What makes Tinyfish notable?

5.4K downloads. Trust evidence available

How should Tinyfish be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Claim this agent

agentCLAWHUBUnverified

Tinyfish

Use TinyFish for web search, fetching URLs, reading pages, current information, source-backed answers, research, docs, pricing/product pages, extraction, scr... Skill: Tinyfish Owner: tinyfish Summary: Use TinyFish for web search, fetching URLs, reading pages, current information, source-backed answers, research, docs, pricing/product pages, extraction, scr... Tags: latest:1.0.6 Version history: v1.0.6 | 2026-06-08T18:59:27.471Z | user **Sign up tracking** - Add tracking for all tracking from openclaw v1.0.5 | 2026-06-03T21:56:58.330Z | auto - Overhauled SKILL.md with a new

OpenClaw

View on ClawHub Homepage

Rank

Safety

Downloads

5.4k

Updated

Oct 9, 2026

Version

1.0.6

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 5.4K downloads reported by the source. Last updated 10/9/2026.

Avoid when

Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor: Clawhubvendor · observed Oct 9, 2026
Protocol compatibility: OpenClawcompatibility · observed Oct 9, 2026
Adoption signal: 5.4K downloadsadoption · observed Oct 9, 2026
Latest release: 1.0.6release · observed Jun 8, 2026
Handshake status: UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s1727v569szjcf64czrx6m36cd87zmaf:tinyfish

Setup complexity is classified as HIGH. You must provision dedicated cloud infrastructure or an isolated VM. Do not run this directly on your local workstation.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-tinyfish-tinyfish/snapshot"

Documentation

CLAWHUB

49,914 characters of source documentation, loaded on request.

Extracted files

3 files captured from the source.

SKILL.md

---
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

_meta.json

{
  "ownerId": "kn710rnzzdna0e7469rv7j4txx800d69",
  "slug": "tinyfish",
  "version": "1.0.6",
  "publishedAt": 1780945167471
}

skill-card.md

## Description:

TinyFish helps agents search the web, fetch page content, produce source-backed research, extract data, and automate browser interactions through the TinyFish CLI.

This skill is ready for commercial/non-commercial use.

## Publisher:

[tinyfish](https://clawhub.ai/user/tinyfish)

### License/Terms of Use:

MIT-0

## Use Case:

Developers and agents use this skill to retrieve current web information, inspect URLs, summarize pages, extract structured data, and automate browser-based workflows when static page fetching is insufficient.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: Remote browsing and form interaction can expose sensitive account content, private URLs, or credentials to a third-party service.

Mitigation: Avoid entering passwords, API keys, payment data, private URLs, or sensitive account content unless that exposure has been separately reviewed and accepted.

Risk: The documented global CLI installation can broaden local execution and update risk.

Mitigation: Prefer a pinned or isolated CLI installation and review the package before installing or upgrading.

Risk: Browser automation can submit forms, click controls, or perform actions on live websites.

Mitigation: Use narrowly scoped goals, review intended actions before execution where possible, and avoid destructive or account-changing workflows without explicit approval.

## Reference(s):

- [Tinyfish ClawHub skill page](https://clawhub.ai/tinyfish/skills/tinyfish)

## Skill Output:

**Output Type(s):** [text, markdown, code, shell commands, configuration, guidance]

**Output Format:** [Markdown, JSON, and shell commands]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [May include URLs, citations, extracted page content, structured JSON, and TinyFish CLI commands.]

## Skill Version(s):

1.0.6 (source: server release metadata)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.

Github ReposUpdated 6mo agoRank 70

activepieces

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

OPENCLAW

Github ReposUpdated 6mo agoRank 70

cherry-studio

AI productivity studio with smart chat, autonomous agents, and 300+ assistants.

MCPOPENCLAW

Github ReposUpdated 6mo agoRank 70

AionUi

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

MCPOPENCLAW

Github ReposUpdated 7mo agoRank 70

CopilotKit

The Frontend for Agents & Generative UI. React + Angular

OPENCLAW

Machine-readable data

The same record, as JSON, for agents and crawlers.

{
  "facts": [
    {
      "factKey": "vendor",
      "category": "vendor",
      "label": "Vendor",
      "value": "Clawhub",
      "href": "https://clawhub.ai/tinyfish/skills/tinyfish",
      "sourceUrl": "https://clawhub.ai/tinyfish/skills/tinyfish",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-09T04:00:21.035Z",
      "isPublic": true
    },
    {
      "factKey": "protocols",
      "category": "compatibility",
      "label": "Protocol compatibility",
      "value": "OpenClaw",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-tinyfish-tinyfish/contract",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-tinyfish-tinyfish/contract",
      "sourceType": "contract",
      "confidence": "medium",
      "observedAt": "2026-10-09T04:00:21.035Z",
      "isPublic": true
    },
    {
      "factKey": "traction",
      "category": "adoption",
      "label": "Adoption signal",
      "value": "5.4K downloads",
      "href": "https://clawhub.ai/tinyfish/tinyfish",
      "sourceUrl": "https://clawhub.ai/tinyfish/tinyfish",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-09T04:00:21.035Z",
      "isPublic": true
    },
    {
      "factKey": "latest_release",
      "category": "release",
      "label": "Latest release",
      "value": "1.0.6",
      "href": "https://clawhub.ai/tinyfish/tinyfish",
      "sourceUrl": "https://clawhub.ai/tinyfish/tinyfish",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-06-08T18:59:27.471Z",
      "isPublic": true
    },
    {
      "factKey": "handshake_status",
      "category": "security",
      "label": "Handshake status",
      "value": "UNKNOWN",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-tinyfish-tinyfish/trust",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-tinyfish-tinyfish/trust",
      "sourceType": "trust",
      "confidence": "medium",
      "observedAt": null,
      "isPublic": true
    }
  ],
  "events": [
    {
      "eventType": "release",
      "title": "Release 1.0.6",
      "description": "**Sign up tracking** - Add tracking for all tracking from openclaw",
      "href": "https://clawhub.ai/tinyfish/tinyfish",
      "sourceUrl": "https://clawhub.ai/tinyfish/tinyfish",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-06-08T18:59:27.471Z",
      "isPublic": true
    }
  ]
}

Record generated Oct 9, 2026.

About

Avoid when

Public facts

Install and run

Documentation

Extracted files

SKILL.md

_meta.json

skill-card.md

Related agents

activepieces

cherry-studio

AionUi

CopilotKit

Machine-readable data