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AI Developer Toolkit

For developers & solo builders shipping with agents

Do not just prompt the coding agent.Run the whole SDLC.

Turn each request into an auditable chain: intent, spec, plan, diff, tests, review and production feedback. Learn one lifecycle, then run it in Claude Code, Cursor or Codex — with human approval where the risk rises.

Coverage
Cursor · Claude Code · Codex
Languages
EN · PL
Map
Levels 0–5 · after Shapiro

Trusted by teams that ship with agents.

Engineering teams at these companies use Cursor, Claude Code, and Codex with AI Developer Toolkit.

The model is not the process. The artifact chain is.

One AI-native SDLC: artifacts, evidence and feedback

Plan & Design · Commit intent

A request becomes
an executable contract.

Capture the outcome and boundaries in intent.md, resolve behavior and constraints in spec.md, then commit an ordered plan.md before implementation begins.

intent.md → spec.md → plan.md
# docs/intent.md
Outcome: Users can paginate through /api/users
Out of scope: Changing authorization
Acceptance evidence: API contract and integration tests

# docs/spec.md
Behavior: Cursor-based pagination with rate limits
Constraints: Preserve existing clients

# docs/plan.md
1. Extend the API contract
2. Implement the bounded change
3. Test, review and prepare release evidence
Build & Test · Produce evidence

The loop stops on proof,
not confidence.

Run bounded work in a sandbox or worktree. Require the diff, tests, static checks and risk notes before a reviewer decides whether the change is ready.

Verification gate
{
  "hooks": {
    "Stop": [{
      "hooks": [{
        "type": "command",
        "command": "npm run typecheck && npm test"
      }]
    }]
  }
}

✓ Types checked
✓ Tests passed
✓ Acceptance evidence attached
Deploy & Maintain · Close the loop

Production feedback becomes
the next plan.

Keep production approval human, record release evidence, and turn telemetry, incidents and review findings into a new intent instead of losing them in chat history.

Release evidence
change: feat/api-pagination
artifacts:
  - docs/intent.md
  - docs/spec.md
  - docs/plan.md
evidence:
  tests: passed
  review: approved
  production_approval: required
feedback:
  next_intent: pending

One learning path. The complete AI-native SDLC.

Start with the canonical Plan → Design → Build → Test → Deploy → Maintain lifecycle. Then use the Claude Code, Cursor and Codex sections as verified adapters for the tool you run.

AI-Native SDLC

The canonical lifecycle from Plan to Maintain. Build a committed chain from intent.md to spec.md, plan.md, implementation evidence, review findings and production feedback.

Plan & DesignBuild & TestDeploy & Maintain
12+guides

Getting Started

Learn the operating model, set up repository context and complete your first bounded change with explicit acceptance evidence.

Getting StartedPlatform OverviewQuick Wins
5+articles

Cursor

Apply the same lifecycle in the editor with project rules, scoped agent work, review evidence and current Cursor capabilities.

71+articles20+lessons
New

Claude Code

Apply the lifecycle from the terminal with CLAUDE.md, hooks, subagents, MCP, isolation, verification and release gates.

85+articles21+lessons
New

Codex

Apply the lifecycle across Codex CLI, app and cloud with AGENTS.md, sandboxing, worktrees, evidence and human approvals.

63+articles20+lessons

Shared Workflows

Tool-neutral practices for context, specs, testing, review, security, deployment, maintenance and multi-agent coordination.

148+articles20+guides
Popular

Tool Comparison

Cursor vs Claude Code vs Codex vs Copilot vs Windsurf. Feature matrix, pricing analysis, cost optimization, and migration guides.

11+articles

Resources

FAQ, glossary, learning paths, troubleshooting, what's new, and community resources.

9+articles

Recipe Cookbook

100+ numbered copy-paste recipes. React, Next.js, Vue, Node, Python, Go, Rust, databases, DevOps, error handling, and mobile.

FrontendBackendDatabaseDevOpsError HandlingMobile
100+recipes

Deployment & Ops

Security operations, compliance automation, cost control, CI/CD pipelines, monitoring, and incident response.

4+articles

Quick Reference

Command and config references, keyboard shortcuts, model comparison, migration checklist, and pricing calculator.

8+guides
Free scorecard

How much of the SDLC can your agents run?

The free scorecard examines controls across Plan, Design, Build, Test, Deploy and Maintain. In about eight minutes, it shows your autonomy level, weakest control and the next safeguard to add — no account required.

  1. L0

    By hand

    You write the code. AI is a search engine at best.

  2. L1

    Assisted

    Autocomplete and pasted snippets. The agent never sees the repo.

