I've been developing some software to parse logs, extract information, and automatically detect various issues. I've tested it on 4.6k logs, and it is able to detect issues in 52.2% of the logs such as a JVM argument not being supported, out of memory errors, the wrong Java version being used, missing libraries etc. I've made it available as a web app that performs the analysis on device using WASM.

The library to analyze logs is available on GitHub under the MPL-2.