Simplify Kubernetes operations with 01Agents
01Agents detect, diagnose, and resolve infrastructure issues before they reach your users with the precision of specialized AI and the safety of human-grade oversight.
Built for Production Teams That Can't Afford to Guess
01Agent isn't a monitoring tool with AI features bolted on. It's an autonomous remediation system designed to understand the failure, evaluate the risk, and take action — or escalate with full context when it should.
Specialized agents built for specific failure classes. Intelligent routing that understands context. Escalation driven by real confidence scoring.
Deep Expertise in Kubernetes Failure Patterns
Each skill represents specialized expertise to diagnose, understand, and remediate specific Kubernetes failure types — trained on the exact patterns, causes, and resolution paths of their domain.
CrashLoop Skill
CrashLoopBackOff detection, config issue diagnosis, dependency failure analysis, resource constraint identification, and targeted fix execution.
OOM Skill
OOMKilled event tracing, memory usage trend analysis, resource limit evaluation, recurrence prevention, and dynamic limit adjustment.
ImagePull Skill
ImagePullBackOff resolution, registry authentication diagnosis, network reachability testing, image availability verification, and fallback strategy.
CreateContainerError Skill
Container runtime error identification, configuration error detection, pod startup failure analysis, cascade prevention, and early-stage remediation.
FailedScheduling Skill
Pod scheduling failure diagnosis, node affinity conflict resolution, resource shortfall detection, taint mismatch analysis, optimal resolution path.
NonZeroExitCode Skill
Exit code analysis, application error tracing, dependency mapping, misconfiguration detection, root cause identification, and resolution path recommendation.
Built for Teams That Can't Afford Gaps in Visibility
Every action, every decision, every escalation — fully logged and ready for review. 01Agents give operations and compliance teams a clear, continuous record of cluster activity without adding anything to their workload.
Decision history is queryable via API, exportable in JSON or CSV, and structured for postmortem review. When something needs to be explained — the answer is already there.
From Reactive to Proactive,
Across Your Entire Cluster
01Agents are built to meet the operational demands of production environments — with measurable outcomes your team can rely on.
of common Kubernetes alert types handled automatically, without human escalation.
successful diagnosis of infrastructure issues through the Main Orchestrator and specialized agents.
successful remediation rate through the escalation engine and automatic rollback.
reduction in false positive remediations through confidence-based routing and multi-parameter evaluation.
availability for the A2A Gateway, ensuring continuous bidirectional communication across agent tiers.
escalation rate to human teams for handled alert types — keeping on-call load low without sacrificing safety.
Up and Running in Minutes.
Reliable for the Long Term.
01Agents is designed for fast deployment and durable operation — from day-one setup to long-term autonomous cluster management.
Deploy the Agent
Install 01Agents into your Kubernetes cluster via Helm or operator. Lightweight, non-intrusive, and ready to connect to your existing observability stack within minutes.
Continuous Monitoring Begins
The Main Orchestrator starts scanning all cluster components in real time — nodes, pods, deployments, services, and configurations — building a living picture of your environment's health.
Issues Are Detected and Classified
When an anomaly is detected, it's immediately routed to the appropriate specialized agent. Each agent brings deep, domain-specific knowledge to the diagnosis — not a generic ruleset.
The 9-Parameter Engine Evaluates
Before any action is taken, the escalation engine evaluates confidence, severity, blast radius, retry history, and more. The result: a clear, justified decision to auto-remediate or escalate.
Remediation Is Applied Safely
Approved actions are executed with a pre-apply state snapshot, dry-run validation, and post-apply confirmation. Automatic rollback is available at every step. Every action is logged.
Ready to See 01Agents in Action?
Explore the code, try it in your environment, and see how specialized agents can transform your Kubernetes operations.