⚡ Key Features

  • ES|QL Spike Detection: Automatically detect error spikes in application logs using Elasticsearch Query Language
  • Citation-Gated Actions: Enforce evidence-based automation - requires ≥2 citations before writing to prevent hallucinations
  • Intelligent Triage: Auto-classify tickets with semantic understanding using BM25 text search and kNN vector similarity
  • Deduplication: Prevent duplicate tickets using vector similarity scoring (threshold: 0.95) across ticket embeddings
  • Hybrid Search: Combine BM25 keyword matching and kNN vector search for best retrieval results
  • Resolution Retrieval: Match problems to proven solutions from knowledge base and historical resolutions
  • MCP Server Integration: Model Context Protocol endpoint for Elastic Agent Builder with JSON-RPC 2.0
  • Complete Audit Trail: Full workflow observability with ops-runs timeline and confidence scores