Log-to-Action — Autonomous SRE Agent

Google Cloud Agent Builder Gemini 2.5 Pro Elastic MCP Cloud Run

Autonomous multi-agent system that detects Kubernetes outages, retrieves runbooks via semantic search on Elastic, reasons over the root cause with Gemini, and executes remediations — all without human intervention.

Pipeline

Alert JSON → [Detect] → [Diagnose via Elastic MCP] → [Act] → [Report]

Action Endpoints

See the live API: /docs

• POST /restart_service — rolling restart of a K8s deployment
• POST /scale_up — scale deployment to N replicas
• POST /increase_memory_limit — raise container memory limit
• GET /healthz — health check

Source Code

github.com/ahmetakyurt/log-to-action-agent