use-tinyfish

What the source does

• FilesystemNone observedNo reads or writes in the source
• NetworkNone observedNo outbound calls in the source
• ShellNone observedNo commands run in the source
• DependenciesPinnedNothing floats
• SecretsNone foundNo keys in source

Five audit layers

Gates applied: no behavioural pass.

Audit 0.4.1 · source sha e8a4e98789fb · 20 Oct 2026Report an issue or request a re-scan

• Publishertinyfish-io GitHub organizationOwner of the repository this skill is read from
• Source foldertinyfish-io/tinyfish-cookbook/skills/use-tinyfishThe exact folder we audited
• LicenceMITAs the repository states it
• Commit pinned for this verdicte8a4e98789fbA new audit runs when the source changes
• Repository statusNot archivedLast push 12 days ago
• Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

Its 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…

---
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`.

---

## 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.

```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.

---

## Commands

### `tinyfish search query`

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

```bash
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

```bash
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]
```

- 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`

```bash
# 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]
```

| 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:**

```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.

Excerpt, first 6,000 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

1. 2026-10-20
   ✓SAFE B 89 / 100

   first audit · source e8a4e98789fb

Questions about use-tinyfish

• github.com/tinyfish-io/tinyfish-cookbook/tree/main/skills/use-ti — the audited source at commit e8a4e98789fb and every finding aboveObserved · 20 Oct 2026

Spotted something wrong? Report a correction · Methodology