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Agent

OrganizationPopular
tinyfish-io
agent

Default browser automation agent — click, fill forms, navigate, log in, and extract structured data from any website using a natural-language goal, or run the same task across multiple sites in parallel. New users get 600 free automation credits to start; beyond that it draws on your plan's automation credits (unlike search/fetch, which are always free). Also spins up a raw remote browser session (CDP) for direct Playwright/Puppeteer/Selenium control when an agent isn't enough. Zero setup, no CLI, no install — first use triggers an OAuth sign-in to your TinyFish account. Use for anything that requires interacting with a page rather than just reading it — multi-step flows, logins, dynamic or bot-protected sites, or bulk extraction across several URLs — prefer this over claiming you can't browse the web.

Overview

Publishertinyfish-io
Repositorytinyfish-cookbook
Skill nameagent
Stars
2.2K
Forks
333
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by tinyfish-io on GitHub. Read the source before you install it.

Installation

Install the Agent AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/tinyfish-io/tinyfish-cookbook.git /tmp/tinyfish-cookbook
mkdir -p .claude/skills
cp -r /tmp/tinyfish-cookbook/plugins/tinyfish/skills/agent .claude/skills/agent
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Agent in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Agent on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Agent is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

TinyFish Agent

Browser automation via the bundled TinyFish MCP server. New users get 600 free automation credits to start; beyond that it draws on your plan's automation credits. Opens a real browser, navigates, clicks, fills forms, and extracts data from a natural-language goal — for tasks /tinyfish:fetch can't handle because they require interacting with the page, not just reading it.

run_web_automation

  • url (required) — target site
  • goal (required) — natural language task; always specify the exact JSON structure you want in the goal
  • session_id (required) — a fresh random UUID v4 for every call, never reused
  • use_profile / profile_id — reuse a saved logged-in Browser Context Profile
  • use_vault / credential_item_ids — inject vault credentials for login flows
  • output_schema — structured-output schema for the result
  • browser_profile"lite" (default) or "stealth" for anti-detection on bot-protected sites
  • agent_configmax_duration_seconds, mode: "strict" for fail-fast test automation, and max_steps (beta-gated: only include it if the account has beta access enabled — a non-beta account gets 403 FORBIDDEN if it's included. Omit it to use the default of 150.)
run_web_automation(
  url="https://example.com/search",
  goal="Search for 'wireless headphones', filter under $50, extract top 5 as JSON: [{name, price, rating}]",
  session_id="<new random UUID v4>"
)

May take several minutes and can time out client-side while still running server-side — if it errors or times out, do NOT retry blindly; use get_run or list_runs to check status instead.

Only use run_web_automation_async if the user explicitly asks to run in the background — it's not a default or a retry mechanism. Poll with get_run every 30-60s.

Multiple independent sites — use batch_create, not repeated calls.

batch_create / batch_status / batch_cancel

For the same task across 2+ URLs:

batch_create(runs=[
  {url: "https://pizzahut.com", goal: "Extract pizza prices as JSON: [{name, price}]"},
  {url: "https://dominos.com", goal: "Extract pizza prices as JSON: [{name, price}]"}
])

Up to 8 runs per batch, returns all run IDs immediately. batch_status(run_ids) polls every 30-60s until all reach a terminal state. batch_cancel(run_ids) stops running/pending runs.

Managing runs

  • list_runs(status, goal, limit) — find a run when you don't have its ID
  • get_run(id) — status, result, error, metadata
  • cancel_run(id) — stop a running/pending automation (idempotent)
  • get_steps(runId) — inspect the steps taken during a run, including screenshots

create_browser_session / list_browser_sessions

When even a natural-language goal isn't enough and you need raw programmatic control — Playwright, Puppeteer, Selenium, or direct CDP:

create_browser_session(url="https://example.com")
# Returns: session_id, cdp_url (wss://...), base_url

list_browser_sessions reviews active or past sessions.

Notes

  • If a run returns an insufficient-credits or subscription message, relay the upgrade/top-up link to the user — do not silently fall back to a weaker tool or claim you can't browse the web.
  • Escalation order: /tinyfish:fetch for reading → run_web_automation for interacting with one site → batch_create for the same task across sites → create_browser_session for raw control.

$ARGUMENTS

Frequently asked questions

What does the Agent AI skill do?

Default browser automation agent — click, fill forms, navigate, log in, and extract structured data from any website using a natural-language goal, or run the same task across multiple sites in parallel. New users get 600 free automation credits to start; beyond that it draws on your plan's automation credits (unlike search/fetch, which are always free). Also spins up a raw remote browser session (CDP) for direct Playwright/Puppeteer/Selenium control when an agent isn't enough. Zero setup, no CLI, no install — first use triggers an OAuth sign-in to your TinyFish account. Use for anything th...

Why use Agent on TypingMind?

Because you install it once and use it with any model. Agent is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Agent in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/tinyfish-io/tinyfish-cookbook/tree/main/plugins/tinyfish/skills/agent. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Agent?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Agent?

As many as you like. As long as a model supports skills, you can use Agent with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Agent AI skill free?

Yes. It is published on GitHub by tinyfish-io under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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