Focused AI tools, built by Ubermorgen
AI tools built to do one thing well
Open source infrastructure, fine-tuned local models, and on-device AI. Each product solves a specific problem — not everything at once.
$ openapi-mcp ./petstore.yaml
→ parsed 14 operations
→ auth: bearer · safety: on
✓ MCP server live on :8080
Purpose-built AI, not a do-everything platform.
Each tool is sharp at one job — designed to work on its own, or together inside your stack.
openapi-mcp
Turn any OpenAPI 3.x API into an MCP tool server in seconds. Agent-optimised output, built-in auth handling, and safety confirmations for destructive operations.
Learn more →Focused AI Models
Custom fine-tuned LLMs trained on your domain's workflows, deployed inside your infrastructure. From a compact model on a laptop to a 70B on company servers — fine-tuned beats general every time.
Learn more →WakeWordLab
On-device wake word detection built for constrained hardware. 15× smaller model footprint than alternatives, 15–30% better recall, runs at 15% CPU on a Raspberry Pi 3.
Learn more →Smaller wake-word model footprint than alternatives
Fine-tuned models, deployed on your own servers
Any spec → an MCP tool server in seconds