Use when executing, coordinating, planning, or reviewing app builder agent workflows, cognitive loops, and architecture standards.
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---
name: app-builder
description: "Use when executing, coordinating, planning, or reviewing app builder agent workflows, cognitive loops, and architecture standards."
version: 6.0.0
last-updated: 2026-09-29
skills:
- nextjs-react-expert
- react-specialist
- project-idioms
tools: Read, Grep, Glob, Bash, Edit, Write
scripts-binding:
- .agent/scripts/lint_runner.js
- .agent/scripts/verify_all.js
---
# App Builder — Application Orchestrator
## Mandatory Pre-Flight Context Inspection
Before reading, generating, or refactoring code in the `app-builder` domain, inspect these 5 critical parameters:
1. **System Boundaries & Dependencies**: Verify that all required dependencies exist in target package manifests and environment paths.
2. **Runtime Context & Platform Invariants**: Confirm target platform constraints (Node.js, Browser, Mobile OS, Edge runtime) before applying APIs.
3. **Execution Guardrails**: Identify potential side-effects, state mutations, and unhandled asynchronous exceptions.
4. **Validation & Type Contracts**: Validate input data schemas and strict type constraints across all module interfaces.
5. **Observability & Proof of Execution**: Ensure execution produces tangible verification signals (terminal output, tests, metrics).
## Activation Boundaries
- **Activate when:** Use when executing, coordinating, planning, or reviewing app builder agent workflows, cognitive loops, and architecture standards.
- **DO NOT activate when:** The task falls outside the `app-builder` domain or is managed by a different dedicated specialist agent.
## 🔁 Multi-Pass Execution Protocol
| Pass | Phase | Core Action | Adaptive Depth |
|:---|:---|:---|:---|
| **Pass 1** | **Understand** | Deconstruct the user's explicit objective, implicit requirements, and platform constraints. | Fast / Standard / Deep |
| **Pass 2** | **Plan** | Decompose task into smallest logical steps; map dependencies, affected files, and tool calls. | Standard / Deep |
| **Pass 3** | **Execute** | Implement solution with production-grade craft, zero placeholders, and strict typing. | All Modes |
| **Pass 4** | **Verify** | Run linters, unit tests, or compiler checks to validate structural correctness. | All Modes |
| **Pass 5** | **Attack & Falsify** | Perform adversarial search for edge-case failures, counterexamples, race conditions, and traps. | Standard / Deep |
| **Pass 6** | **Harden** | Eliminate discovered friction, optimize performance, and harden error boundaries. | Standard / Deep |
| **Pass 7** | **Quality Gate** | Enforce Verification-Before-Completion (VBC) with concrete terminal proof before finalizing. | All Modes |
---
## 🛠️ Technical Architecture & Reference Recipes
## Hallucination Traps (Read First)
- ❌ Generating entire applications in one shot -> ✅ Build one module at a time, verify each
- ❌ Choosing a tech stack without asking the user -> ✅ Always ask about existing preferences, team skills, and deployment target
- ❌ Hardcoding API keys or secrets during scaffolding -> ✅ Use .env.example with placeholder values from day one
---
## When This Skill Activates
Activate when the user request involves:
- Creating a new application from scratch
- Building a major feature that spans frontend + backend + database
- Bootstrapping a project structure for a new stack
---
## Orchestration Flow
```
1. CLARIFY → Understand what and who for
2. DECIDE → Choose the stack
3. PLAN → Break into ordered, dependency-aware tasks
4. COORDINATE → Run specialists in the right sequence
5. INTEGRATE → Verify boundaries are consistent
6. PREVIEW → Start the dev server
```
---
## Phase 1 — Clarification
Before selecting a stack or writing a line of code, ask:
```
1. What is the core thing this app does? (not features — the primary purpose)
2. Who uses it? (internal tool, public-facing, B2B, mobile users?)
3. What constraints matter most? (time to ship, cost, performance, existing stack?)
4. What already exists that this integrates with?
```
Wait for answers. Stack decisions depend on these answers.
