# Lambda Resource Optimizer AI Agent Connect

> Deterministic AWS Lambda memory, CPU, and concurrency optimization engine.

## Overview
- **Category:** devops
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_5lhJ74NEi6LOP5MdGOqCLzQ3NGkoKMrSMW5s2cwj/ai-agent-connect
- **Tags:** aws, lambda, serverless, resource-management, devops-tools

## Description

This MCP server provides precise resource estimation for AWS Lambda functions. It calculates ideal memory and CPU allocation based on code size, estimates cold start latency, and determines concurrency requirements to ensure your functions stay within regional quotas. Use `calculate_resource_optimization` to find the best memory tier, `estimate_concurrency_requirements` to plan for peak loads, and `validate_lambda_constraints` to prevent AWS service limit violations.

## Tools

### calculate_resource_optimization


### estimate_concurrency_requirements


### validate_lambda_constraints


## Prompt Examples

**Prompt:** 
```
Calculate the optimal resources for a 50 MB zipped Lambda function with 1000 daily invocations.
```

**Response:** 
```
For a 50 MB code size, the minimum required memory is 450 MB. Since memory must be in 64 MB increments, the recommended allocation is 448 MB or 512 MB depending on the specific tier. At 512 MB, you will receive approximately 0.29 vCPUs.
```

**Prompt:** 
```
Will a Lambda function with 12000 MB of memory be valid?
```

**Response:** 
```
No, the configuration is invalid because the memory allocation exceeds the maximum allowed limit of 10240 MB.
```

**Prompt:** 
```
Estimate the concurrency needed for a function that runs 5000 times a day with an average duration of 10 seconds.
```

**Response:** 
```
The peak concurrency required for this function is approximately 1.
```

## Frequently Asked Questions

**How is the minimum memory calculated?**
The minimum required memory is calculated as three times the zipped code size plus a fixed 300 MB overhead.

**Can I check if my Lambda configuration is valid?**
Yes, you can use the `validate_lambda_constraints` tool to check if your memory and timeout settings violate AWS service limits.

**How does CPU scaling work in this tool?**
The tool calculates CPU allocation proportionally, providing one full vCPU for every 1769 MB of memory allocated.