use-tinyfish

GitHub

提供网页搜索、内容抓取、页面阅读及浏览器自动化能力,用于获取实时网络信息、验证事实或提取结构化数据。

skills/use-tinyfish/SKILL.md tinyfish-io/tinyfish-cookbook

Trigger Scenarios

用户需要搜索最新信息或进行调研 用户提供URL需读取或总结页面内容 需要从网站交互、登录或爬取数据

Install

npx skills add tinyfish-io/tinyfish-cookbook --skill use-tinyfish -g -y
More Options

Use without installing

npx skills use tinyfish-io/tinyfish-cookbook@use-tinyfish

指定 Agent (Claude Code)

npx skills add tinyfish-io/tinyfish-cookbook --skill use-tinyfish -a claude-code -g -y

安装 repo 全部 skill

npx skills add tinyfish-io/tinyfish-cookbook --all -g -y

预览 repo 内 skill

npx skills add tinyfish-io/tinyfish-cookbook --list

SKILL.md

Frontmatter
{
    "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.


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
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.


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]
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.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.

Version History

  • 2751ef7 Current 2026-08-20 09:59

Same Skill Collection

plugins/tinyfish/skills/doctor/SKILL.md
plugins/tinyfish/skills/feedback/SKILL.md
skills/competitor-update/SKILL.md
skills/enrich-excel/SKILL.md
skills/freelance-gig-finder/SKILL.md
skills/hackathon-finder/SKILL.md
skills/leetcode-coach/SKILL.md
skills/npm-package-comparator/SKILL.md
skills/salary-market-scanner/SKILL.md
skills/stalk-my-interviewer/SKILL.md
skills/tech-stack-detective/SKILL.md
skills/tinyfish-doctor/SKILL.md
skills/tinyfish-social-listening/SKILL.md
skills/tinyskill/SKILL.md
plugins/tinyfish/skills/agent/SKILL.md
plugins/tinyfish/skills/fetch/SKILL.md
plugins/tinyfish/skills/search/SKILL.md
skills/company-hiring-intel/SKILL.md
skills/dep-security/SKILL.md
skills/dev-pain-finder/SKILL.md
skills/interview-prep/SKILL.md
skills/kb-builder/SKILL.md
skills/oss-alternatives/SKILL.md
skills/summer-school-finder/SKILL.md
skills/tenders-finder/SKILL.md

Metadata

Files
0
Version
2751ef7
Hash
75ac0b62
Indexed
2026-08-20 09:59

- 위키
Copyright © 2011-2026 iteam. Current version is 2.155.2. UTC+08:00, 2026-08-21 03:31
浙ICP备14020137号-1 $방문자$