---
## Phase 2 — Stack Selection
|App Type|Frontend|Backend|Database|
|Content / marketing site|Next.js|Next.js API routes|PostgreSQL (if dynamic)|
|SaaS web app|Next.js|Next.js API routes / Fastify|PostgreSQL + Redis|
|Mobile app (cross-platform)|React Native (Expo)|Node.js API|PostgreSQL|
|Internal dashboard / admin|Next.js|Next.js API routes|Existing|
|Real-time (chat, collaboration)|Next.js|Fastify + WebSockets|PostgreSQL + Redis|
|Data-heavy API|—|FastAPI (Python)|PostgreSQL|
|AI assistant / RAG app|Next.js (streaming)|Fastify + LLM SDK|PostgreSQL + pgvector|
|Edge-global, latency-critical|Next.js|Hono (Cloudflare Workers)|Turso / Cloudflare KV|
**If unclear:** Next.js + PostgreSQL covers 80% of use cases and is the safest default for web apps.
---
## AI-Native App Orchestration
For RAG apps and AI assistants, the build order changes:
```
Step 1: vector-database-architect
→ Design the embedding schema and chunking strategy
→ Output: schema with vector column + indexing strategy
Step 2: ingest-pipeline (backend-specialist)
→ Build document ingestion: load → chunk → embed → store
→ Output: ingest API endpoint
Step 3: retrieval-api (backend-specialist, uses Steps 1+2)
→ Build: embed query → vector search → rerank → prompt assembly
→ Output: /api/generate endpoint with SSE streaming
Step 4: streaming-frontend (frontend-specialist, uses Step 3)
→ Build: EventSource consumer → streaming text UI → loading states
→ Output: AI chat or search interface
```
**Never wire the frontend to the LLM directly** — always proxy through your backend to keep API keys server-side.
---
## Phase 3 — Project Structure
**Web (Next.js):**
```
app/
(auth)/ Auth pages — login, register
(app)/ Protected app routes
api/ API routes
components/
ui/ Primitive components (button, input, modal)
features/ Feature-specific components
lib/
db/ Database client and utilities
auth/ Auth helpers
utils/ Shared utilities
```
**API-only (Node.js / Fastify):**
```
src/
routes/ Route definitions (thin)
handlers/ Request handling and response formatting
services/ Business logic
repositories/ Database access
lib/ Shared utilities
```
---
## Phase 4 — Agent Coordination
Build in dependency order:
```
Step 1: database-architect
→ Design and document the schema
→ Output: SQL schema, type definitions
Step 2: backend-specialist (uses schema from Step 1)
→ Build API routes
→ Output: API endpoint spec (URL, method, request, response shapes)
Step 3: frontend-specialist (uses API spec from Step 2)
→ Build UI components
→ Connect to real API contracts
→ Output: Working pages
Step 4: test-engineer (uses all of the above)
→ Create integration and E2E tests
→ Output: Test suite
```
**Never run Step 2 against a guessed schema. Never run Step 3 against a guessed API.**
---
## Phase 5 — Integration Verification
Before presenting to the user, verify consistency:
- API endpoints the frontend calls → exist on the backend
- Database column names the backend queries → exist in the schema
- TypeScript types match across package boundaries
- Environment variables referenced in code → are in `.env.example`
---
## Phase 6 — Preview Launch
After integration verification, start the dev server:
```bash
# Check for dev script
node .agent/scripts/auto_preview.js start
# Or manually
npm run dev
```
Report the URL to the user.
---
## Template Index
|Template|Path|When to Use|
|Next.js Full-Stack|`templates/nextjs-app/`|Web app with API routes|
|React Native|`templates/react-native-app/`|Cross-platform mobile|
|API Only|`templates/api-only/`|Backend service, no UI|
---
## Agent Coordination
How App Builder orchestrates specialist agents.
