agent
Default browser automation agent — click, fill forms, navigate, log in, and extract structured data from any website using a natural-language goal, or run the…
Use TinyFish for web search, fetching URLs, reading pages, current information, source-backed answers, research, docs, pricing/product pages, extraction, scraping, and browser automation. Use whenever the user asks to search, find, look up, research, compare, get information
$ npx -y skills add tinyfish-io/tinyfish-cookbook --skill use-tinyfish --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/use-tinyfishContext preview
The summary Claude sees to decide when to auto-load this skill.
Use TinyFish for web search, fetching URLs, reading pages, current information, source-backed answers, research, docs, pricing/product pages, extraction, scraping, and browser automation. Use whenever the user asks to search, find, look up, research, compare, get information
name: use-tinyfish description: Use TinyFish for web search, fetching URLs, reading pages, current information, source-backed answers, research, docs, pricing/product pages, extraction, scraping, and browser automation. Use whenever the user asks to search, find, look up, research, compare, get information from the web, summarize a URL, fetch page content, or automate a website.
You have access to the TinyFish CLI (`tinyfish`) — a suite of web tools you can call from the terminal.
If not installed: `npm install -g @tiny-fish/cli` If not authenticated: `tinyfish auth login --source openclaw` or set `TINYFISH_API_KEY` env var.
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Use TinyFish whenever a request depends on live web information or page content. Do not wait for the user to say "TinyFish" or "scrape".
Strong triggers include:
Default to the lightest tool that can answer:
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TinyFish has four tools. Start with the lightest one that can do the job and escalate only when needed.
search → fetch → agent → browser lightest heaviest
| Tool | When to use | Speed | Cost | |------|-------------|-------|------| | **search** | You need to find URLs, current facts, docs, pricing, product details, or a quick source-backed answer | Fastest | Lowest | | **fetch** | You have URLs and need clean page content, summaries, article text, docs, product pages, links, or metadata | Fast | Low | | **agent** | You need to interact with a page — click, fill forms, navigate, extract structured data from dynamic sites | Slower | Higher | | **browser** | Agent isn't enough — you need raw programmatic browser control via CDP | Slowest | Highest |
**Research: search → fetch** Search for a topic, then fetch the best results to read their full content.
# 1. Find URLs tinyfish search query "best React state management libraries 2026" # 2. Read the top results tinyfish fetch content get --format markdown "https://result1.com" "https://result2.com"
**Deep extraction: search → agent** Search to find the right site, then use agent to interact with it and extract structured data.
# 1. Find the site
tinyfish search query "Nike running shoes official store"
# 2. Automate extraction on it
tinyfish agent run --url "https://nike.com/running" \
"Extract all running shoes as JSON: [{\"name\": str, \"price\": str, \"colors\": [str]}]"**Escalation: fetch → agent** Try fetch first. If the page is dynamic/JS-heavy and fetch returns empty or incomplete content, escalate to agent.
**Full control: agent → browser** If agent can't handle a complex multi-step workflow, spin up a raw browser session and automate it yourself via CDP.
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Web search. Returns ranked results with titles, URLs, and snippets.
tinyfish search query "<query>" [--location <hint>] [--language <hint>] [--pretty]
tinyfish search query "best pho in Ho Chi Minh City" --location "Vietnam" --language "en"
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Fetch clean, extracted content from one or more URLs. Strips ads, nav, boilerplate — returns just the content.
tinyfish fetch content get <urls...> [--format markdown|html|json] [--links] [--image-links] [--pretty]
# Fetch one page as markdown tinyfish fetch content get --format markdown "https://example.com/article" # Fetch multiple pages with links tinyfish fetch content get --links "https://site-a.com" "https://site-b.com" "https://site-c.com"
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Run a browser automation using a natural language goal. The agent opens a real browser, navigates, clicks, fills forms, and extracts data.
tinyfish agent run --url <url> "<goal>" [--sync] [--async] [--pretty]
| Flag | Purpose | |------|---------| | `--url <url>` | Target URL (bare hostnames get `https://` auto-prepended) | | `--sync` | Wait for full result without streaming steps | | `--async` | Submit and return immediately | | `--pretty` | Human-readable output |
**Output:** Default streams `data: {...}` SSE lines. The final result is the event where `type == "COMPLETE"` and `status == "COMPLETED"` — the extracted data is in the `resultJson` field. Read the raw output directly; no script-side parsing is needed.
**Always specify the JSON structure you want in the goal:**
tinyfish agent run --url "https://example.com/products" \
"Extract all products as JSON array: [{\"name\": str, \"price\": str, \"url\": str}]"
tinyfish agent run --url "https://example.Search and Fetch are now FREE TinyFish Search and Fetch endpoints are now free for everyone with generous rate limits, no credit card required. Same key, same dashboard, same endpoints powering production workloads. Grab a key →
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