The open-source memory and observability layer for AI agents — persistent memory, loop detection, hash-chained audit trails, and a live dashboard, automatic on pip install.

Your ultimate Go microservices framework for the cloud-native era.

SkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits, validation-gated updates, and deployable best_skill.md artifacts.

The full-stack TypeScript framework to build, test, and deploy production-ready MCP servers and AI-native apps.

Rails Engine with MCP compliant Spec.