Deterministic scaffolding + governance

They give you a prototype.
We give you a governed codebase.

Stackbilder generates production-ready projects with security threat analysis, architectural decision records, and test plans — automatically. In ~20ms. No LLM required.

stackbilder >
~20msscaffold generation
0inference cost (Phase 1)
100%deterministic output

What ships with your code

Every scaffold includes governance. Automatically.

.ai/ governance output
threat-model.md
## STRIDE Analysis
T-001: Spoofing — JWT validation bypass via alg:none
T-002: Tampering — D1 SQL injection in query builder
Severity: HIGH | Mitigation: parameterized queries...
adr-001-auth-strategy.md
## Decision
Use cookie-based sessions over stateless JWTs.
Context: Edge runtime + D1 session store available...
test-plan.md
## Integration Tests
test_auth_flow: login → session → protected route
test_billing: checkout → webhook → tier upgrade
Coverage target: 85% | Framework: vitest...

Security threat analysis

STRIDE-based threat modeling for your specific architecture. Identifies injection vectors, auth weaknesses, and data exposure risks before you write a line of code.

Architectural decision records

Every non-obvious choice documented with context, alternatives considered, and consequences. Your future self (and your team) will thank you.

Test plans

Integration and unit test specifications derived from your architecture. Coverage targets, frameworks, and specific scenarios — ready to implement.

Architectural constraints

Machine-readable guardrails that prevent drift. When you use Phase 2 LLM polish, these constraints guide generation — the AI works within your architecture, not around it.

Two-phase architecture

Deterministic skeleton. Optional LLM polish.

1 Deterministic skeleton

TarotScript engine

~20ms. Zero inference cost. Your intention maps to a deterministic deck of architectural cards that produce project structure, config files, and the full .ai/ governance suite.

Free tier same input = same output zero cost
2 LLM polish

Cerebras fast inference

Takes the Phase 1 skeleton and generates idiomatic, production-grade code. The key difference: the LLM works within the governance constraints from Phase 1. Guided generation, not blind generation.

Pro tier constraint-guided fast inference

Why Stackbilder

The only empty quadrant on the map.

Deterministic generation + full governance output. Nobody else does both.

vs. AI builders

Bolt, Lovable, and v0 generate prototypes that break in production. No threat analysis. No ADRs. No test plans. Just code and hope.

"They give you a prototype. We give you architecture."

vs. Traditional scaffolders

Yeoman, Cookiecutter, and create-* CLIs generate file structure. Stackbilder generates file structure, governance, security analysis, and architectural documentation.

"Cookiecutter generates files. Stackbilder generates architecture."

vs. Backstage

Backstage needs a platform team to run — $22/dev/month managed, or 2-3 engineers to self-host. Stackbilder delivers the same governance output with zero operational overhead.

"Backstage needs a platform team. Stackbilder IS the platform team."

Platform support

Cloudflare Workers today. Your stack tomorrow.

Available now

Cloudflare Workers

D1 + KV + R2 + DO

Roadmap

Vercel / Next.js

App Router + Edge Runtime

Coming soon
Roadmap

AWS Lambda

API Gateway + DynamoDB

Coming soon
Roadmap

Supabase Edge

Edge Functions + Postgres

Coming soon
Roadmap

Deno Deploy

Fresh + KV

Coming soon

Platform tools

One dashboard. All your edge tooling.

Stackbilder

Describe your app in plain language. Get a governed, production-ready codebase with security analysis, ADRs, and test plans. Phase 1 is deterministic and free. Phase 2 adds LLM polish.

img-forge

Multi-provider AI image generation across 5 quality tiers — from fast SDXL drafts to Gemini 3.1 ultra+. Included in your plan, no per-image costs.

Pricing

No credits. No tokens. No surprises.

Flat pricing. You know what you're paying before you start.

Free

Get started, no strings

$0
  • 3 scaffolds / month
  • 5 images / month
  • Phase 1 deterministic output
  • Full governance suite
  • Cloudflare Workers
Get started

Pro

For builders shipping real products

$29/mo
  • 50 scaffolds / month
  • 100 images / month
  • Phase 1 + Phase 2 LLM polish
  • All quality tiers
  • All supported stacks
  • Priority support
Go Pro

Team

Shared governance, pooled resources

$19/seat/mo
  • 50 scaffolds / seat / month
  • Pooled image quota
  • Phase 1 + Phase 2 LLM polish
  • Shared governance policies
  • Dedicated support
Contact us

Every plan includes full governance output. Security threat analysis, ADRs, and test plans ship with every scaffold.

Ready to ship governed code?

Start free. No credit card. No tokens to buy.