MCP server that diagnoses Apache Spark job failures and optimizes performance using stack-trace analysis and LLM providers, supporting EMR and local sources.
MCP server for profiling Java applications via JDK utilities (jcmd, jfr, jps). Enables AI assistants to diagnose performance, analyze threads, and inspect JFR recordings without manual CLI usage.
Hybrid TypeScript/Java MCP server for analyzing JVM Flight Recorder files, enabling AI agents to diagnose exceptions, slow SQL, network latency, and performance bottlenecks.