Show HN: Open-Source tool for automatic MCP API on top of your database for LLMs (opens in new tab)

We’re building an open-source tool that makes it easy to expose secure, LLM-optimized APIs on top of your structured data—without manually designing endpoints or worrying about compliance.

AI agents and LLM-powered applications need structured access to data, but traditional APIs and databases weren’t built with AI workloads in mind. Our tool automatically generates APIs that:

- Filter out PII & sensitive data to comply with GDPR, CPRA, SOC 2, and other regulations.

- Provide traceability & auditing, so AI apps aren’t black boxes, and security teams stay in control.

- Optimize for AI workloads, supporting Model Context Protocol (MCP) and REST endpoints with extra metadata to help AI agents understand APIs, plus built-in caching, auth, security.

Would love to get your thoughts and feedback! Happy to answer any questions.