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Natural language to AWS CLI converter with MCP, Web, and CLI modes

Project description

AWS CLI Assistant - Lite Edition

Overview

AWS CLI Assistant converts your natural language requests into proper AWS CLI commands with real-time validation against your AWS environment.

Features

Natural Language Processing - Just describe what you want to do
5 AWS Services - S3, DynamoDB, EC2, Lambda, IAM
Real-time Validation - Commands tested against your actual AWS account
3 Usage Modes - MCP, Web Interface, Interactive CLI
Instant Results - Get command syntax and execution results immediately

Supported Operations

S3 Operations

  • List buckets
  • Create buckets
  • Delete buckets
  • List objects in bucket

DynamoDB Operations

  • List tables
  • Describe table
  • Query table
  • Scan table

EC2 Operations

  • List instances
  • Describe instances
  • Start/stop instances

Lambda Operations

  • List functions
  • Invoke function
  • Get function configuration

IAM Operations

  • List users
  • List roles
  • Get user details

Installation

Prerequisites

  • Python 3.10 or higher
  • AWS CLI configured with credentials
  • Valid AWS account

Quick Start

  1. Install from PyPI
pip install aws-cli-assistant-lite
  1. Configure AWS credentials
aws configure
  1. Choose your mode and start using:

MCP Mode (Claude Desktop):

aws-cli-assistant --mode mcp

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "aws-cli-assistant-lite": {
      "command": "aws-cli-assistant",
      "args": ["--mode", "mcp"],
      "env": {
        "AWS_REGION": "us-west-1"
      }
    }
  }
}

Web Interface Mode:

aws-cli-assistant --mode web
# Visit http://127.0.0.1:8000

Interactive CLI Mode:

aws-cli-assistant --mode cli

Usage Modes

🔗 MCP Mode (Claude Desktop Integration)

aws-cli-assistant --mode mcp  # Default mode
  • Integrates directly with Claude Desktop
  • No user interaction needed
  • Configure once in Claude settings

🌐 Web Interface Mode

aws-cli-assistant --mode web

💻 Interactive CLI Mode

aws-cli-assistant --mode cli

Example session:

Enter your request: list my s3 buckets

📋 Generated Command: aws s3 ls
💡 Explanation: Lists all S3 buckets in your account
✅ Validation: Found 19 buckets

Execute this command? (y/n): y

⚡ Executing: aws s3 ls
✅ Success!
2023-01-15 12:34:56 my-bucket-1
2023-01-15 12:34:56 my-bucket-2

Usage Examples

Example 1: List S3 Buckets

Input: "list all my s3 buckets"
Output: aws s3 ls
Validation: ✅ Valid - Found 19 buckets

Example 2: List Lambda Functions

Input: "show me lambda functions"
Output: aws lambda list-functions --region us-west-1
Validation: ✅ Valid - Found 11 functions

Example 3: List DynamoDB Tables

Input: "list dynamodb tables"
Output: aws dynamodb list-tables
Validation: ✅ Valid - Found 4 tables

Architecture

User Input (Natural Language)
    ↓
NLP Transformer Model
    ↓
AWS CLI Command Generation
    ↓
Boto3 Validation (Real AWS)
    ↓
Result + Validation Status

API Reference

Web Mode Endpoints

POST /generate - Convert natural language to AWS CLI

curl -X POST http://127.0.0.1:8000/generate \
  -H "Content-Type: application/json" \
  -d '{"query": "list my s3 buckets"}'

Response:

{
  "command": "aws s3 ls",
  "explanation": "Lists S3 buckets in your account",
  "validation": {
    "intent": "list_s3_buckets",
    "region": "us-west-1",
    "status": "valid",
    "reason": "Listed buckets",
    "detail": { "buckets": [...] }
  }
}

GET /health - Service health check GET /services - List supported services
GET / - Web interface

MCP Mode Functions

  • generate_aws_cli(query: str) - Main conversion function
  • health_check() - Service status
  • list_supported_services() - Available services

Configuration

Environment Variables

AWS_REGION=us-west-1          # Your preferred AWS region
AWS_PROFILE=default           # AWS profile to use
MCP_PORT=3000                 # Server port (optional)

Custom Settings

Edit config.yaml:

services:
  - s3
  - dynamodb
  - ec2
  - lambda
  - iam

validation:
  enabled: true
  timeout: 30

model:
  type: local-transformer
  cache_size: 1000

Pricing

Lite Edition: $49/month or $500 one-time purchase

Includes:

  • 5 AWS services
  • 100 queries per day
  • Email support
  • Monthly updates

Need more? Contact us about Pro Edition (15+ services, unlimited queries)

Support

FAQ

Q: Does this work with all AWS regions?
A: Yes, specify your region in AWS configuration.

Q: Can I use this with multiple AWS accounts?
A: Lite edition supports one account. Pro edition supports multiple.

Q: Is my AWS data secure?
A: Yes, all processing is local. We never store your AWS credentials or data.

Q: What happens if I exceed 100 queries/day?
A: Service pauses until next day. Upgrade to Pro for unlimited queries.

Roadmap

Coming in Q1 2026:

  • RDS support
  • CloudFormation support
  • Cost estimation
  • Batch operations

License

Commercial License - See LICENSE.txt

About

Created by [Malini Agrawal] - AWS Certified Solutions Architect & Developer
Transitioned from Banking & Finance to AWS Cloud Engineering in 2021


Ready to simplify your AWS CLI experience?

pip install aws-cli-assistant-lite
aws-cli-assistant --mode cli  # Start interactive mode

Choose your preferred mode:

  • --mode mcp - Claude Desktop integration
  • --mode web - Web interface
  • --mode cli - Interactive command line

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