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 kube-agent with the commands below. It is highly recommended to use pipx or venv to install the copilot to avoid conflicts with other Python packages.

# Option 1: use pipx to install the copilot
pipx install kube-agent

# Option 2: use venv to install the copilot
python3 -m venv agentenv
source agentenv/bin/activate
pip install kube-agent

# Option 3: Use pip to install the copilot (not recommended)
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

Audit Security Issues for Pod

kube-agent audit POD [NAMESPACE] will audit security issues for a Pod:

Usage: kube-agent audit [OPTIONS] POD [NAMESPACE]

  audit security issues for a Pod

Options:
  --verbose      Enable verbose information of copilot execution steps
  --model MODEL  OpenAI model to use for copilot execution, default is gpt-4
  --help         Show this message and exit.

Diagnose Problems for Pod

kube-agent diagnose POD [NAMESPACE] will diagnose problems for a Pod:

Usage: kube-agent diagnose [OPTIONS] POD [NAMESPACE]

  diagnose problems for a Pod

Options:
  --verbose      Enable verbose information of copilot execution steps
  --model MODEL  OpenAI model to use for copilot execution, default is gpt-4
  --help         Show this message and exit.

Analyze Potential Issues for k8s Object

kube-agent analyze RESOURCE NAME [NAMESPACE] will analyze potential issues for the given resource object:

Usage: kube-agent analyze [OPTIONS] RESOURCE NAME [NAMESPACE]

  analyze issues for a given resource

Options:
  --verbose     Enable verbose information of copilot execution steps
  --model TEXT  OpenAI model to use for copilot execution, default is gpt-4
  --help        Show this message and exit.

Execute Operations Based on Prompt Instructions

kube-agent execute INSTRUCTIONS will execute operations based on prompt instructions. It could also be used to ask any questions.

Usage: kube-agent execute [OPTIONS] INSTRUCTIONS

  execute operations based on prompt instructions

Options:
  --verbose      Enable verbose information of copilot execution steps
  --model MODEL  OpenAI model to use for copilot execution, default is gpt-4
  --help         Show this message and exit.

Generate Kubernetes Manifests

Use the kube-agent generate command to create Kubernetes manifests based on the provided prompt instructions. After generating the manifests, you will be prompted to confirm whether you want to apply them.

Usage: kube-agent generate [OPTIONS] INSTRUCTIONS

  generate Kubernetes manifests

Options:
  --verbose     Enable verbose information of copilot execution steps
  --model TEXT  OpenAI model to use for copilot execution, default is gpt-4
  --help        Show this message and exit.

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.