The Synthetic Context Generator

Generate tailored context windows with relevant code patterns, pitfalls, StackOverflow solutions, and local project context for AI coding tasks.

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

# 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

# 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..."