AWS Cost & Ops Evaluator

Estimate costs and operational overhead for AWS-based infrastructure using real-time pricing data.

Before Answering AWS Cost Questions

IMPORTANT: Always verify tool availability before providing cost estimates.

Step 1: Check Available Tools

Check if the following tools are available:

AWS MCP Tools (preferred):

•mcp__aws-mcp__aws___search_documentation - Search AWS docs
•mcp__aws-mcp__aws___read_documentation - Read specific pricing pages
•mcp__aws-mcp__aws___get_regional_availability - Check service availability

AWS CLI (alternative):

•aws pricing get-products - Query AWS Price List API
•aws ce get-cost-and-usage - Get actual usage costs (if account connected)

Step 2: If Tools Are Unavailable

If AWS MCP or CLI tools are not accessible, help the user set them up:

Option A: AWS MCP Server (Full Access) Requirements: Python/uvx + AWS credentials

bash

# Install AWS MCP
uvx mcp-server-aws

# Configure in Claude settings or MCP config

Option B: AWS Documentation MCP (No Auth Required) For pricing lookups without AWS account:

bash

# Install documentation-only MCP
uvx mcp-server-aws-docs

Option C: AWS CLI

bash

# Install AWS CLI
brew install awscli  # macOS
# or: pip install awscli

# Configure credentials
aws configure

Ask the user which option fits their environment before proceeding.

Step 3: Fallback to Web Search

If no tools are available and user cannot install them, use web search to fetch current pricing from:

•https://aws.amazon.com/pricing/
•AWS Pricing Calculator: https://calculator.aws/

How to Get Live Pricing

Using AWS MCP Tools

# Search for EC2 pricing documentation
mcp__aws-mcp__aws___search_documentation("EC2 pricing on-demand")

# Read specific pricing page
mcp__aws-mcp__aws___read_documentation("/ec2/pricing/on-demand")

# Check regional availability
mcp__aws-mcp__aws___get_regional_availability("aurora-serverless-v2")

Using AWS CLI

bash

# Get EC2 pricing for specific instance type
aws pricing get-products \
  --service-code AmazonEC2 \
  --filters "Type=TERM_MATCH,Field=instanceType,Value=t3.micro" \
            "Type=TERM_MATCH,Field=location,Value=US East (N. Virginia)" \
  --region us-east-1

# Get RDS pricing
aws pricing get-products \
  --service-code AmazonRDS \
  --filters "Type=TERM_MATCH,Field=instanceType,Value=db.t3.micro"

# Get actual costs (requires Cost Explorer access)
aws ce get-cost-and-usage \
  --time-period Start=2024-01-01,End=2024-01-31 \
  --granularity MONTHLY \
  --metrics BlendedCost

Using AWS Pricing Calculator API

bash

# Use the AWS Pricing Calculator for estimates
# https://calculator.aws/#/estimate

# Or use the Bulk API for programmatic access
curl "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonEC2/current/index.json"

Standalone Usage

Can be invoked directly for cost estimation:

•"How much would ECS Fargate + Aurora cost?"
•"Estimate AWS costs for a Node.js API with PostgreSQL"
•"Compare Lambda vs App Runner pricing"

Cost Estimation Process

•Identify services needed for the stack
•Query live pricing using available tools
•Calculate baseline costs (minimum viable)
•Estimate at scale (10x baseline load)
•Identify cost drivers and optimization opportunities

Service Categories & Tools

Compute Services

Service	Pricing Tool/Command
EC2	`aws pricing get-products --service-code AmazonEC2`
Lambda	`aws pricing get-products --service-code AWSLambda`
ECS/Fargate	`aws pricing get-products --service-code AmazonECS`
EKS	$0.10/hr cluster + compute costs
App Runner	`aws pricing get-products --service-code AWSAppRunner`

Database Services

Service	Pricing Tool/Command
RDS	`aws pricing get-products --service-code AmazonRDS`
Aurora	`aws pricing get-products --service-code AmazonRDS` (engine=aurora)
DynamoDB	`aws pricing get-products --service-code AmazonDynamoDB`
ElastiCache	`aws pricing get-products --service-code AmazonElastiCache`

Storage & Networking

Service	Pricing Tool/Command
S3	`aws pricing get-products --service-code AmazonS3`
CloudFront	`aws pricing get-products --service-code AmazonCloudFront`
ALB/NLB	`aws pricing get-products --service-code AWSELB`
NAT Gateway	`aws pricing get-products --service-code AmazonEC2` (NAT)

Output Contract

yaml

aws_cost_estimate:
  description: "<what's being estimated>"
  region: "<AWS region>"
  pricing_source: "<mcp|cli|web|calculator>"
  pricing_date: "<when pricing was fetched>"

  components:
    - service: "<service name>"
      config: "<configuration>"
      monthly_cost: "<$X>"
      pricing_model: "<on-demand|reserved|spot>"
      notes: "<any notes>"

  baseline_monthly:
    compute: "<$X>"
    database: "<$X>"
    storage: "<$X>"
    networking: "<$X>"
    other: "<$X>"
    total: "<$X>"

  at_10x_scale:
    compute: "<$X>"
    database: "<$X>"
    networking: "<$X>"
    total: "<$X>"

  cost_drivers:
    - "<primary cost driver>"
    - "<secondary driver>"

  savings_opportunities:
    - type: "<reserved|savings-plan|spot>"
      potential_savings: "<X%>"
      commitment: "<1yr|3yr>"

  ops_overhead: "<low|medium|high>"
  required_aws_knowledge: "<basic|intermediate|advanced>"

  optimization_tips:
    - "<tip 1>"
    - "<tip 2>"

Cost Optimization Strategies

Query these using AWS tools:

Reserved Instances / Savings Plans

bash

# Check RI recommendations
aws ce get-reservation-purchase-recommendation \
  --service AmazonEC2 \
  --lookback-period-in-days SIXTY_DAYS

# Check Savings Plans recommendations
aws ce get-savings-plans-purchase-recommendation \
  --savings-plans-type COMPUTE_SP \
  --lookback-period-in-days SIXTY_DAYS

Right-sizing

bash

# Get Compute Optimizer recommendations
aws compute-optimizer get-ec2-instance-recommendations
aws compute-optimizer get-ecs-service-recommendations

Cost Anomaly Detection

bash

# Set up cost anomaly detection
aws ce create-anomaly-monitor \
  --anomaly-monitor '{"MonitorName":"MyMonitor","MonitorType":"DIMENSIONAL"}'

Pricing Notes

•Prices vary by region (us-east-1 typically cheapest)
•Always verify current pricing - AWS updates frequently
•Consider data transfer costs (often overlooked)
•Free tier limits reset monthly
•Spot pricing fluctuates - check current rates