southwind-ai

Integrate the soup-ai Python library (a provider-agnostic Agent Skills router for LLMs) into the user's existing codebase. Scans the repository for where LLM prompts/messages are built, drafts a concrete integration plan, then implements it by splitting monolithic prompts into Soup skills and wiring soup.prepare() into the call site(s). Use when the user asks to integrate, add, wire up, or set up Soup / soup-ai / soup-router in their project, or wants to stop shipping one giant system prompt on every LLM call.

Guide for building products and integrations on top of Southwind Whispers — an AI-powered analytics and report generation platform. Covers domain concepts (data origins, data sources, reports, agents), API key authentication, and end-to-end developer workflows. Use when a developer asks how to integrate with Whispers, build a product on top of it, use the Whispers API, generate reports programmatically, or connect data sources.