Enhancement Pipeline

The enhancement pipeline transforms raw OpenAPI specifications into AI-optimized MCP servers using LLM-powered documentation enhancement.

Pipeline Stages

1. Analysis: Parse OpenAPI specification and identify enhancement opportunities
2. LLM Enhancement: Generate contextual, AI-friendly descriptions
3. Overlay Generation: Create standards-compliant OpenAPI overlay
4. Application: Apply enhancements non-destructively to original specification

Key Features

• OpenAI-compatible descriptions (<300 characters)
• "Use when:" context patterns
• Plain text formatting (no markdown)
• Smart parameter inference for missing schemas

For detailed technical implementation, see ADR-001: Architecture Overview.