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.
npx skills add OpenCoven/coven --skill tinyfish-web-agentgit clone --depth 1 https://github.com/OpenCoven/covenWrote 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.
[](https://agentmods.dev/skills/opencoven/coven/tinyfish-web-agent)<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.
<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>- NVIDIA SkillSpector warn
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.
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.
| Model | Per session | Once 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 | $0.00140 |
Grade B, and why
tinyfish scanned grade B with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Reads agent configuration directoriesmediumAgent snooping
.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.
> Add to `~/.claude/settings.local.json`: Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -N -s -X POST "https://agent.tinyfish.ai/v1/automation/run-sse" \ How it starts
The opening of the file, as written. The whole thing — 154 lines — stays where its author put it; the contents beside it link to each section on GitHub.
TinyFish Web Agent
Requires: TINYFISH_API_KEY environment variable
Pre-flight Check (REQUIRED)
Before making any API call, always run this first to verify the key is available:
[ -n "$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_KEYOption 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
- Specify JSON format: Always describe the exact structure you want returned
- 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}]"
}'
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.
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.
- 1mo ago First seen · 154 lines · 50 tokens per session scan B 7f3132b9c84d
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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