Education layer · for non-technical builders · Pro

Build with AI and
actually understand
what's happening.

Pipp explains every move your agent makes and stops the dangerous ones. Plain-English narration, leveled learning resources, heightened guardrails — designed for founders, PMs, designers, and career-switchers building real software.

“Contextual, just-in-time CS education narrated from your own agent's actions.”

pipp — agent action narration
# — agent ran: prisma migrate dev --name add_users_email_index
🟡 Pipp flagged this action — here's what happened
The agent ran a database migration.
Plain terms: it changed the shape of how user data is stored
— like adding a column to a spreadsheet everything depends on.
Powerful, but risky: done wrong, existing data can break.
Why flagged: migrations are hard to undo and there's no
rollback note in the commit message yet.
Safe next step: add a rollback instruction to AGENTS.md
Learn more (5 min):
· What is a database migration? [Prisma docs]
· Why rollbacks matter [Rails Guides]
· Keeping AGENTS.md current [tookbot.com/docs]
[Mark as learned] [Explain deeper] [I already know this]
$

^ What Pipp shows you when your agent runs a database migration

How Pipp works

Everything a non-technical builder needs

Pipp wraps the Took engineer core with a different register — one built for people who are building real software without a traditional CS background.

Narrate every action

Every move the agent makes — file edits, commands, migrations, installs — is explained in plain language. What happened, why it matters, what to watch for. No jargon, or glossary-on-hover.

Leveled, cited resources

"Explain like a PM" → junior dev → technical. Resources are grounded in real docs (Prisma, MDN, official guides) — never free-generated, because a wrong citation you can't catch is dangerous.

Heightened protection

Pipp defaults to Guard/Strict mode. It proactively flags secrets, destructive operations, data migrations, risky dependencies, and scope blowups — with a plain-English risk and a safe recommended action.

Teach toward independence

Pipp tracks which concepts you've mastered and stops re-explaining them. Your learning profile grows over time — from "non-technical" toward "shipping confidently with agents."

Learning XP + streaks

Every concept mastered, every "I understand why" earns Learning XP. Streaks and badges reward consistent learning. The progress is yours — stored locally, shareable on your opt-in profile.

Right-sized narration

Trivial actions get a one-liner. Complex ones get full explanations with context. Pipp never interrupts flow for things you already know — it adapts to where you actually are.

Guardrails

Scans you can't do yourself

Pipp defaults to Guard/Strict mode and proactively intercepts the risks that non-technical builders can't reliably catch. Every flag comes with a plain-English risk and a safe next step.

RiskWhat Pipp detectsSeverity
Secret exposureAPI keys, tokens, or credentials appearing in edited files or environment variableshigh
Destructive opsData deletion commands, schema drops, irreversible file removalshigh
Live deploysPush-to-production commands running without a review gatehigh
Dependency riskNew packages with low download counts, known CVEs, or suspicious namesmedium
Scope blow-upAgent editing files outside the agreed scopemedium
Stale migrationsSchema changes without rollback instructions or test coveragemedium
Who Pipp is for

You're building real software. You just want to understand it.

You're a founder, PM, designer, or career-switcher. You're shipping real code with AI agents. But when the agent runs a migration, or installs a new dependency, or edits twelve files at once — you can't fully assess what happened.

Pipp explains it in the register you're actually at — and adjusts as you grow. The goal isn't to keep you dependent on Pipp. It's to make you the kind of builder who eventually doesn't need it.

Founders building their own product
PMs contributing code to their team
Designers shipping components with agents
Career-switchers with ambition but no CS degree
Non-technical operators in regulated industries
Pricing
Free taste

N explanations per day. No account required.

$6–12/month · Pro

Unlimited narration, full learning profile, portfolio export. BYO-API-key option for heavy users.

See full pricing

Start understanding what your agents are doing.

Install Took free. Pipp activates with a Pro subscription — with a free taste to try first.