observability-llm-obs

Answer questions about LLM and agentic-application behavior from data already ingested into Elastic: latency and error rate, token and cost utilization, response quality and guardrail events, and agentic call-chain orchestration. Use when the user asks about LLM monitoring, GenAI observability, token spend or AI cost, model latency, prompt or guardrail failures, or how an agent's tool-call chain executed.

Version

0.3.1

Compatibility

Requires the `elastic` CLI (>= 0.2) with `es` and `kb` support, and an Elasticsearch deployment holding LLM telemetry from APM/OTLP traces or an Elastic LLM integration. Base floor is Elasticsearch 8.11+ or Serverless. The time-series path for integration metrics needs `TS` (Stack GA 9.4) and `TRANGE` (Stack GA 9.3); both are GA on Serverless. Below Stack 9.4 fall back to `FROM` with `BUCKET`. SLO and alerting lookups require Kibana. No Kibana UI is required.