Your monitoring stack can tell you the pod is dying. 01Agents brings it back.
An open-source Kubernetes incident resolution engine. It pairs real-time cluster triage (L1) with secondary telemetry reconstruction (L2) via SigNoz, Grafana Loki & Prometheus to diagnose root causes and suggest verified GitOps fixes.
Supported Native Observability & GitOps Stack
Zero application code modifications required. 01Agents natively interface with your cluster's existing telemetry collectors, log streams, metric stores, and GitOps delivery engines.
SigNoz
Native integration with SigNoz v5 for historical ClickHouse log queries & distributed APM tracing.
Grafana Loki
Direct Loki Tail WS proxy & PVC volume mounting to retrieve logs even from terminated & deleted pods.
Grafana Alloy
Next-gen OpenTelemetry pipeline & agent for streaming node-level metrics and container logs.
Prometheus
PromQL metric parsing for instant CPU, memory, OOMKilled, and crash-loop backoff detection.
ELK Stack
Seamless search & indexed log analysis via Elasticsearch REST APIs and Kibana dashboard audit sync.
Datadog
Bi-directional Datadog monitor webhook intake & automated incident remediation triggers.
ArgoCD
Automated GitOps state verification, commit rollback, and sync status checks upon incident resolution.
FluxCD
Native reconciliation with Flux Kustomization and HelmRelease objects for safe cluster state restoration.
Why Standard K8s Diagnostic Tools Fail on Pod Termination
When a pod enters CrashLoopBackOff or gets evicted due to OOMKilled, Kubernetes eventually removes the pod resource. Running kubectl logs or querying the API server at that point returns:
01Agents solves this by decoupling live cluster event triage (Level 1) from postmortem telemetry query execution (Level 2):
Domain-Specific Intelligence Across L1 Triage & L2 RCA
From live event monitoring to secondary telemetry postmortems, 01Agents handle targeted Kubernetes failure patterns out of the box.
Secondary Telemetry Reconstruction
Connects to SigNoz, Grafana Loki, and Prometheus to pull pre-failure logs, metric trends, and APM traces after pod deletion.
Multi-Agent Root Cause Analysis
Executes a 4-agent LangGraph workflow to cross-correlate log stacktraces, OOM events, and Git commit history.
Human-in-the-Loop Safeguards
Auto-applies low-risk remedies while queuing high-risk cluster state mutations for SRE confirmation via Slack or API.
CrashLoop Triage
Diagnoses container crash loops, missing env variables, panics, and unhandled exception stack traces.
Memory Exhaustion
Traces heap spikes, memory leaks, container memory limit breaches, and recommends scaled limits.
Registry & Image Audit
Verifies container image availability, registry authentication tokens, and secret volume mounts.
Runtime Diagnostics
Identifies container runtime failures, cgroup misconfigurations, and volume mount permission errors.
Scheduling Taints & Affinities
Analyzes node taint mismatches, unschedulable pod requirements, and node resource shortfalls.
Process Exit Analysis
Correlates process exit codes (e.g. exit 137, 127) with binary startup scripts and entrypoint parameters.
Enterprise-Grade Observability & Instant Incident Auditability
Every L1 triage decision and L2 secondary telemetry analysis is fully logged, exportable, and queryable. 01Agents integrate natively into your existing observability and GitOps stack without modifying application code.
Decision history is queryable via API, exportable in JSON or CSV, and structured for postmortem review. When something needs to be explained — the exact evidence and RCA path are ready for audit.
Engineered for Production Kubernetes Clusters
Designed from the ground up to solve postmortem log loss, prevent accidental cluster mutations, and integrate natively into existing DevOps tooling.
Postmortem Log Reconstruction
Queries ClickHouse (SigNoz) & Loki WebSocket streams to retrieve logs after pods are deleted or terminated.
Deterministic HITL Approval Gates
Classifies remediation actions by risk level. High-risk mutations (scaling, config patches) require operator approval.
LangGraph 4-Agent Workflow
Orchestrates dedicated agents for Triage, Telemetry Querying, Root Cause Analysis (RCA), and Remediation Generation.
GitOps Rollback Verification
Verifies application declarative state with ArgoCD and FluxCD before marking any incident resolved.
Zero Application Code Instrumentation
Operates entirely at the cluster control plane & telemetry backend layer without requiring app SDK changes.
Exportable Incident Decision Records
Outputs structured JSON/CSV decision traces for postmortems, compliance reviews, and team handoffs.
Four Steps from Incident to Verified Fix
How 01Agents integrates into your deployment pipeline and handles pod failures from detection to resolution.
Cluster Event Monitoring & Ingestion
Deploys non-invasively into your Kubernetes cluster to listen for real-time pod events, OOMKilled signals, and state transitions.
Secondary Telemetry Backend Query
When a pod terminates and returns 404, 01Agents automatically initiates a lookback query across SigNoz ClickHouse, Grafana Loki, and Prometheus.
Multi-Agent Root Cause Analysis
The L2 LangGraph engine correlates pre-failure logs, metric memory spikes, and container configuration history to pinpoint the exact root cause.
Human-in-the-Loop Safeguards & GitOps Sync
Low-risk remedies execute automatically, while high-risk changes pause for SRE confirmation before verifying manifest restoration with ArgoCD or FluxCD.
Start Resolving Kubernetes Incidents Automatically
Install the 01Agents operator on your cluster, connect SigNoz or Grafana Loki, and stop losing logs when pods are deleted.