  3. L2

    Paired

    assisted workflow

    One agent, one bounded task, with a human watching each step.

  4. L3

    Review manager

    review bottleneck

    Agents implement bounded plans; humans review diffs, tests and risk evidence.

  5. L4

    Spec manager

    Humans own intent, specifications and gates; agents execute isolated plans.

  6. L5

    Dark factory

    governed autonomy

    Agents pull work behind policy and CI; humans control priorities and exceptions.

Levels after Dan Shapiro, The Five Levels, Jan 2026

Is this for you?

For developers who can make an agent code, but want the whole change to survive planning, review, release and production.

Perfect for you if...

  • Your current workflow is mostly prompts and chat history
  • You want one lifecycle across Claude Code, Cursor and Codex
  • You want intent, specs, plans and evidence committed with the code
  • Agent output works in demos but breaks during review or production
  • You want to find and strengthen the weakest stage of your SDLC

Not for you if...

  • You only want prompt tricks without changing how work is specified or reviewed
  • You use AI for an occasional disposable script
  • You will not own review, risk or production approvals
  • You do not want workflow artifacts stored in the repository

One subscription. The full SDLC, all three tools.

Learn one durable lifecycle from Plan to Maintain, then apply it through current, verified guidance for Cursor, Claude Code and Codex.

Best Value

Solo Developer

For developers who want a repeatable lifecycle around every agent run.

7 days for free

then $99.99 per year

Save $140/yr — 58% vs monthly

Cancel anytime

On annual billing, 13 saved minutes a month cover the entire cost.
30-day money-back guarantee
  • The Setup Pack — repository context for Claude Code, Cursor and Codex, generated for your stack ($49 on its own)
  • The complete six-stage SDLC and artifact chain — 400+ guides and 100+ recipes, checked against current releases
  • All four books — 348 chapters, EPUB & PDF, in English and Polish ($159 of books)
  • Tool-specific adapters for Claude Code, Cursor and Codex — one lifecycle, three execution surfaces
  • Committed intent, specs and plans; isolated execution; evidence-led review; production feedback loops
  • Real-world project walkthroughs from intent to production and maintenance
  • Migration playbooks from Copilot or legacy IDEs into the same operating model
  • Discord community and the documentation source on GitHub — read it or submit PRs
 

Team

One AI-native SDLC standard the whole team inherits on day one.

7 days for free

then $499.99 per year

Save $1,900/yr — 79% vs monthly

Cancel anytime

One price, whole team — no per-seat billing. Ten engineers on the monthly plan works out to $20 each, and they all end up with the same setup.
30-day money-back guarantee
  • Everything in Solo Developer, for every engineer
  • Unlimited seats — by email domain, or by named address for teams that are not all on one domain
  • Shared artifact templates, repository context and verification gates for every seat
  • All four books for every seat — EPUB & PDF
  • One company invoice with VAT
  • Direct email support from the author
 

Enterprise

An SDLC audit, a governed pilot — and someone accountable for adoption.

Custom

unlimited seats

Custom pricing based on your organization size and needs.
  • Everything in Team, unlimited seats
  • An audit of controls across Plan, Design, Build, Test, Deploy and Maintain
  • The artifact chain installed: intent, spec, plan, repository instructions and CI evidence
  • Hands-on workshops plus a pilot team, with adoption measured from day one
  • A governed pilot with least-privilege tools, human production approval and incident feedback
  • White-label, on-premise, and internal docs-modification licensing
  • Delivered personally by the author — capacity deliberately limited

Created by @jaskol_ski

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)

The math

It pays for itself in 13 minutes.

Solo Developer plan, billed annually$8.33 / mo
One hour of your time (at $80k)~$38.00
Break-even13 minutes saved per month

Every guide is built to save you more than that in a single session. If it doesn’t — 30-day money-back guarantee.

How we compare

Content

  • Free YouTube: Scattered, often outdated
  • Official Docs: Feature reference only
  • AI Developer Toolkit: 400+ guides, Level 1 → 5

Updates

  • Free YouTube: Rarely updated
  • Official Docs: Release notes only
  • AI Developer Toolkit: Weekly updates

Learning Path

  • Free YouTube: Figure it out yourself
  • Official Docs: No guidance
  • AI Developer Toolkit: Beginner → Advanced tracks
006

What you actually get

The subscription, itemised.

Two of these are sold on their own, so their prices are checkable rather than claimed. The third is the subscription itself — nobody sells it separately, so it carries no number.

