Golang

Every few months I find myself stuck on the same kind of question: what exactly is hitting my service? A reverse proxy is mangling a header, a Kubernetes ingress is rewriting a path, a webhook provider is sending a body in some shape I didn’t expect. The fastest way to answer is to point the traffic at something that will tell me, in painful detail, what arrived.

That’s why I wrote http-echo: a tiny Go server that responds to any HTTP request by dumping a structured, human-readable report of everything it saw.

Every time I needed to inspect a JWT, I ended up doing the same thing: paste it into a website I half-trust, squint at the payload, then close the tab feeling vaguely guilty. I wanted a local tool, scriptable, that could both decode tokens and mint them for testing. So I wrote jwt-cli.

A surprising amount of debugging boils down to “let me check the database.” Schema lookups, sample row counts, “is this index actually being used,” EXPLAIN plans. None of that is hard to do in psql, but pulling Claude Code into the loop means copy-pasting schemas and query results back and forth, which gets old.

postgresql-mcp is an MCP server that gives Claude Code direct, read-only access to PostgreSQL. Claude does the inspection, you keep the conversation flowing.

I maintain a Go library for the Perplexity API (perplexity-go). Once it existed, it was almost a sin not to wrap it in a CLI. So pplx is what I reach for when I want a cited, web-aware answer from the shell — and now also a Model Context Protocol server I plug into Claude Code.

There’s a category of bash one-liners I keep rewriting: “run this thing, and if it fails, try again a few times with a delay.” curl against a service that’s still booting. A kubectl rollout status that flickers. A flaky integration test. A docker pull from a registry having a bad five seconds.

You can write the loop yourself in five lines of bash. I’ve done it hundreds of times. But I always forget the exit code handling, the sleep arithmetic, the cap on retries. So I wrote retry — a single binary that does exactly this, with proper exponential backoff if you want it.