Contenox Teams — MCP Server & Document SaaS

TL;DR

Multi-tenant SaaS platform extending the Contenox runtime with document storage, vector search (RAG), and Model Context Protocol access.

The Problem

Teams need a centralized, secure repository to index internal documents and query them from diverse local or cloud-based AI agents without rebuilding RAG pipelines for each agent.

The Implementation

Designed a multi-tenant RAG service with document parsing and embeddings. Built the SaaS management layer, including RBAC, member invitation flows, audit logs, and Stripe billing integration.

The Stack

Go (RAG + MCP), Next.js, Postgres (pgvector), Stripe, GCP, Terraform, k3s.

The Outcome

Delivered a production-ready SaaS control plane that indexes document collections and exposes them via MCP to external agents with sub-200ms vector search latency.