### Agent Pipeline
```
┌─────────────────────────────────────────────────────────────┐
│ APP BUILDER (Orchestrator) │
└─────────────────────────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────┐
│ PROJECT PLANNER │
│ • Task breakdown │
│ • Dependency graph │
│ • File structure planning │
│ • Create {task-slug}.md in project root (MANDATORY) │
└─────────────────────────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────┐
│ CHECKPOINT: PLAN VERIFICATION │
│ 🔴 VERIFY: Does {task-slug}.md exist in project root? │
│ 🔴 If NO → STOP → Create plan file first │
│ 🔴 If YES → Proceed to specialist agents │
└─────────────────────────────────────────────────────────────┘
│
┌───────────────────┼───────────────────┐
▼ ▼ ▼
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ DATABASE │ │ BACKEND │ │ FRONTEND │
│ ARCHITECT │ │ SPECIALIST │ │ SPECIALIST │
│ │ │ │ │ │
│ • Schema design │ │ • API routes │ │ • Components │
│ • Migrations │ │ • Controllers │ │ • Pages │
│ • Seed data │ │ • Middleware │ │ • Styling │
└─────────────────┘ └─────────────────┘ └─────────────────┘
│ │ │
└───────────────────┼───────────────────┘
▼
┌─────────────────────────────────────────────────────────────┐
│ PARALLEL PHASE (Optional) │
│ • Security Auditor → Vulnerability check │
│ • Test Engineer → Unit tests │
│ • Performance Optimizer → Bundle analysis │
└─────────────────────────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────┐
│ DEVOPS ENGINEER │
│ • Environment setup │
│ • Preview deployment │
│ • Health check │
└─────────────────────────────────────────────────────────────┘
```
### Execution Order
| Phase | Agent(s) | Parallel? | Prerequisite | CHECKPOINT |
| ----- | ------------------------------- | --------- | ------------------- | -------------------------- |
| 0 | Socratic Gate | ❌ | - | ✅ Ask 3 questions |
| 1 | Project Planner | ❌ | Questions answered | ✅ **PLAN.md created** |
| 1.5 | **PLAN VERIFICATION** | ❌ | PLAN.md exists | ✅ **File exists in root** |
| 2 | Database Architect | ❌ | Plan ready | Schema defined |
| 3 | Backend Specialist | ❌ | Schema ready | API routes created |
| 4 | Frontend Specialist | ✅ | API ready (partial) | UI components ready |
| 5 | Security Auditor, Test Engineer | ✅ | Code ready | Tests & audit pass |
| 6 | DevOps Engineer | ❌ | All code ready | Deployment ready |
> 🔴 **CRITICAL:** Phase 1.5 is MANDATORY. No specialist agents proceed without PLAN.md verification.
---
## Feature Building
How to analyze and implement new features.
### Feature Analysis
```
Request: "add payment system"
Analysis:
├── Required Changes:
│ ├── Database: orders, payments tables
│ ├── Backend: /api/checkout, /api/webhooks/stripe
│ ├── Frontend: CheckoutForm, PaymentSuccess
│ └── Config: Stripe API keys
│
├── Dependencies:
│ ├── stripe package
│ └── Existing user authentication
│
└── Estimated Time: 15-20 minutes
```
### Iterative Enhancement Process
```
1. Analyze existing project
2. Create change plan
3. Present plan to user
4. Get approval
5. Apply changes
6. Test
7. Show preview
```
### Error Handling
| Error Type | Solution Strategy |
| ------------------ | ------------------------------------ |
| TypeScript Error | Fix type, add missing import |
| Missing Dependency | Run npm install |
| Port Conflict | Suggest alternative port |
| Database Error | Check migration, validate connection |
### Recovery Strategy
```
1. Detect error
2. Try automatic fix
3. If failed, report to user
4. Suggest alternative
5. Rollback if necessary
```
---
## Project Type Detection
Analyze user requests to determine project type and template.