The Setup Pack — repository context
Your CLAUDE.md, AGENTS.md, Cursor rules and MCP config, generated for your stack, plus TESTING.md and a 20-minute path to shared repository context.
Sold on its own for $49.
$49Included
The Book Library
Four books, 348 chapters, EPUB and PDF — the cross-tool Handbook plus one deep book each on Cursor, Claude Code and Codex.
Four titles listing at $39.99 each, rounded down. Both language editions are included.
$159Included
The Documentation Access
The canonical six-stage lifecycle plus tool-specific guides and recipes, re-checked against releases of Cursor, Claude Code and Codex.
No separate price: this is the subscription itself, not an extra sold beside it.
Not sold separately
Downloadables
$208

$208 of it, against $99.99 for a year.

What that access is worth is your own time: one hour of it costs more than two months of this.

Lifetime access closes 2026-10-01

After 2026-10-01 the lifetime plan is retired. Monthly and annual continue as normal. Everyone who already holds lifetime access keeps it.

Common questions

Everything you need to know before subscribing.

You could, and it would sound right. Ask one about Codex approval modes and there is a good chance you get `--approval-mode`, which is not a flag — the real one is `--ask-for-approval`, and its values are `untrusted`, `on-request` and `never`. Copy the invented one and Codex rejects the command outright — you do not get a wrong permission posture, you get an agent that will not start. What you are paying for is that someone checked, against a named release, and wrote down the version they checked against. It matters more the higher you run: an agent you watch at Level 2 gets corrected in a minute; an agent left unattended for twelve hours on an invented flag is twelve hours of nothing, discovered in the morning. We keep a list of the ones models keep inventing.

The six stages are familiar. What changes is how work moves between them: agents create and consume committed artifacts, build and test can run in nonlinear loops, every handoff carries evidence, and production feedback becomes new intent. Humans still own goals, architecture, risk, acceptance and high-impact approvals. The point is not a renamed waterfall; it is an auditable control loop built for agent execution.

You own intent, architecture, acceptance criteria, risk, production approval and exception handling. Agents can research, propose, implement, test and prepare evidence, but accountability does not move to the model. The workflow makes those human decisions explicit instead of hiding them inside a chat.

That is the most common reason people cancel, so start with one real change. Use the Setup Pack to add repository context, write intent.md, spec.md and plan.md, then run the matching tool adapter. You get a working artifact chain before reading the catalog. If it still is not for you, the 30-day first-purchase refund window covers it.

Tool fluency is not the same as an end-to-end delivery system. Ask whether every request becomes committed intent, spec and plan; whether execution is isolated; whether a PR carries acceptance evidence; and whether incidents update the next plan. The toolkit fills those lifecycle gaps and shows the current implementation in each tool.

The levels are a maturity overlay, not the curriculum. The curriculum is the six-stage SDLC; the scorecard asks how safely your agents can operate across it. A higher result requires stronger context, isolation, verification, permissions and operational feedback — not merely more agent-written code.

Free tutorials usually teach one feature in one tool. This starts with a durable, tool-neutral lifecycle and adds verified adapters for Claude Code, Cursor and Codex. Volatile details such as commands, permissions and capabilities can be corrected as releases change, while the artifact and evidence model stays stable.

Do not read everything. Start one change with intent.md → spec.md → plan.md, run the relevant tool adapter and capture test evidence. Then use the scorecard to identify the weakest lifecycle stage and read only the guide that strengthens it.

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 days from your first purchase, for any reason. Email support@developertoolkit.ai and we refund it; we won't argue with you about why. Applies to first-time purchases, as set out in the Terms.

You keep full access until the end of the period you've already paid for — the subscription simply doesn't renew. Your account stays in place, so you can pick up where you left off anytime. Any ebooks you've downloaded are yours to keep.

Yes. Payments are handled by Polar, our merchant of record, which issues an invoice for every charge with the applicable VAT or sales tax for your country. It lands in your inbox right after payment — ready to expense or pass to your accountant.

Unlimited seats for one flat price. Everyone with an email address on your company domain gets full access automatically, and teams spread across domains can add named addresses instead — no per-seat billing, no invites to manage. Need custom onboarding, white-label, or an on-premise option? That's the Enterprise tier.

Our 100+ recipes cover React, Next.js, Vue, Python, Node.js, Go, Rust, and more. And the core of the system — context engineering, rules, MCP, review workflows — doesn't care what language you write. The recipes just make it concrete in yours.

Still have questions? Contact us

Run the whole lifecycle. Keep every gate.

Move from intent to production feedback with committed artifacts, verification evidence and current tool adapters for Claude Code, Cursor and Codex. Try it free for 7 days, or assess your workflow first.

30-Day Money-Back Guarantee

7-day free trial • Cancel anytime • 30-day money-back guarantee