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Content - VibeLab Research & Guides

Research and content specifications for VibeLab features.

AI Tool Blueprints

Coding Tools

Tool Key Features
Vibecode Vibe PMing (README first), modular loops
Cursor .cursorrules, @Codebase, Composer (Cmd+I)

Image Tools

Tool Key Features
Midjourney --sref, --cref, --style raw, --v 6.1
Flux.1 Perfect text rendering, layered prompts

Video Tools

Tool Key Features
Kling FORMS formula, Motion Brush, Elements
Luma Dream Machine Keyframe interpolation, loop prompts

3D Tools

Tool Key Features
Meshy Image-to-3D, AI Healing, FBX export
Skybox AI 360° environments, depth maps

Audio Tools

Tool Key Features
ElevenLabs [Audio tags], Speech-to-Speech

Token Cost Data (Jan 2025)

Provider Input/1M Output/1M
GPT-4o $2.50 $10.00
GPT-4o Mini $0.15 $0.60
Claude 3.5 Sonnet $3.00 $15.00
Claude 3 Haiku $0.25 $1.25
Gemini 1.5 Pro $1.25 $5.00
Gemini 1.5 Flash $0.075 $0.30
DeepSeek V3 $0.27 $1.10

Prompt Optimization Patterns

Filler Words to Remove

  • please, kindly, basically, actually
  • just, really, very, quite, literally

Verbose → Concise

Before After
"in order to" "to"
"due to the fact that" "because"
"at this point in time" "now"
"I would like you to" (remove)
"Can you please" (remove)

Security Scanner Patterns

Pattern Categories

Category Examples
Secrets API keys, tokens, passwords
Crypto Weak algorithms, hardcoded keys
Injection SQL, XSS, command injection
Auth Missing validation, weak session
Config Debug mode, CORS misconfig

External APIs

API Coverage
OSV Open source vulnerabilities
deps.dev Dependency metadata
GitHub Advisory Security advisories

Coding Skills Content

Pre-built Skills

  1. Next.js App Router - Server Components, App Router
  2. React Best Practices - Hooks, composition
  3. TypeScript Strict Mode - Type-safe patterns
  4. Tailwind CSS Patterns - Utility organization
  5. REST API Design - Endpoints, error handling
  6. Git Commit Convention - Conventional commits

Export Formats

Agent File
Cursor .cursorrules
Claude Code CLAUDE.md
Antigravity .agent/workflows/
Windsurf .windsurfrules
Cline .clinerules

Marketing Strategy Templates

Template Target
SaaS Launch PLG, freemium, B2B
Creator Economy Audience, monetization
E-commerce D2C, subscriptions
Agency Model Client acquisition
Developer Tools DevRel, open source