tinyfish

tinyfish is a skill for Claude Code, Codex from OpenCoven/coven. It costs 50 tokens per session (1,401 once invoked), scanned B, original, MIT.

A web-automation helper that uses the TinyFish service to read websites, collect data, and perform browser actions from plain-language instructions. It is intended for sites that may block ordinary automated requests.

In plain words
What is it for?
Use it to scrape websites, extract structured information, automate browser actions, and work with bot-protected pages. A TinyFish API key is required.
Why use it?
It handles website interaction without requiring you to write all the navigation and extraction logic yourself.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: reads .claude/ paths; mentions Claude Code.

Good fit Use it to scrape websites, extract structured information, automate browser actions, and work with bot-protected pages. A TinyFish API key is required.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/opencoven/coven/tinyfish-web-agent
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add OpenCoven/coven --skill tinyfish-web-agent
Clone the repo
git clone --depth 1 https://github.com/OpenCoven/coven

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for tinyfish

README.md
[![agentmods](https://agentmods.dev/badge/skills/opencoven/coven/tinyfish-web-agent/github.svg)](https://agentmods.dev/skills/opencoven/coven/tinyfish-web-agent)
Your own site
<a href="https://agentmods.dev/skills/opencoven/coven/tinyfish-web-agent"><img src="https://agentmods.dev/badge/skills/opencoven/coven/tinyfish-web-agent/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for tinyfish

Your own site · 80×15
<a href="https://agentmods.dev/skills/opencoven/coven/tinyfish-web-agent"><img src="https://agentmods.dev/badge/skills/opencoven/coven/tinyfish-web-agent.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 50 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,401 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 2 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 2 findings, up to high

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • high Agent Snooping · line 38
    Skill reads from agent configuration directories (.claude/, .codex/, .gemini/). These directories may contain API keys, personal settings, and other credentials that the skill has no legitimate need to access.
    Fix: Remove all code or instructions that access agent configuration directories (.claude/, .codex/, .gemini/). If configuration values are needed, pass them explicitly as parameters or environment variabl
  • medium Data Exfiltration · line 59
    Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.
    Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00050 $0.01401
Opus 5.5 $0.00020 $0.00560
Sonnet 5.5 $0.00010 $0.00280
Haiku 4.5 $0.00005 $0.00140

Measured 1mo ago against content hash 7f3132b9c84d, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade B, and why

tinyfish scanned grade B with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/extract.sh), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Reads agent configuration directoriesmediumAgent snooping

.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.

> Add to `~/.claude/settings.local.json`:

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -N -s -X POST "https://agent.tinyfish.ai/v1/automation/run-sse" \
skills/tinyfish-web-agent/SKILL.md · 154 lines

How it starts

The opening of the file, as written. The whole thing — 154 lines — stays where its author put it; the contents beside it link to each section on GitHub.

TinyFish Web Agent

Requires: TINYFISH_API_KEY environment variable

Pre-flight Check (REQUIRED)

Before making any API call, always run this first to verify the key is available:

[ -n "$TINYFISH_API_KEY" ] && echo "TINYFISH_API_KEY is set" || echo "TINYFISH_API_KEY is NOT set"

If the key is not set, you MUST stop and ask the user to add their API key. Do NOT fall back to other tools or approaches — the task requires TinyFish.

Tell the user:

You need a TinyFish API key. Get one at: https://agent.tinyfish.ai/api-keys

Then set it so the agent can use it:

Option 1 — Environment variable (works everywhere):

read -rsp "TinyFish API key: " TINYFISH_API_KEY
printf '\n'
export TINYFISH_API_KEY

Option 2 — Claude Code settings (Claude Code only): Add to ~/.claude/settings.local.json:

{
  "env": {
    "TINYFISH_API_KEY": "<paste key locally; do not commit>"
  }
}

Do NOT proceed until the key is confirmed available.

Best Practices

  1. Specify JSON format: Always describe the exact structure you want returned
  2. Parallel calls: When extracting from multiple independent sites, make separate parallel calls instead of combining into one prompt

Basic Extract/Scrape

Extract data from a page. Specify the JSON structure you want:

curl -N -s -X POST "https://agent.tinyfish.ai/v1/automation/run-sse" \
  -H "X-API-Key: $TINYFISH_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "url": "https://example.com",
    "goal": "Extract product info as JSON: {\"name\": str, \"price\": str, \"in_stock\": bool}"
  }'

Multiple Items

Extract lists of data with explicit structure:

curl -N -s -X POST "https://agent.tinyfish.ai/v1/automation/run-sse" \
  -H "X-API-Key: $TINYFISH_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "url": "https://example.com/products",
    "goal": "Extract all products as JSON array: [{\"name\": str, \"price\": str, \"url\": str}]"
  }'

Read the full file on GitHub · 154 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 154 lines · 50 tokens per session scan B 7f3132b9c84d

Subscribe to this mod's changes

tinyfish is a skill published in the GitHub repository OpenCoven/coven (72 stars, last pushed today), licensed MIT. It adds 50 tokens to every session and 1,401 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it B with 2 findings (reads agent configuration directories, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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