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Kubernetes Copilot

Project description

Autonomous Agent for Kubernetes

Autonomous Agent for Kubernetes powered by OpenAI.

Features:

  • Autonomous Kubernetes cluster operations using LLM Agents powered by ChatGPT (GPT-3.5, GPT-4 and future versions).
  • Diagnose and analyze the potential issues for Kubernetes workloads.
  • Generate the Kubernetes manifests based on the provided prompt instructions.
  • Utilize native kubectl and trivy commands for Kubernetes cluster access and security vulnerability scanning.

Install

Install locally

Install the copilot with pip command below:

pip install kube-agent

Setup:

  • Ensure kubectl is installed on the local machine and the kubeconfig file is configured for Kubernetes cluster access.
  • Install trivy to assess container image security issues (for the audit command).
  • Set the OpenAI API key as the OPENAI_API_KEY environment variable to enable ChatGPT functionality.
    • For Azure OpenAI service, please set AZURE_OPENAI_API_KEY=<key> and AZURE_OPENAI_ENDPOINT=https://<replace-this>.openai.azure.com/.

Run in Kubernetes

kubectl run -it --rm copilot \
  --env="OPENAI_API_KEY=$OPENAI_API_KEY" \
  --restart=Never \
  --image=ghcr.io/feiskyer/kube-agent \
  -- execute --verbose 'What Pods are using max memory in the cluster'

kubectl run -it --rm copilot \
  --env="AZURE_OPENAI_API_KEY=$AZURE_OPENAI_API_KEY" \
  --env="AZURE_OPENAI_ENDPOINT=$AZURE_OPENAI_ENDPOINT" \
  --restart=Never \
  --image=ghcr.io/feiskyer/kube-agent \
  -- execute --verbose 'What Pods are using max memory in the cluster'

Refer kubernetes.md for more detailed steps.

How to use

Running directly in the terminal:

Usage: kube-agent [OPTIONS] COMMAND [ARGS]...

  Kubernetes Copilot powered by OpenAI

Options:
  --version  Show the version and exit.
  --help     Show this message and exit.

Commands:
  analyze   analyze issues for a given resource
  audit     audit security issues for a Pod
  diagnose  diagnose problems for a Pod
  execute   execute operations based on prompt instructions
  generate  generate Kubernetes manifests

Contribution

The project is opensource at github feiskyer/kube-agent with Apache License.

If you would like to contribute to the project, please follow these guidelines:

  1. Fork the repository and clone it to your local machine.
  2. Create a new branch for your changes.
  3. Make your changes and commit them with a descriptive commit message.
  4. Push your changes to your forked repository.
  5. Open a pull request to the main repository.

Project details


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