Synthetic Context Generator (SCG)#

Generate optimized context windows for AI coding tasks.

Description#

SCG takes a goal/task as input and returns a curated context window containing exactly what's needed:

• Relevant code patterns from knowledge base
• Common pitfalls and anti-patterns
• StackOverflow solutions
• Local project context

Usage#

bash

# Generate context for a task
scg "write secure authentication middleware"

# Skip web search
scg "create React component" --no-web

# Custom token limit
scg "optimize database query" --max-tokens 2000

# Index a local project
scg index ./my-project

# Learn from a codebase
scg learn ./src

Options#

• --context - Include local project context (default: true)
• --max-tokens - Maximum tokens in output (default: 4000)
• --no-web - Skip StackOverflow search
• --verbose - Show debug info

Examples#

bash

# Security-focused
scg "secure SQL query"
# → SQL injection patterns, parameterized queries, secrets handling

# React development
scg "create React component with hooks"
# → Custom hooks, useEffect best practices, testing patterns

# API development
scg "build REST API with Express"
# → Rate limiting, Helmet, JWT, error handling

Triggers#

• "get context for..."
• "best practices for..."
• "how to write..."
• "implement..."
• "create..."