Kagent (Solo.io)

Activities: Y/M	Diagnostics: Y/H	Provisioning: Y/M
Event ontology: P/M	Observability: Y/H	Confidence: High

Build style / interface — Kubernetes-native AI agent framework that orchestrates tools via an open Agent Gateway and MCP servers, with CRDs and the Gateway API.
What it actually does — Orchestrates Prometheus, Grafana, Helm, Argo and other tools for cluster diagnostics, root cause analysis and safe changes. Collects agent and LLM traces along with Kubernetes and Prometheus data.
Data / telemetry — Collects agent and LLM traces plus Kubernetes and Prometheus telemetry for diagnostics and analysis.
Interoperability — Interfaces via MCP servers, custom resource definitions (CRDs) and the Gateway API; integrates with open-source and enterprise Kubernetes clusters and popular observability tools.
Deployment model — Runs inside Kubernetes clusters; the open Agent Gateway is donated to the Linux Foundation with enterprise support available.
Notes — Strong Kubernetes workflows, deep observability integrations and policy hooks; brings extensibility via CRDs and a pluggable gateway.

UKM Snapshots: ingest medium-high, index medium-high, retrieval medium-high, governance medium-high, overall medium-high
Note: Coverage — Ingest medium-high; Index medium-high; Retrieval medium-high; Governance medium-high; Overall medium-high

UAM Snapshots:
ingest medium-high, index medium-high, retrieval medium-high, governance medium-high, overall medium-high
Note: Coverage — Ingest medium-high; Index medium-high; Retrieval medium-high; Governance medium-high; Overall medium-high

UDM Snapshots:
ingest high, index high, retrieval high, governance high, overall high
Note: Coverage — Ingest high; Index high; Retrieval high; Governance high; Overall high

UOM Snapshots:
ingest high, index high, retrieval high, governance high, overall high
Note: Instrumentation & Ingest: Y/M; Kagent hooks into a Kubernetes cluster’s observability endpoints; Normalization & Enrichment: Y/M; Data coming from Kubernetes already carries labels (namespace, pod name, etc

UEOM Snapshots:
ingest medium, index medium, retrieval medium, governance medium, overall medium
Note: Coverage — Ingest medium; Index medium; Retrieval medium; Governance medium; Overall medium

UPM Snapshots:
ingest medium-high, index medium-high, retrieval medium-high, governance medium-high, overall medium-high
Note: Coverage — Ingest medium-high; Index medium-high; Retrieval medium-high; Governance medium-high; Overall medium-high

Latest updates — Solo.io contributes kagent to CNCF; Kagent Enterprise announced (Apr 3 & Sep 15, 2025). Links — Official Site, Docs, Blog