For developers & solo builders shipping with AI
Stop shipping prototypes.
Start shipping products.
AI gives you speed; we give you the engineering. Build production-quality software — tested, secure, scalable — as fast as you vibe-code.
26 years building web apps · 2 IPOs · AI Lecturer at SWPS University · Using Cursor since 2023, Claude Code and Codex since early beta · CTO at TasteRay (built with AI)
Creator of wondel.ai Skills — 1.1k+ ⭐ on GitHubSee it before you commit
Here's exactly what you'll get
The moment you finish, you get a personalized report built from your answers — your score, where you’re still prototype-grade, and the fastest path to production.
- Your score (0–75) and tier — from Newbie to Expert
- A per-section breakdown of where you’re still prototype-grade
- A 30/60/90-day playbook + a fix-it guide for every miss
You ship fast, but context engineering and extensibility are still prototype-grade — that’s what stands between you and production.
- •Switch to an agent-first tool
- •Install the Context7 MCP
- •Write your first CLAUDE.md
- •Try Plan mode on a real change
- •Author 2–3 custom commands
- •Add the GitHub MCP
How it works
Three steps to your number
Answer 25 quick questions
~8 minutes. One tap per question. No account needed to see your score.
Get your score instantly
Your 0–75 score, your tier, and a per-section breakdown of where you’re still prototype-grade.
Unlock your plan & level up
Add your email to unlock your 30/60/90 playbook and fix-it guides — then ship production-grade with Developer Toolkit.
Free · 25 questions · ~8 minutes
How production-grade is your AI engineering?
Two free scorecards — one for developers & solo builders, one for founders & C-level. Each takes ~8 minutes and ends with a personalized 30/60/90-day plan to ship products, not prototypes.
AI Developer / Solo Builder Scorecard
25 questions across tooling, context, MCP, parallelism, vibe coding, and ops. Score 0–75, find your tier (Newbie → Expert), and see how production-grade your AI engineering really is.
Take the Developer / Solo Builder ScorecardC-Level / Founder Scorecard
25 questions across adoption, governance, infra, parallelism, enablement, and ROI. Score 0–75, find your tier (Reactive → Strategic Leader), get a board-ready risk register.
Take the C-Level / Founder ScorecardReal developers.
Real results.
See how developers are shipping production code faster with Cursor, Claude Code, and Codex.
Within 2 weeks, I cut my feature development time in half. The context management chapter alone was worth the subscription.
Finally understood how to structure prompts for complex codebases. My team stopped generating buggy code.
The MCP recipes saved me 20+ hours setting up integrations. Pays for itself every single month.
Used by engineering teams at
The scorecard measures it.
Developer Toolkit teaches it.
Six dimensions separate a fast prototype from production-grade software. Wherever you’re still prototype-grade, there’s a track that levels you up — fast.
Tooling & subscription
Get onto terminal/agent-first tools and the plan that actually fits your usage. Stop topping out at copy-paste productivity.
Context engineering
CLAUDE.md, memory, and rules so your agent starts every session informed — not blind.
Extensibility
Skills, MCP servers, subagents, and hooks that turn a stock assistant into your own custom tooling.
Parallelism & automation
Run multiple agents, git worktrees, and auto-PR workflows instead of single-threaded prompting.
Vibe coding & docs
Know when to reach for Lovable vs Claude Code — and keep library docs in context so the agent stops hallucinating.
Operations & hygiene
Cost monitoring, secrets management, and portable dotfiles so your setup survives scaling.
From First Prompt
to Deployed Code.
Complete workflows from initial idea to production deployment. Not isolated tips — real end-to-end patterns that ship.
# .cursor/rules/react-components.mdc
---
description: React component patterns
globs: "src/components/**/*.tsx"
---
// Always use named exports
// Include proper TypeScript interfaces
// Extract hooks into custom hooks when > 3 lines
// Use composition over prop drilling
const Component = ({ data }: Props) => {
const { state, handlers } = useComponentLogic(data);
return <View state={state} {...handlers} />;
};Code That Passes
Security Audits.
Architecture, testing, and documentation patterns that satisfy the strictest code reviews. Built for teams that can't afford shortcuts.
// .claude/hooks/pre-commit.sh
# Auto-run before every commit
// Hook: lint and test changed files only
const changedFiles = await getChangedFiles();
await Promise.all([
runESLint(changedFiles),
runTypeCheck(),
runTests({ related: changedFiles }),
]);
// Hook: auto-update CLAUDE.md context
await updateProjectContext({
schema: 'auto-detect',
routes: 'auto-detect',
});Fast Today.
Faster Tomorrow.
Every pattern you learn compounds. Week 1 saves you an hour. Month 3 saves you a day. The ROI accelerates.
$ codex --ask-for-approval on-failure
> "Add pagination to the /api/users endpoint
with cursor-based navigation and rate limiting"
✓ Added cursor-based pagination to API route
✓ Rate limiting middleware configured
✓ TypeScript types updated
✓ Integration tests passing
✓ OpenAPI spec regenerated
// All in a single prompt, verified in sandboxWhat's Inside?
