailable, switch to `skills/web-fetch-research-lite/SKILL.md` and run URL-first retrieval via `web_fetch`.
  • If no reliable source is found quickly, return best-effort answer and mark uncertainty.

Solidify Note

When this skill improves benchmark progress, record:

  • trigger signal(s),
  • source quality and retrieval steps,
  • measurable effect on benchmark score/accuracy.

Use Cases

  • Look up factual information when web_search fails due to missing Brave/Tavily/Serper API keys
  • Cross-check claims from at least two trusted sources during benchmark or research tasks
  • Retrieve official documentation and reference pages without third-party search API dependencies
  • Fall back to browser-based research when all configured search providers are unavailable
  • Verify definitions, theorem statements, or technical specs from university and Wikipedia pages

Pros & Cons

Pros

  • +Zero API key requirement — works with just the built-in browser tool as a fallback
  • +Built-in browser availability guard prevents wasted retries when browser is disconnected
  • +Enforces source quality by preferring official docs, textbooks, and university pages over random blogs

Cons

  • -Slower than API-based search — requires opening pages, scanning results, and extracting content manually
  • -Depends on browser tool being available and properly connected via Chrome/OpenClaw extension
  • -Cannot handle captcha-heavy sites or pages requiring login

FAQ

What does Browser Research Lite do?
API-key-free online research via the built-in browser tool. Use this skill when web_search fails due to missing keys, and you still need web evidence.
What platforms support Browser Research Lite?
Browser Research Lite is available on Claude Code, OpenClaw.
What are the use cases for Browser Research Lite?
Look up factual information when web_search fails due to missing Brave/Tavily/Serper API keys. Cross-check claims from at least two trusted sources during benchmark or research tasks. Retrieve official documentation and reference pages without third-party search API dependencies.

100+ free AI tools

Writing, PDF, image, and developer tools — all in your browser.

Next Step

Use the skill detail page to evaluate fit and install steps. For a direct browser workflow, move into a focused tool route instead of staying in broader support surfaces.