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/tinyfish-io/tinyfish-cookbook/kb-buildernpx skills add tinyfish-io/tinyfish-cookbook --skill kb-buildergit 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/kb-builder)<a href="https://agentmods.dev/skills/tinyfish-io/tinyfish-cookbook/kb-builder"><img src="https://agentmods.dev/badge/skills/tinyfish-io/tinyfish-cookbook/kb-builder.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 | $0.00158 | $0.05650 |
| Opus 5 | $0.00079 | $0.02825 |
| Sonnet 5 | $0.00032 | $0.01130 |
| Haiku 4.5 | $0.00016 | $0.00565 |
Grade A, and why
kb-builder 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.
How it starts
The opening of the file, as written. The whole thing — 786 lines — stays where its author put it; the contents beside it link to each section on GitHub.
KB Builder
Build a topic-specific markdown knowledge base by using TinyFish to browse public web sources and extract structured evidence.
This skill is for builder knowledge bases, not personal journals and not direct code generation.
The output is a folder you can drop into Obsidian immediately, and update later without starting over.
Core principle
Do not produce a pile of source summaries.
The KB should help the reader understand:
- the core mental model
- the main approaches or schools of thought
- what is foundational vs derivative
- what actually matters
- what is unresolved
- what to read first if they want genuine understanding
If the output only says what each source said, the skill has failed.
Pre-flight check
Run both checks before any TinyFish call:
which tinyfish && tinyfish --version || echo "TINYFISH_CLI_NOT_INSTALLED"
tinyfish auth status
If TinyFish is not installed, stop and tell the user:
npm install -g @tiny-fish/cli
If TinyFish is not authenticated, stop and tell the user:
tinyfish auth login
Do not continue until both checks pass.
Scope
- Allowed: public web pages, public GitHub repos, public papers, public docs, public datasets, public blog posts
- Not allowed: private sources, local private files, authenticated dashboards, chat logs, email, Slack, or anything the user cannot access publicly
- Primitive: use explicit
tinyfish agent runcommands - Output shape: always
index.md,sources.md,audit.md, andmanifest.json; everything else is dynamic
Input modes
You support two modes:
- Topic only
- Example:
Build me a knowledge base on web agent frameworks
- Example:
- Topic + starter URLs
- Example:
Build me a knowledge base on web agent frameworks and start from these URLs: ...
- Example:
- Update an existing KB
- Example:
Update my knowledge base on Kolmogorov-Arnold Networks with these new URLs: ...
- Example:
- Trace mode
- Example:
Build me a knowledge base on browser agents --trace
- Example:
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 · 786 lines · 158 tokens per session scan A db63399736e9
kb-builder is a skill published in the GitHub repository tinyfish-io/tinyfish-cookbook (2,135 stars, last pushed 7d ago), licensed MIT. It adds 158 tokens to every session and 5,650 once invoked, about $0.0008 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.
Other skills, from other repositories
smoke-test
End-to-end smoke test skill for DeerFlow. Guides through: 1) Pulling latest code, 2) Docker OR Local installation and deployment (user preference, default to Local if Docker network issues), 3) Service availability verification, 4) Health check, 5) Final test report. Use when the user says "run smoke test", "smoke…
image-generation
Use this skill when the user requests to generate, create, imagine, or visualize images including characters, scenes, products, or any visual content. Supports structured prompts and reference images for guided generation.
podcast-generation
Use this skill when the user requests to generate, create, or produce podcasts from text content. Converts written content into a two-host conversational podcast audio format with natural dialogue.
vercel-deploy
Deploy applications and websites to Vercel. Use this skill when the user requests deployment actions such as "Deploy my app", "Deploy this to production", "Create a preview deployment", "Deploy and give me the link", or "Push this live". No authentication required - returns preview URL and claimable deployment link.
skill-reviewer
Reviews DeerFlow skill packages for readiness, triggers, safety boundaries, resources, and evidence. Invoke when users ask to audit, grade, or production-check an existing skill.
surprise-me
Create a delightful, unexpected "wow" experience for the user by dynamically discovering and creatively combining other enabled skills. Triggers when the user says "surprise me" or any request expressing a desire for an unexpected creative showcase. Also triggers when the user is bored, wants inspiration, or asks for…