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.
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:
search, then fetch the best result(s) if more detail is needed.fetch.agent.browser.TinyFish has four tools. Start with the lightest one that can do the job and escalate only when needed.
text
search → fetch → agent → browser
lightest heaviest
ToolWhen to useSpeedCostsearchYou need to find URLs, current facts, docs, pricing, product details, or a quick source-backed answerFastestLowestfetchYou have URLs and need clean page content, summaries, article text, docs, product pages, links, or metadataFastLowagentYou need to interact with a page — click, fill forms, navigate, extract structured data from dynamic sitesSlowerHigherbrowserAgent isn't enough — you need raw programmatic browser control via CDPSlowestHighest
Research: search → fetch Search for a topic, then fetch the best results to read their full content.
bash
# 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.
bash
# 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.
tinyfish search query#Web search. Returns ranked results with titles, URLs, and snippets.
bash
tinyfish search query "<query>" [--location <hint>] [--language <hint>] [--pretty]
--location and --language for geo-targeted results--pretty for human-readablebash
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.
bash
tinyfish fetch content get <urls...> [--format markdown|html|json] [--links] [--image-links] [--pretty]
--format markdown (default) — clean readable text--format json — structured document tree--links — include all extracted links from the page--image-links — include extracted image URLsurl, final_url, title, language, author, published_date, text, latency_msbash
# 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.
bash
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:
bash
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):
bash
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:
bash
# 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:
bash
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):
bash
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.
bash
tinyfish browser session create [--url <url>] [--pretty]
--url optionally navigates to a page after creationsession_id, cdp_url (WebSocket), and base_urlcdp_url with Playwright, Puppeteer, or any CDP clientbash
tinyfish browser session create --url "https://example.com"
# Returns: { session_id, cdp_url: "wss://...", base_url: "https://..." }
--pretty for human-readable output. Default is JSON.--debug on the root command or set TINYFISH_DEBUG=1 to log HTTP requests to stderr.