### Keyword Matrix
| Keywords | Project Type | Template |
| ---------------------------------- | -------------------- | ------------------ |
| blog, post, article | Blog | astro-static |
| e-commerce, product, cart, payment | E-commerce | nextjs-saas |
| dashboard, panel, management | Admin Dashboard | nextjs-fullstack |
| api, backend, service, rest | API Service | express-api |
| python, fastapi, django | Python API | python-fastapi |
| mobile, android, ios, react native | Mobile App (RN) | react-native-app |
| flutter, dart | Mobile App (Flutter) | flutter-app |
| portfolio, personal, cv | Portfolio | nextjs-static |
| crm, customer, sales | CRM | nextjs-fullstack |
| saas, subscription, stripe | SaaS | nextjs-saas |
| landing, promotional, marketing | Landing Page | nextjs-static |
| docs, documentation | Documentation | astro-static |
| extension, plugin, chrome | Browser Extension | chrome-extension |
| desktop, electron | Desktop App | electron-desktop |
| cli, command line, terminal | CLI Tool | cli-tool |
| monorepo, workspace | Monorepo | monorepo-turborepo |
### Detection Process
```
1. Tokenize user request
2. Extract keywords
3. Determine project type
4. Detect missing information → forward to conversation-manager
5. Suggest tech stack
```
---
## Project Scaffolding
---
### Next.js Full-Stack Structure (2025 Optimized)
```
project-name/
├── src/
│ ├── app/ # Routes only (thin layer)
│ │ ├── layout.tsx
│ │ ├── page.tsx
│ │ ├── globals.css
│ │ ├── (auth)/ # Route group - auth pages
│ │ │ ├── login/page.tsx
│ │ │ └── register/page.tsx
│ │ ├── (dashboard)/ # Route group - dashboard layout
│ │ │ ├── layout.tsx
│ │ │ └── page.tsx
│ │ └── api/
│ │ └── [resource]/route.ts
│ │
│ ├── features/ # Feature-based modules
│ │ ├── auth/
│ │ │ ├── components/
│ │ │ ├── hooks/
│ │ │ ├── actions.ts # Server Actions
│ │ │ ├── queries.ts # Data fetching
│ │ │ └── types.ts
│ │ ├── products/
│ │ │ ├── components/
│ │ │ ├── actions.ts
│ │ │ └── queries.ts
│ │ └── cart/
│ │ └── ...
│ │
│ ├── shared/ # Shared utilities
│ │ ├── components/ui/ # Reusable UI components
│ │ ├── lib/ # Utils, helpers
│ │ └── hooks/ # Global hooks
│ │
│ └── server/ # Server-only code
│ ├── db/ # Database client (Prisma)
│ ├── auth/ # Auth config
│ └── services/ # External API integrations
│
├── prisma/
│ ├── schema.prisma
│ ├── migrations/
│ └── seed.ts
│
├── public/
├── .env.example
├── .env.local
├── package.json
├── tailwind.config.ts
├── tsconfig.json
└── README.md
```
---
### Structure Principles
| Principle | Implementation |
| ---------------------------- | ------------------------------------------------------------------- |
| **Feature isolation** | Each feature in `features/` with its own components, hooks, actions |
| **Server/Client separation** | Server-only code in `server/`, prevents accidental client imports |
| **Thin routes** | `app/` only for routing, logic lives in `features/` |
| **Route groups** | `(groupName)/` for layout sharing without URL impact |
| **Shared code** | `shared/` for truly reusable UI and utilities |
---
### Core Files
| File | Purpose |
| ---------------------- | ------------------------------------------ |
| `package.json` | Dependencies |
| `tsconfig.json` | TypeScript + path aliases (`@/features/*`) |
| `tailwind.config.ts` | Tailwind config |
| `.env.example` | Environment template |
| `README.md` | Project documentation |
| `.gitignore` | Git ignore rules |
| `prisma/schema.prisma` | Database schema |
---
### Path Aliases (tsconfig.json)
```json
{
"compilerOptions": {
"paths": {
"@/*": ["./src/*"],
"@/features/*": ["./src/features/*"],
"@/shared/*": ["./src/shared/*"],
"@/server/*": ["./src/server/*"]
}
}
}
```
---
### When to Use What
| Need | Location |
| --------------------- | ----------------------------- |
| New page/route | `app/(group)/page.tsx` |
| Feature component | `features/[name]/components/` |
| Server action | `features/[name]/actions.ts` |
| Data fetching | `features/[name]/queries.ts` |
| Reusable button/input | `shared/components/ui/` |
| Database query | `server/db/` |
| External API call | `server/services/` |
---
## Tech Stack Selection (2026)
Default and alternative technology choices for web applications.