350+ Articles. Zero Fluff.
Comprehensive guides, battle-tested patterns, and real-world examples for Cursor, Claude Code, and Codex mastery.
Getting Started
Your launchpad to AI-assisted development. Platform overview, quick wins, and the mindset shift that changes everything.
Tool Comparison
Cursor vs Claude Code vs Codex vs Copilot. Honest analysis, pricing breakdown, and when to use what.
Cursor Mastery
From zero to power user. 20 daily lessons, 100+ tips, advanced techniques, and productivity patterns.
Claude Code
Terminal-first AI development. Hooks, commands, MCP setup, and cost control strategies.
Codex CLI
OpenAI's cloud-powered coding agent. Parallel tasks, GitHub integration, worktrees, and SDK automation.
Shared Workflows
Best practices, MCP ecosystem with 20+ guides, enterprise patterns, testing, and quality workflows.
Recipe Cookbook
80+ copy-paste recipes. Frontend, backend, database, DevOps, and mobile development patterns.
Deployment & Ops
Security hardening, cost optimization, compliance, and production-ready configurations.
Resources
FAQ, glossary, learning paths, troubleshooting guides, and community resources.
Quick Reference
Command reference, keyboard shortcuts, model comparison charts, and pricing calculator.
Is this for you?
You know AI tools are the future. The question is whether you'll master them — or keep experimenting without a system.
Perfect for you if...
- You've tried AI coding tools but your output is inconsistent
- You want to be the AI expert your team turns to for guidance
- You use Cursor, Claude Code, or Codex and want production-grade results
- You're tired of AI code that works in demos but breaks in production
- You want to demonstrate measurable productivity gains to your team or leadership
Not for you if...
- You're looking for a magic button that writes code for you
- You only need AI for occasional scripts or one-off tasks
- You're not willing to invest 15-30 minutes per day learning
- You prefer figuring everything out by trial and error
15-30 minutes per day
Most developers see results within 2 weeks. Short lessons designed for busy schedules.
Choose your path
to mastery.
Cursor, Claude Code, and Codex are updated weekly. Our content tracks every release — so you always have production-ready patterns at your fingertips.
How we compare
| Free YouTube | Official Docs | Developer Toolkit | |
|---|---|---|---|
| Content | Scattered, often outdated | Feature reference only | 350+ structured tutorials |
| Updates | Rarely updated | Release notes only | Weekly updates |
| Learning Path | Figure it out yourself | No guidance | Beginner → Advanced tracks |
Individual
For developers who ship.
Cancel anytime
- Full learning vault—every guide, recipe, and deep-dive
- Cursor, Claude & Codex mastery tracks that cut shipping time by 3×
- Real-world project walkthroughs from zero to production
- Discord community for peer help and mentorship
- Access documentation source code on GitHub
- Submit changes and pull requests to documentation
- Migration playbooks from Copilot or legacy IDEs
- Continuous updates as tools evolve
Team
Multiply your engineering velocity.
Cancel anytime
- Everything in Individual × unlimited seats
- All users from your email domain
- Priority support response times
Enterprise
Accelerate your entire organization.
unlimited seats
- Everything in Team
- Unlimited seats
- Dedicated Customer Success Manager
- Custom onboarding and training
- White-label & on-premise options
- License to modify documentation internally
- Priority roadmap influence
- SLA and dedicated support
The math is simple.
Every hour saved is worth more than a month of access.
Used by engineering teams at
Common questions
Everything you need to know before subscribing.
Most developers use only 20% of what these tools can do. The gap isn't knowing the tools exist — it's knowing how to use them for production code. We cover advanced context management, custom hooks, Codex SDK, MCP integrations, multi-file workflows, and enterprise patterns that aren't in any official docs. Even power users discover techniques that save them hours every week.
Free tutorials show isolated features. We teach complete workflows—from initial prompt to deployed production code. You'll learn how to combine techniques, avoid common pitfalls, and build maintainable systems. Plus, our content is updated weekly as tools evolve.
Each lesson takes 15-30 minutes. Our "Quick Wins" section has copy-paste recipes you can use immediately. Most developers see productivity gains within 2 weeks of starting.
Yes. One click in your account settings. No questions asked, no hoops to jump through. Your access continues until the end of your billing period.
Yes. 30-day money-back guarantee, no questions asked. If you're not satisfied for any reason, just email us and we'll refund you immediately.
Our 80+ recipes cover React, Next.js, Vue, Python, Node.js, Go, Rust, and more. The core patterns work with any stack. We focus on principles that transfer across languages and frameworks.
Still have questions? Contact us
Ship products, not prototypes. Start with your score.
In about 8 minutes, see how production-grade your AI engineering is — and the fastest path to shipping real software. Free, instant, no account needed.
7-day free trial • Cancel anytime • 30-day money-back guarantee
We give you 350+ tutorials · 80+ recipes · Updated weekly