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Kubernetes Natural Language Commander

MCP (Model Context Protocol) Server. Converts natural language requests into valid kubectl commands for Kubernetes cluster management, enabling administrators to interact with their clusters without memorizing complex syntax

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Jan 11, 2026

Kube Core MCP

A Kubernetes command processing service that converts natural language requests into valid kubectl commands.

Features

  • Natural language to kubectl command conversion
  • Command validation and security checks
  • Support for common kubectl operations
  • AWS Bedrock integration for LLM processing

Prerequisites

  • Python 3.8+
  • AWS credentials configured
  • kubectl installed and configured
  • Node.js and npm (for frontend)

Setup

  1. Clone the repository:
git clone <repository-url>
cd kube-core-mcp
  1. Create and activate a virtual environment:
python3 -m venv venv
source venv/bin/activate  # On Windows: .\venv\Scripts\activate
  1. Install dependencies:
pip install -r requirements.txt
  1. Configure AWS credentials:
export AWS_ACCESS_KEY_ID=your_access_key
export AWS_SECRET_ACCESS_KEY=your_secret_key
export AWS_REGION=your_region
  1. Start the FastAPI server:
python src/server.py

API Documentation

Health Check

curl http://localhost:3000/health

Services

curl http://localhost:3000/api/services

Natural Language Commands

curl -X POST http://localhost:3000/api/nl \
  -H "Content-Type: application/json" \
  -d '{"message": "show me the pods in default namespace"}'

Direct Commands

curl -X POST http://localhost:3000/api/command \
  -H "Content-Type: application/json" \
  -d '{"command": "kubectl get pods -n default"}'

Security

The service operates in two security modes:

  1. STRICT (default):

    • Only allows predefined command patterns
    • Validates all commands against allowed patterns
    • Prevents dangerous operations
  2. PERMISSIVE:

    • Allows more flexible command patterns
    • Still maintains basic security checks
    • Useful for development and testing

Development

Running Tests

pytest tests/

Code Style

black src/ tests/
flake8 src/ tests/

Contributing

  1. Fork the repository
  2. Create a feature branch
  3. Make your changes
  4. Run tests
  5. Submit a pull request

License

[Add License Information]

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Kubernetes Natural Language Commander — MCP Server | MCP Hub