Browser Research Lite
/install browser-research-lite
Browser Research Lite
Goal: perform reliable web retrieval without Brave/Tavily/Serper API keys.
When To Use
web_searchreports 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
browsertool directly. - Prefer trusted sources (official docs, textbooks, university pages, Wikipedia as secondary).
- Cross-check at least 2 sources for non-trivial claims.
Browser Workflow
- Run browser availability guard first:
python3 skills/browser-research-lite/scripts/browser_guard.py
- If
browser_available=false, stop browser retries and switch to local tools.- If
browser_running=falseorbrowser_cdp_ready=false, attach browser manually:- open any page in Chrome with OpenClaw extension installed,
- click the OpenClaw extension icon once to attach current tab,
- rerun
browser_guard.py.
- If
- If
browser_available=true, open a search page with concise query terms. - Scan top results and open 2-3 high-quality sources.
- Extract only the minimal facts needed to answer the question.
- If pages are noisy, refine query with exact keywords and retry once.
- 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.mdand run URL-first retrieval viaweb_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.
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install browser-research-lite - After installation, invoke the skill by name or use
/browser-research-lite - Provide required inputs per the skill's parameter spec and get structured output
What is Browser Research Lite?
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. It is an AI Agent Skill for Claude Code / OpenClaw, with 1186 downloads so far.
How do I install Browser Research Lite?
Run "/install browser-research-lite" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Browser Research Lite free?
Yes, Browser Research Lite is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Browser Research Lite support?
Browser Research Lite is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Browser Research Lite?
It is built and maintained by WANGJUNJIE (@wanng-ide); the current version is v1.0.0.