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 tinyskillgit 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/tinyskill)<a href="https://agentmods.dev/skills/tinyfish-io/tinyfish-cookbook/tinyskill"><img src="https://agentmods.dev/badge/skills/tinyfish-io/tinyfish-cookbook/tinyskill/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/tinyskill"><img src="https://agentmods.dev/badge/skills/tinyfish-io/tinyfish-cookbook/tinyskill.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00068 | $0.02298 |
| Opus 5.5 | $0.00027 | $0.00919 |
| Sonnet 5.5 | $0.00014 | $0.00460 |
| Haiku 4.5 | $0.00007 | $0.00230 |
Grade A, and why
self-improve-with-tinyfish scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
import urllib.parse How it starts
The opening of the file, as written. The whole thing — 375 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Self-Improve With TinyFish
When To Use
Use this skill when the user asks Hermes to:
- Learn a new tool, API, framework, workflow, or domain for future tasks.
- Create, install, or improve a reusable Hermes skill.
- Research official docs and examples before writing procedural memory.
- "Teach yourself," "upgrade yourself," or "make a skill for this."
Do not use this skill for ordinary one-off answers unless the user explicitly wants a saved skill.
Pre-flight Check (REQUIRED)
Before making any TinyFish call, determine which mode to use.
1. Check for CLI:
which tinyfish && tinyfish --version || echo "TINYFISH_CLI_NOT_FOUND"
2. If CLI is found, check auth:
tinyfish auth status
If authenticated, use CLI mode for all searches and fetches below.
3. If CLI is not found, check for API key:
test -n "$TINYFISH_API_KEY" && echo "API_KEY_AVAILABLE" || echo "TINYFISH_API_KEY is not set"
If the API key is available, use API mode for all searches and fetches below.
4. If neither CLI nor API key is available, stop and tell the user:
Install the TinyFish CLI:
npm install -g @tiny-fish/cliThen authenticate:tinyfish auth loginOr set
TINYFISH_API_KEYin your environment. Get a key at: https://agent.tinyfish.ai/api-keys
Do NOT proceed until one mode is confirmed.
Core Workflow
-
Acknowledge the learning request.
- Send a short progress update:
I'll research this with TinyFish and create a reusable skill. - Extract a clean skill topic from the user request.
- Preserve constraints such as "check official docs," "cover all endpoints," "focus on errors," or "make it production-ready."
- Send a short progress update:
-
Search with TinyFish.
- Use the CLI or API (whichever passed pre-flight).
- Run multiple targeted searches.
- Prefer official docs and authoritative examples first.
- Do not invent URLs.
-
Analyze search results.
- Review titles, snippets, URLs, site names, and ranks.
- Decide if the current sources cover setup, main workflow, edge cases, and validation.
- If coverage is weak, run follow-up searches before fetching.
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 · 375 lines · 68 tokens per session scan A ba3504d86197
self-improve-with-tinyfish is a skill published in the GitHub repository tinyfish-io/tinyfish-cookbook (2,255 stars, last pushed 10d ago), licensed MIT. It adds 68 tokens to every session and 2,298 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
GitHub Issues
Triage GitHub issues, extract the real ask, and connect each issue to the relevant files, tests, or release surface before acting.
knowledge-curator
A set of rules for teaching technical subjects and saving verified lessons as reusable knowledge. The description is partly in Chinese and does not specify the complete feature set.
dev-browser
Browser automation with persistent page state. Use when users ask to navigate websites, fill forms, take screenshots, extract web data, test web apps, or automate browser workflows. Trigger phrases include "go to [url]", "click on", "fill out the form", "take a screenshot", "scrape", "automate", "test the website"…
verify-changes
Verify code changes by running the project's typecheck, build, lint, and targeted tests, then fix and re-run until clean. Use after editing any source file.
flashcards
Spaced repetition flashcard system for learning. SM-2 algorithm, supports text and cloze deletion cards.
weknora-shared
Use when driving a WeKnora RAG server through the weknora CLI as an agent — authenticating, managing knowledge bases / documents / sessions / agents, running search or chat, or interpreting the CLI's JSON envelopes and exit codes. Read this before any other weknora- skill.