Building an MCP Server for Your Kafka Cluster

A step‑by‑step guide to using FastMCP and the MCP protocol to expose Kafka operations (topic management, produce/consume, troubleshooting) as LLM‑accessible tools.

June 7, 2025 · 4 min · 741 words · Joel Hanson

Supercharging Your AI: Setting Up RAG with PostgreSQL and pgvector

Learn how to implement a powerful Retrieval-Augmented Generation (RAG) system using PostgreSQL and pgvector. This comprehensive guide covers everything from setting up a custom PostgreSQL Docker image to creating a fully functional RAG query system with vector embeddings and language model inference.

September 30, 2024 · 4 min · 761 words · Joel Hanson