Fullstack development toolkit with project scaffolding for Next.js, FastAPI, MERN, and Django stacks, code quality analysis with security and complexity scoring, and stack selection guidance. Use when the user asks to "scaffold a new project", "create a Next.js app", "set up FastAPI with React", "analyze code quality", "audit my codebase", "what stack should I use", "generate project boilerplate", or mentions fullstack development, project setup, or tech stack comparison.
94
88%
Does it follow best practices?
Impact
98%
1.58xAverage score across 6 eval scenarios
Passed
No known issues
New Project Scaffolding Workflow
Uses scaffolder script
0%
83%
Valid template name
0%
100%
Nextjs for SEO
70%
100%
Scaffold verification
50%
100%
Runs quality analyzer
0%
83%
Quality analyzer on project path
0%
100%
P0 issues reviewed
70%
100%
P0 addressed before proceeding
80%
100%
Analyzer flag usage
0%
100%
Dev environment setup
100%
100%
Codebase Security Audit Workflow
Uses analyzer script
0%
100%
Uses --verbose flag
0%
100%
Uses --json flag
0%
100%
Saves report with --output
0%
100%
Fixes P0 critical issues
100%
100%
P0 fixed immediately
100%
100%
Re-runs analyzer post-fix
0%
100%
Post-fix report saved
50%
100%
P0 count confirmed zero
80%
100%
P1/P2 tickets created
64%
78%
Tech Stack Selection and Project Bootstrap
Next.js for SEO
100%
100%
Separate backend for API
100%
100%
Python/FastAPI for backend
100%
100%
WebSocket for real-time
100%
100%
PostgreSQL for complex queries
100%
100%
Uses --list-templates
0%
100%
Uses scaffolder script
0%
100%
fastapi-react template chosen
0%
100%
Tradeoffs documented
100%
100%
React+Vite not for SEO site
100%
100%
MERN template and Docker Compose local dev setup
Uses scaffolder script
0%
75%
MERN template chosen
0%
100%
Valid template name syntax
0%
100%
Scaffold verification step
60%
100%
Scaffolded project exists
90%
100%
Quality check run
20%
100%
Quality analyzer on project path
50%
100%
P0 issues reviewed
25%
100%
Document-heavy rationale
90%
100%
Docker config present
100%
100%
SaaS stack recommendation and JWT auth pattern
Next.js frontend
100%
100%
Separate API backend
100%
100%
FastAPI or NestJS backend
62%
100%
PostgreSQL database
100%
100%
Redis caching layer
100%
100%
Queue service included
100%
100%
Access token 15 min expiry
100%
100%
Refresh token 7 day expiry
100%
100%
httpOnly cookie for refresh token
100%
100%
Token versioning for revocation
41%
100%
Custom JWT auth chosen
100%
100%
Trade-offs documented
100%
100%
Testing strategy, CI/CD pipeline, and conventional commits
Testing pyramid proportions
75%
100%
Unit test layer described
66%
100%
Integration test layer described
100%
100%
E2E test layer described
100%
100%
Conventional commits format
100%
100%
Trunk-based branching
100%
100%
Branch naming convention
66%
100%
CI PostgreSQL service
100%
100%
Prisma migrate deploy in CI
100%
100%
Deploy-preview on PR
100%
100%
Deploy-production on main
100%
100%
Squash merge strategy
100%
100%
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Table of Contents
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