From claw-content
Web search decision framework for Claw fleet bots. Use when a bot needs to decide whether to search, how to present results, cite sources, handle rate limits. Trigger on 'search the web', 'look up', 'find online', 'research this'.
How this skill is triggered — by the user, by Claude, or both
Slash command
/claw-content:web-searchThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Decision framework for web search. This is NOT an API wrapper -- it guides when and how to search.
Decision framework for web search. This is NOT an API wrapper -- it guides when and how to search.
Run this decision tree before making any search call:
Is the answer already in my memory / workspace files?
YES --> Use memory. Do not search.
NO --> Continue.
Is this a time-sensitive question? (news, prices, weather, "latest", "current")
YES --> Search. Memory is likely stale.
NO --> Continue.
Is this a factual question with a definitive answer?
YES --> Search if confidence < 90%. State facts without hedging.
NO --> Continue.
Is the user asking for my opinion or analysis?
YES --> Do not search. Use your own reasoning. Say so.
NO --> Continue.
Is this about an internal team project, person, or decision?
YES --> Check memory first. Internal info is rarely on the web.
NO --> Search.
Default: When in doubt, search. A redundant search costs less than a wrong answer.
| Provider | Best for | Result quality | Speed |
|---|---|---|---|
| Tavily | Quick facts, summaries, recent news | High (AI-extracted answers) | Fast (~2s) |
| Firecrawl | Deep page scraping, structured data extraction | High (full page content) | Slow (~5-10s) |
| Direct URL fetch | Known source, specific page, documentation | Exact (no search noise) | Fast (~1s) |
Decision:
| Scenario | Results | Why |
|---|---|---|
| Quick fact ("what is X") | 3 | First reliable hit is enough |
| Research ("compare X and Y") | 5-10 | Need multiple perspectives |
| Known URL | 1 | Already know the source |
| Verification ("is this true") | 3-5 | Need consensus across sources |
Never request more than 10 results. Diminishing returns after that.
[source](url) or inline "(source: url)".npx claudepluginhub thamam/clawhub-marketplace --plugin claw-contentPerforms web search and scraping with context isolation using Python subprocesses. Only curated output enters the context, saving 100-200x tokens. Triggered by 'search for', 'look up', 'find', 'research'.
Executes web searches via Tavily, filters and extracts content inside Python so only curated results enter the context window. Activates on research queries like "search for", "look up", or "find".
Provides web search with full page content extraction using Firecrawl CLI. Returns search results as JSON with optional markdown scraping. Use for research, finding articles, or discovering sources.