/use-tinyfish

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.

TinyFish CLI

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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When This Skill Should Trigger

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:

• Search or discovery: search, find, look up, research, compare, latest, current, news, docs, pricing, product details, best options.
• URL/page reading: fetch, read, summarize, extract from this page, inspect this URL, get the content, pull links or metadata.
• Source-backed answers: answer using web sources, verify a fact, check whether something changed, gather information from the web.
• Website work: interact with a site, click through pages, fill forms, log in, collect structured data, handle bot-protected pages.

Default to the lightest tool that can answer:

• No URL and the user needs web information: `search`, then `fetch` the best result(s) if more detail is needed.
• URL provided and only content is needed: `fetch`.
• Page interaction or dynamic extraction is needed: `agent`.
• Raw CDP/Playwright-style control is needed: `browser`.

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When This Skill Should Trigger

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:

• Search or discovery: search, find, look up, research, compare, latest, current, news, docs, pricing, product details, best options.
• URL/page reading: fetch, read, summarize, extract from this page, inspect this URL, get the content, pull links or metadata.
• Source-backed answers: answer using web sources, verify a fact, check whether something changed, gather information from the web.
• Website work: interact with a site, click through pages, fill forms, log in, collect structured data, handle bot-protected pages.

Default to the lightest tool that can answer:

• No URL and the user needs web information: `search`, then `fetch` the best result(s) if more detail is needed.
• URL provided and only content is needed: `fetch`.
• Page interaction or dynamic extraction is needed: `agent`.
• Raw CDP/Playwright-style control is needed: `browser`.

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Picking the Right Tool

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 |

Common Patterns

**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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Commands

`tinyfish search query`

Web search. Returns ranked results with titles, URLs, and snippets.

tinyfish search query "<query>" [--location <hint>] [--language <hint>] [--pretty]

• Returns 10 results by default
• Use `--location` and `--language` for geo-targeted results
• Default output is JSON; `--pretty` for human-readable

tinyfish search query "best pho in Ho Chi Minh City" --location "Vietnam" --language "en"

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`tinyfish fetch content get`

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]

• Accepts **multiple URLs** in a single call — they are fetched in parallel server-side
• `--format markdown` (default) — clean readable text
• `--format json` — structured document tree
• `--links` — include all extracted links from the page
• `--image-links` — include extracted image URLs
• Response includes: `url`, `final_url`, `title`, `language`, `author`, `published_date`, `text`, `latency_ms`

# 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-