ochakai

Introduction

Context provider for data agents (MCP + REST + CLI): metrics, golden queries, and interpretation knowledge. Google Cloud native (Cloud Run + Cloud SQL), secret-zero.

Taken from the repository README

README

Loading the full README. The saved excerpt is shown below.

ochakai is a context provider for data agents. Semantic layers tell you that revenue = SUM(price) — they don't tell you whether 100 is good or bad. ochakai keeps that missing half in one knowledge base: metric definitions, verified golden queries, interpretation knowledge (how to read a metric), glossary terms, and table catalog entries — curated by humans and agents together, and served to Claude Code and every other data agent over MCP, REST, a CLI, and a bundled web UI. More at ochak.ai. One Go binary and Postgres — Docker and nothing else locally, Cloud Run and Cloud SQL when it is real.