Debug Kubernetes
failures in seconds.
KubeIntellect finds root cause automatically, proposes the fix, and executes it once you approve — no digging through logs.
Free to use · No credit card · Works with any cluster
Peer-reviewed — published in the Journal of Grid Computing
Real session · no cherry-picking
Works with your existing Kubernetes stack
Interactive Demo
See it in action
Provision a namespace, deploy a web app, expose it, scale it — all in plain English.
Real session · no cherry-picking
Use Cases
Three things we do exceptionally well
Not a platform. Not a framework. A tool that solves real Kubernetes pain.
Debug failures instantly
"Why is my pod failing?"
Get root cause analysis in seconds. KubeIntellect correlates logs, events, and config to tell you exactly what broke and the exact command to fix it.
- Identifies CrashLoopBackOff, OOMKilled, ImagePullBackOff and more
- Correlates container logs with Kubernetes events automatically
- Provides a concrete kubectl fix — not just a description
Create deployments via chat
"Deploy FastAPI with Redis on K8s"
Describe what you want. Get production-ready YAML with resource limits, probes, HPA, and RBAC — no templates to hunt down.
- Generates Deployment, Service, Ingress, and HPA
- Includes liveness/readiness probes and resource limits
- Best practices applied by default — no hand-holding required
Monitor clusters in plain English
"Is my cluster healthy?"
Get a plain-English health summary. Spot resource pressure, error rate spikes, and impending evictions before they page you.
- Detects node memory pressure and CPU throttling
- Flags elevated error rates with service-level context
- Proactive suggestions to prevent incidents
Why KubeIntellect
Not kubectl. Not ChatGPT. Not both.
Pasting kubectl output into ChatGPT gets you advice. KubeIntellect gets you results — because it has direct access to your cluster.
Full API coverage
It acts — it doesn't just explain
kubectl + ChatGPT tells you what command to run. KubeIntellect runs it. Read, write, exec, delete — the full Kubernetes API, with human approval before anything destructive.
Multi-agent orchestration
Specialized agents, not one prompt
A supervisor routes your question to specialist agents — one for logs, one for events, one for metrics, one for RBAC. Each domain gets an expert, not a generalist guess.
Dynamic tool synthesis
Creates tools it doesn't have yet
When a query needs a capability that doesn't exist, a code-generator agent writes and executes a new tool on the fly. In the paper evaluation this succeeded on 63 of 77 novel requests (81.8%).
Workflow memory
Handles multi-step tasks end-to-end
KubeIntellect remembers context across steps in a workflow. Diagnose, patch, verify, roll back — all in one conversation, without losing state between commands.
Peer-reviewed research
Not a demo. A measured system.
KubeIntellect isn’t a weekend prompt wrapper. Its architecture and results were published in the Journal of Grid Computing — evaluated on a live four-node cluster running 170 pods across 18 namespaces.
Results from the peer-reviewed evaluation. 13 domain-specialized agents coordinated by a LangGraph supervisor, with human approval required before any write to the cluster.
How It Works
From question to fix in three steps
Fully automated. No digging through logs.
Connect your cluster
Point KubeIntellect at your cluster via kubeconfig or environment. Read-only by default — no cluster-admin required.
Ask in plain English
Type your question naturally — no kubectl syntax, no PromQL, no YAML hunting. Just describe the problem.
Get instant diagnosis + fix
AI agents correlate logs, events, and metrics simultaneously. You get root cause, explanation, and the exact command to fix it.
Security & Setup
Connects in 30 seconds. Your cluster stays yours.
No agents to install. No cluster-admin. No credentials leaving your machine.
Uses your existing kubeconfig
No new agents to install on the cluster. KubeIntellect reads the same kubeconfig kubectl uses — local file or environment variable.
No cluster-admin required
Works with standard read permissions out of the box. Write operations only need the specific RBAC rules for what you're doing — nothing more.
Human approval before any write
Every destructive operation — delete, scale to zero, patch — requires your explicit approval. You see the exact command before it runs.
Your data stays yours
Queries go to the KubeIntellect inference server to generate responses. Your cluster credentials never leave your machine.
Start debugging faster today
Start using KubeIntellect. Free for individuals — no cluster-admin required.
Free to use · Works with any cluster