Connects Claude to your Graylog instance so you can search logs, filter by specific streams, and query by timestamp ranges without leaving your conversation. You'd reach for this when debugging production issues or investigating errors and want to ask questions about your logs in natural language instead of building Graylog queries by hand. The implementation wraps Graylog's search API to let Claude pull relevant log entries based on time windows and stream filters. Useful if you're already running Graylog for centralized logging and want faster access to your data during incident response or troubleshooting sessions.