https://blog.margrop.net/en/tag/elasticsearch/ Recent content in Elasticsearch on Margrop Blog Hugo en-US Sat, 11 Jul 2026 03:30:00 +0800 https://blog.margrop.net/en/post/elk-ai-agent-hands-on/ Sat, 11 Jul 2026 03:30:00 +0800 https://blog.margrop.net/en/post/elk-ai-agent-hands-on/ <p><img src="https://blog.margrop.net/post-images/elk-ai-agent-hands-on/00-cover-ai-generated.png" alt="ELK connected to an AI Agent"></p> <p>The traditional incident-response ritual is familiar: open Kibana, choose a time range, write a query, scan pages of logs, copy a few stack traces, and manually assemble a theory. Once several services are involved, the job feels like finding one screw in a warehouse with no clerk.</p> <p>A better design keeps ELK responsible for dependable ingestion, normalization, search, and visualization, then adds an MCP bridge that lets an AI Agent retrieve evidence through tools. Instead of pasting a giant log file into a chat window, you can ask:</p>