I’ve started working on a new project that I’d like to share, easy-cass-mcp, an MCP (Model Context Protocol) server specifically designed to assist Apache Cassandra operators.
After spending over a decade optimizing Cassandra clusters in production environments, I’ve seen teams consistently struggle with how to interpret system metrics, configuration settings, schema design, and system configuration, and most importantly, how to understand how they all impact each other. While many teams have solid monitoring through JMX-based collectors, extracting and contextualizing specific operational metrics for troubleshooting or optimization can still be cumbersome. The good news is that we now have the infrastructure to make all this operational knowledge accessible through conversational AI.
The other reason is the eight blog posts I’ve got in the draft folder. One of the reasons why there are so many is the way I write. If the post is programming related, I usually start with the post, then start coding, pull snippets out, learn more, rework the post, then rework snippets. It’s an annoying, manual process. The posts sitting in my draft folder have incomplete code, and reworking the code is a tedious process that I get annoyed with, leading to abandoned posts.
Kotlin 1.3 was released recently. There’s a number of interesting changes. Coroutines have graduated from experimental, contracts, and inline classes have been useful in my own work so far. You can read about the changes on the Kotlin website
There’s another feature I find very useful: the new Result type.
I first used the Result Monad in Rust. I don’t write much Rust anymore, but I definitely appreciate the patterns that came from functional programming. With the Result type in Kotlin I can continue to use this to my advantage.
In this I’ll discuss a uncommonly used but useful technique of accessing variables and methods which have been declared as private in the JVM, using the Apache Commons Lang library to work around the restriction. The description from the project page reads:
The standard Java libraries fail to provide enough methods for manipulation of its core classes. Apache Commons Lang provides these extra methods.
A couple weeks ago I was working on a project that required parsing some CQL statements. There isn’t a standard parser separate from the Cassandra project at the moment, so I decided to pull in the entirety of cassandra-all from maven central. The parser in Cassandra isn’t really designed to be used as a library. In particular, the org.apache.cassandra.cql3.QueryProcessor has a parseStatement(String) call, but the ParsedStatement that’s returned doesn’t expose any of the private variables via getters. I felt particularly determined for some reason, so I decided to investigate a workaround.
Edit: The source code for this post is located on GitHub
Sometimes when I travel I end up trying to learn something completely new. For a while I was playing with Rust, Capn Proto, Scala, or I’d start a throwaway project at an airport and just tinker.
My passion is and has always been databases. I’ve maintained this blog for roughly a decade, starting with MySQL for the first part of my career but moving to Apache Cassandra several years ago, and am now a committer and member of the PMC.