TinyFish Cookbook is a collection of example applications, recipes, and automations built with TinyFish, a web service that lets AI agents search the live web, read pages, and perform browser-based tasks. Developers use it to learn how to build web agents and connect them with workflows such as research, monitoring, and data collection. The catalogue entries provide agent skills and integrations for working with these examples and TinyFish endpoints.
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 tinyfish-io/tinyfish-cookbook --skill doctorgit clone --depth 1 https://github.com/tinyfish-io/tinyfish-cookbookWrote 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/tinyfish-io/tinyfish-cookbook/doctor)<a href="https://agentmods.dev/skills/tinyfish-io/tinyfish-cookbook/doctor"><img src="https://agentmods.dev/badge/skills/tinyfish-io/tinyfish-cookbook/doctor/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/tinyfish-io/tinyfish-cookbook/doctor"><img src="https://agentmods.dev/badge/skills/tinyfish-io/tinyfish-cookbook/doctor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 4 findings, up to medium
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 →
- medium MCP Rug Pull · line 21 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 89 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 93 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 94 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
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 | $0.00072 | $0.01606 |
| Opus 5.5 | $0.00029 | $0.00642 |
| Sonnet 5.5 | $0.00014 | $0.00321 |
| Haiku 4.5 | $0.00007 | $0.00161 |
Grade A, and why
doctor 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 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.
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.
Copies of this mod
1 near-identical copy found in the catalogue:
- tinyfish-doctor — 88% identical, 20 lines differ
How it starts
The opening of the file, as written. The whole thing — 113 lines — stays where its author put it; the contents beside it link to each section on GitHub.
TinyFish Doctor
tinyfish doctor (CLI 0.22+) owns the diagnosis. Your job is to run it, do the one
check it structurally cannot do, and act on what comes back. Never hand-edit config
files — every repair goes through the CLI, which carries backup and merge rigor.
0. No shell?
Sandboxed surfaces (Claude.ai, Desktop, Cowork) have no npx. If you cannot run
commands, skip to step 2 — it is the more valuable check anyway — then give the user
the command from step 1 to run themselves.
1. Run doctor
npx -y @tiny-fish/cli@latest doctor --harness claude-code
JSON on stdout: schema_version, cli_version, ok_harnesses, ok_cli, checks[],
harnesses[], repairs[].
Read schema_version before the fields. This skill describes 3 (CLI 0.22+). The command
pins @latest, so a newer CLI can hand you a shape you do not know: above 3, stop reading
fields, show the user --pretty output instead, and rely on step 2 for the verdict. Below
3 a single ok replaces the two verdicts and checks[] carry no scope, so read only
checks[] and the exit code there.
Two verdicts, not one. ok_harnesses answers whether the user's agents can reach
TinyFish; ok_cli answers whether the CLI's own credential works. checks[].scope
(harness, cli, info) says which one a check counts toward, and only the harness scope
moves the exit code — ok_cli: false beside exit 0 is a real state, not a contradiction.
Report it as the CLI's own credential, not as a broken harness.
| Exit | Meaning |
|---|---|
0 |
no harness check failed — ok_cli can still be false |
1 |
a harness check failed — read checks[] |
2 |
doctor could not run; stdout is empty, the reason is on stderr |
A warn is not a failure and does not move the exit code: doctor is saying it could not
check something, not that it is broken. A registration warn whose detail says the key was
not readable, or was not verified, means the key exists but doctor could not test its value
— every Codex install, and any harness whose config redacts the header. Never repair on a
warn, prove it in step 2.
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 · 113 lines · 72 tokens per session scan A 2a70da3428c3
doctor is a skill published in the GitHub repository tinyfish-io/tinyfish-cookbook (2,263 stars, last pushed 13d ago), licensed MIT. It adds 72 tokens to every session and 1,606 once invoked, about $0.0003 per session on Opus 5.5. 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.
Other skills, from other repositories
investigate
Investigate a specific issue report with strict, evidence-driven diagnosis.
code-search
Search a codebase efficiently with ripgrep regular expressions, file globs, and git history search. Use to locate symbols, usages, and definitions instead of reading whole files.
ci-troubleshoot
Diagnose failed GitHub Actions runs for pi-agent-dashboard: the 11-file workflow taxonomy, affected-test selection, the release pipeline, known failure modes, and how to read gh run logs and retrigger jobs. Use when a CI run is red, a release is stuck, a workflow won't dispatch, or you need to know which workflow does…
performance-optimization
Measure-first performance work. Use on triggers like "it's slow", "profile this", "optimize perf", "fix the bottleneck", "improve load time / Core Web Vitals", or when a measured regression needs fixing. Enforces measure-before-optimize. Fills a perf gap not covered by existing project skills. Not a build/ship…
node-inspect-debugger
See runtime state a console.log cannot reach — set real breakpoints, step, and dump the scope chain of a paused Node/TypeScript process. Use on "set a breakpoint", "inspect runtime state", "console.log isn't enough", "step through this", "what's in this closure at runtime", "attach a debugger". Not a logging or…
debug-dashboard
Diagnose problems in the running pi-agent-dashboard system: server.log, /api/health, bridge WebSocket connectivity, vitest triage, known-issue FAQ entries. Routes UI/visual issues to the browser skill. Use when the server seems hung, a pi session won't connect, tests fail mysteriously, the dashboard shows a blank…