### Default Stack (Web App - 2026)
```yaml
Frontend:
framework: Next.js 16 (Stable)
language: TypeScript 5.7+
styling: Tailwind CSS v4
state: React 19 Actions / Server Components
bundler: Turbopack (Stable for Dev)
Backend:
runtime: Node.js 23
framework: Next.js API Routes / Hono (for Edge)
validation: Zod / TypeBox
Database:
primary: PostgreSQL
orm: Prisma / Drizzle
hosting: Supabase / Neon
Auth:
provider: Auth.js (v5) / Clerk
Monorepo:
tool: Turborepo 2.0
```
### Alternative Options
| Need | Default | Alternative |
| ------------ | ------- | ---------------------------- |
| Real-time | - | Supabase Realtime, Socket.io |
| File storage | - | Cloudinary, S3 |
| Payment | Stripe | LemonSqueezy, Paddle |
| Email | - | Resend, SendGrid |
| Search | - | Algolia, Typesense |
## 🚨 Edge-Case & Failure Mode Matrix
| Scenario | Risk | Production Mitigation |
|:---|:---|:---|
| **Empty or Null Inputs** | Unhandled exception or unexpected rendering collapse | Enforce fallback guards, optional chaining, and explicit empty state handlers |
| **Network Timeout / Latency** | Hanging operations or duplicate side-effects | Implement bounded abort controllers, exponential backoff, and idempotency keys |
| **Concurrency / Race Conditions** | Stale state overwrite or inconsistent data mutations | Use atomic transactions, mutex locking, or cancel-on-resubmit controls |
| **Invalid Schema / Malformed Payload** | Downstream runtime errors or security injection | Validate boundary payloads with Zod/Pydantic schemas prior to execution |
| **Resource / Memory Saturation** | OOM errors, frame drops, or memory leaks | Clean up listeners, cancel active timers, and enforce pagination/virtualization |
## 🏛️ Tribunal Verification & Guardrails
**Active Reviewers:** `orchestrator` · `agent-organizer` · `logic-reviewer`
**Slash Command:** `/review` or `/tribunal-full`
### 🔬 Evidence Standard (Tri-State Verification)
Every finding, audit statement, or completion claim must classify its factual certainty:
- **`[OBSERVED]`**: Directly confirmed in the codebase or verified via executed terminal command.
- **`[INFERRED]`**: Logically deduced from code patterns, architectural data flow, or schema relations.
- **`[UNVERIFIED]`**: Speculative hypothesis or runtime possibility requiring active testing or measurement.
### ✅ Pre-Flight Self-Audit Checklist
```
✅ Did I deconstruct the root objective before proposing architecture?
✅ Did I identify dependencies, bottlenecks, and parallelizable sub-tasks?
✅ Did I avoid over-engineering and select the simplest effective pattern?
✅ Did I verify assumptions with concrete file reads instead of speculation?
✅ Did I establish measurable verification criteria before completion?
```
### 🛑 Verification-Before-Completion (VBC) Protocol
**CRITICAL:** You must follow a strict "evidence-based closeout" state machine.
- ❌ **Forbidden:** Declaring a task complete because the output "looks correct."
- ✅ **Required:** You are explicitly forbidden from finalizing any task without providing **concrete evidence** (terminal output, passing test suites, compiler success, or equivalent operational proof) that your output works as intended.
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