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 agentmods add skills/opencoven/coven/tinyfish-agent-runnpx skills add OpenCoven/coven --skill tinyfish-agent-rungit 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-agent-run)<a href="https://agentmods.dev/skills/opencoven/coven/tinyfish-agent-run"><img src="https://agentmods.dev/badge/skills/opencoven/coven/tinyfish-agent-run.svg" alt="Measured on agentmods" height="20"></a>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 | $0.00052 | $0.00605 |
| Opus 5 | $0.00026 | $0.00302 |
| Sonnet 5 | $0.00010 | $0.00121 |
| Haiku 4.5 | $0.00005 | $0.00060 |
Grade A, and why
tinyfish-agent-run scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
TinyFish Agent Run
Execute an autonomous browsing goal against a URL and stream live events. Each SSE event is re-emitted on stdout as a single JSON line so a caller (subagent, TUI, etc.) can display progress as it arrives.
Requires: TINYFISH_API_KEY environment variable.
Pre-flight Check (REQUIRED)
[ -n "$TINYFISH_API_KEY" ] && echo "TINYFISH_API_KEY is set" || echo "TINYFISH_API_KEY is NOT set"
If the key is not set, stop and ask the user to add it. Get one at https://agent.tinyfish.ai/api-keys.
Streaming Run
scripts/agent-run.sh <url> <goal>
Example:
scripts/agent-run.sh https://scrapeme.live/shop "Extract the first 2 product names and prices. Return JSON."
Under the hood this POSTs to https://agent.tinyfish.ai/v1/automation/run-sse with:
{
"url": "https://scrapeme.live/shop",
"goal": "Extract the first 2 product names and prices. Return JSON."
}
and the header X-API-Key: $TINYFISH_API_KEY.
Output Format
One JSON object per line on stdout:
{"type":"STARTED","run_id":"abc123"}
{"type":"PROGRESS","run_id":"abc123","purpose":"Navigating to https://scrapeme.live/shop"}
{"type":"PROGRESS","run_id":"abc123","purpose":"Reading product list"}
{"type":"COMPLETE","run_id":"abc123","status":"COMPLETED","result":{...}}
A caller can:
- Render each
PROGRESS.purposeas a live status line. - Detect navigation by matching
purposeagainstNavigating to <url>and surface the URL to an embedded browser view. - Parse
COMPLETE.resultfor the final payload.
Event Types
STARTED—{type, run_id}— emitted once when the run begins.PROGRESS—{type, run_id, purpose}— one per agent step.purposeis a short human-readable description.COMPLETE—{type, run_id, status, result}— emitted once when the run finishes.statusis typicallyCOMPLETED.
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.
- 4d ago First seen · 68 lines · 52 tokens per session scan A ec6bdac259ca
tinyfish-agent-run is a skill published in the GitHub repository OpenCoven/coven (46 stars, last pushed today), licensed MIT. It adds 52 tokens to every session and 605 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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