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tinyfish-io/tinyfish-cookbook958 installs

use-tinyfish

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.

How do I install this agent skill?

npx skills add https://github.com/tinyfish-io/tinyfish-cookbook --skill use-tinyfish
view source ↗

Is this agent skill safe to install?

  • Gen Agent Trust Hubpass

    The skill provides a legitimate interface for web extraction and automation using the TinyFish CLI tool. It utilizes official vendor resources and follows standard practices for API key management. No malicious behaviors were identified.

  • Socketpass

    No alerts

  • Snykwarn

    Risk: MEDIUM · 1 issue

  • ZeroLeakspass

    Score: 93/100 · 2 sections analyzed

What does this agent skill do?

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.


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.

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.

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
ToolWhen to useSpeedCost
searchYou need to find URLs, current facts, docs, pricing, product details, or a quick source-backed answerFastestLowest
fetchYou have URLs and need clean page content, summaries, article text, docs, product pages, links, or metadataFastLow
agentYou need to interact with a page — click, fill forms, navigate, extract structured data from dynamic sitesSlowerHigher
browserAgent isn't enough — you need raw programmatic browser control via CDPSlowestHighest

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.


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"

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-b.com" "https://site-c.com"

tinyfish agent run

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]
FlagPurpose
--url <url>Target URL (bare hostnames get https:// auto-prepended)
--syncWait for full result without streaming steps
--asyncSubmit and return immediately
--prettyHuman-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.com/search" \
  "Search for 'wireless headphones', filter under $50, extract top 5 as JSON: [{\"name\": str, \"price\": str, \"rating\": str}]"

Parallel extraction — when hitting multiple independent sites, make separate calls. Do NOT combine into one goal.

Good — parallel calls (run simultaneously):

tinyfish agent run --url "https://pizzahut.com" \
  "Extract pizza prices as JSON: [{\"name\": str, \"price\": str}]"

tinyfish agent run --url "https://dominos.com" \
  "Extract pizza prices as JSON: [{\"name\": str, \"price\": str}]"

Bad — single combined call:

# Don't do this — less reliable and slower
tinyfish agent run --url "https://pizzahut.com" \
  "Extract prices from Pizza Hut and also go to Dominos..."

Managing runs:

tinyfish agent run list [--status PENDING|RUNNING|COMPLETED|FAILED|CANCELLED] [--limit N]
tinyfish agent run get <run_id>
tinyfish agent run cancel <run_id>

Batch operations — submit many runs from a CSV file (url,goal columns):

tinyfish agent batch run --input runs.csv
tinyfish agent batch list
tinyfish agent batch get <batch_id>
tinyfish agent batch cancel <batch_id>

tinyfish browser session create

Spin up a remote browser instance. Returns a CDP WebSocket URL for programmatic control.

tinyfish browser session create [--url <url>] [--pretty]
  • --url optionally navigates to a page after creation
  • Returns session_id, cdp_url (WebSocket), and base_url
  • Use the cdp_url with Playwright, Puppeteer, or any CDP client
tinyfish browser session create --url "https://example.com"
# Returns: { session_id, cdp_url: "wss://...", base_url: "https://..." }

General Notes

  • Match the user's language: Respond in whatever language the user writes in.
  • All commands support --pretty for human-readable output. Default is JSON.
  • Use --debug on the root command or set TINYFISH_DEBUG=1 to log HTTP requests to stderr.

Add the canonical catalog link to the repository README so users can inspect current installs and available audits. The publishing guide covers the complete discovery path.

<a href="https://skillzs.dev/skills/tinyfish-io/tinyfish-cookbook/use-tinyfish">View use-tinyfish on skillZs</a>