Tools

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.

The AWS console is great until you want to give someone a read-only link to a single bucket. Then it’s terrible: you have to mint an IAM user or a federated role, walk them through the console, scope it down, deal with their MFA, and so on. All they wanted was to browse a folder.

s3xplorer started as a weekend POC to play with the AWS Go SDK v2 and the minio client, and turned into the tool I now use to expose a bucket to humans without giving them AWS credentials.