Speakmanai

This is a multi-agent AI workflow that cranks out Solution Architecture Documents without you having to write them manually. The server orchestrates multiple AI agents through a pipeline to produce professional architecture documentation, which is handy when you need consistent, structured design docs for technical proposals or system designs. The source details are minimal, but it runs over streamable-http transport and has a web presence at speakman.ai/mcp. You'd reach for this when you're tired of templating architecture docs yourself and want an AI assembly line to handle the boilerplate, formatting, and structure while you focus on the actual system decisions.