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 academic-research-mappergit 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/academic-research-mapper)<a href="https://agentmods.dev/skills/tinyfish-io/tinyfish-cookbook/academic-research-mapper"><img src="https://agentmods.dev/badge/skills/tinyfish-io/tinyfish-cookbook/academic-research-mapper.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 5.1 | $0.00131 | $0.03545 |
| Opus 5 | $0.00066 | $0.01773 |
| Sonnet 5 | $0.00026 | $0.00709 |
| Haiku 4.5 | $0.00013 | $0.00354 |
Grade B, and why
academic-research-mapper scanned grade B 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 7d 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.
> **Option 5 — Claude Code settings:** Add to `~/.claude/settings.local.json`: How it starts
The opening of the file, as written. The whole thing — 342 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Research Landscape Mapper — Understand a Field Before You Build or Write
You have access to the TinyFish CLI (tinyfish), a tool that runs browser automations from the terminal using natural language goals. This skill uses it to search arXiv, Semantic Scholar, and Google Scholar in parallel, then synthesizes results into a structured landscape report with identified gaps.
Pre-flight Check (REQUIRED)
Before making any TinyFish call, always run BOTH checks:
1. CLI installed?
bash/zsh:
which tinyfish && tinyfish --version || echo "TINYFISH_CLI_NOT_INSTALLED"
PowerShell:
Get-Command tinyfish; tinyfish --version
If not installed, stop and tell the user:
Install the TinyFish CLI:
npm install -g @tiny-fish/cli
2. Authenticated?
tinyfish auth status
If not authenticated, stop and tell the user:
You need a TinyFish API key. Get one at: https://agent.tinyfish.ai/api-keys
Then authenticate:
Option 1 — CLI login (interactive):
tinyfish auth loginOption 2 — bash/zsh (Mac/Linux, current session):
export TINYFISH_API_KEY="your-api-key-here"Option 3 — bash/zsh (persist across sessions, add to ~/.bashrc or ~/.zshrc):
echo 'export TINYFISH_API_KEY="your-api-key-here"' >> ~/.zshrc source ~/.zshrcOption 4 — PowerShell (current session only):
$env:TINYFISH_API_KEY="your-api-key-here"Option 5 — Claude Code settings: Add to
~/.claude/settings.local.json:{ "env": { "TINYFISH_API_KEY": "your-api-key-here" } }
Do NOT proceed until both checks pass.
What This Skill Does
Given a research topic (e.g. "retrieval-augmented generation" or "protein structure prediction"), this skill:
- Searches arXiv for preprints sorted by most recent — capturing what is being worked on right now
- Searches Semantic Scholar for papers ranked by relevance with citation counts — identifying what the field considers important
- Searches Google Scholar for broad coverage including published venues not yet on arXiv
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.
- 7d ago First seen · 342 lines · 131 tokens per session scan B 9bd02273c43d
academic-research-mapper is a skill published in the GitHub repository tinyfish-io/tinyfish-cookbook (2,153 stars, last pushed 6d ago), licensed MIT. It adds 131 tokens to every session and 3,545 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it B with 1 finding (reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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