"Find all resources tagged Environment=production"
"Discover resources with Name containing api"

"What resources does my Lambda function depend on?"
"Map dependencies for my ECS service"

"What will break if I delete this security group?"
"Show impact of removing this IAM role"

"Investigate why my Lambda is failing"
"Debug high latency on my ALB"
"Analyze this security alert"

"Find idle resources in my account"
"Get rightsizing recommendations for EC2"
"Project costs for 3 t3.large instances"

"Switch to LocalStack environment"
"Compare S3 buckets between localstack and production"

"Assume role in account 123456789012"
"Switch to production account"

aws-sage/
├── Dockerfile                  # Container support
├── docker-compose.yml          # LocalStack + MCP server
│
├── src/aws_sage/
│   ├── server.py              # FastMCP server (30 tools)
│   ├── config.py              # Configuration & safety modes
│   │
│   ├── core/
│   │   ├── session.py         # AWS session management
│   │   ├── context.py         # Conversation memory
│   │   ├── environment.py     # Environment configuration
│   │   ├── environment_manager.py  # LocalStack/production switching
│   │   ├── multi_account.py   # Cross-account management
│   │   └── exceptions.py      # Custom exceptions
│   │
│   ├── safety/
│   │   ├── classifier.py      # Operation classification
│   │   ├── validator.py       # Pre-execution validation
│   │   └── denylist.py        # Blocked operations (70+)
│   │
│   ├── parser/
│   │   ├── intent.py          # NLP intent classification
│   │   └── service_models.py  # Botocore integration
│   │
│   ├── execution/
│   │   ├── engine.py          # Execution orchestrator
│   │   └── pagination.py      # Auto-pagination
│   │
│   ├── composition/
│   │   ├── docs_proxy.py      # AWS documentation
│   │   └── knowledge_proxy.py # AWS knowledge base + live query
│   │
│   └── differentiators/
│       ├── discovery.py       # Cross-service discovery
│       ├── dependencies.py    # Dependency mapping
│       ├── workflows.py       # Incident investigation
│       ├── cost.py            # Cost analysis
│       └── compare.py         # Environment comparison
│
└── tests/
    ├── unit/                  # Unit tests (145 tests)
    └── integration/           # Integration tests

git clone https://github.com/arunsanna/aws-sage
cd aws-sage
pip install -e ".[dev]"

pytest                          # All tests
pytest --cov=aws_sage           # With coverage
pytest tests/unit/test_cost.py  # Specific module

# Start LocalStack
docker compose up -d localstack

# In Claude Desktop, say:
# "Switch to localstack environment"
# "Create test bucket my-test-bucket"

fastmcp dev src/aws_sage/server.py  # Interactive mode
python -m aws_sage.server           # Direct run

# 1. Clone and install
git clone https://github.com/arunsanna/aws-sage
cd aws-sage
pip install .

# 2. Add to Claude Desktop config (see Configuration below)
# 3. Restart Claude Desktop
# 4. Start chatting: "List my S3 buckets"

git clone https://github.com/arunsanna/aws-sage
cd aws-sage
pip install .

pip install git+https://github.com/arunsanna/aws-sage.git

which python  # or: which python3

{
  "mcpServers": {
    "aws-sage": {
      "command": "/path/to/python3",
      "args": ["-m", "aws_sage.server"],
      "env": {
        "AWS_PROFILE": "default"
      }
    }
  }
}

claude mcp add aws-sage -s user -- python -m aws_sage.server

{
  "mcpServers": {
    "aws-sage": {
      "command": "python",
      "args": ["-m", "aws_sage.server"],
      "env": {
        "AWS_PROFILE": "default"
      }
    }
  }
}

{
  "mcpServers": {
    "aws-sage": {
      "command": "python",
      "args": ["-m", "aws_sage.server"],
      "env": {
        "AWS_PROFILE": "default"
      }
    }
  }
}

{
  "mcpServers": {
    "aws-sage": {
      "command": "python",
      "args": ["-m", "aws_sage.server"],
      "env": {
        "AWS_PROFILE": "default"
      }
    }
  }
}

{
  "mcpServers": {
    "aws-sage": {
      "command": "python",
      "args": ["-m", "aws_sage.server"],
      "env": {
        "AWS_PROFILE": "default"
      },
      "disabled": false
    }
  }
}

{
  "mcpServers": {
    "aws-sage": {
      "command": "python",
      "args": ["-m", "aws_sage.server"],
      "env": {
        "AWS_PROFILE": "default"
      }
    }
  }
}

{
  "context_servers": {
    "aws-sage": {
      "command": "python",
      "args": ["-m", "aws_sage.server"],
      "env": {
        "AWS_PROFILE": "default"
      }
    }
  }
}

{
  "servers": {
    "aws-sage": {
      "command": "python",
      "args": ["-m", "aws_sage.server"],
      "env": {
        "AWS_PROFILE": "default"
      }
    }
  }
}

git clone https://github.com/arunsanna/aws-sage
cd aws-sage
docker compose build aws-sage

{
  "command": "docker",
  "args": [
    "run", "-i", "--rm",
    "-v", "${HOME}/.aws:/home/appuser/.aws:ro",
    "-e", "AWS_PROFILE=default",
    "aws-sage:latest"
  ]
}

{
  "command": "docker",
  "args": [
    "run", "-i", "--rm",
    "-v", "%USERPROFILE%\\.aws:/home/appuser/.aws:ro",
    "-e", "AWS_PROFILE=default",
    "aws-sage:latest"
  ]
}

"List all S3 buckets"
"Show EC2 instances in us-west-2"
"Describe Lambda function payment-processor"
"Get IAM users with console access"

"Find idle resources in us-east-1"
"Get rightsizing recommendations for EC2"
"Show cost breakdown by service for last 30 days"
"Project costs for 2 t3.large and 100GB gp3 EBS"

"Switch to localstack"
"Create an S3 bucket in localstack"
"Compare DynamoDB tables between localstack and production"
"Check localstack connectivity"

"Assume role arn:aws:iam::123456789012:role/AdminRole"
"List all configured accounts"
"Switch to production account"

"Find all resources tagged with Environment=production"
"Discover resources owned by team-platform"
"Show all resources in the payment-service stack"

"What does my api-gateway Lambda depend on?"
"Map all dependencies for the checkout-service ECS task"
"Show resources connected to vpc-abc123"

"What breaks if I delete sg-abc123?"
"Impact of terminating this RDS instance"
"What depends on this KMS key?"

"Investigate Lambda failures for order-processor"
"Debug high latency: ALB arn:aws:elasticloadbalancing:..."
"Analyze security alert for instance i-abc123"

# Claude Desktop logs
tail -f ~/Library/Logs/Claude/mcp-server-aws-sage.log
tail -f ~/Library/Logs/Claude/mcp.log