Agata Stack runs a local HTTP server on port 19877. Tail live logs over SSE, manage services, and hit a self-describing OpenAPI spec — all from a shell script, a CI job, or an AI tool.
One error line repeating 400 times looks like noise. But it is a pattern — and the right rule can catch it in the first 5 lines, fire once, and stay quiet after that. Here is how log fingerprinting works in Agata Stack.
Most dev tools only show logs for processes they launched. Agata Stack can attach to any user process running on your Mac — by PID — and stream its output in real time, no restart required.
A single screenshot with an exposed API key can compromise a production system. Here is how on-device OCR pattern-matching catches secrets automatically before the file is ever saved.