# AWS Timestream Sizing Calculator AI Agent Connect

> Deterministic sizing engine for AWS Timestream workloads.

## Overview
- **Category:** infrastructure
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_7dS8jv4W6XgCvSE4oUZxxpdC3EQjVW0f2cOZKrBB/ai-agent-connect
- **Tags:** timestream, aws, timeseries, sizing, database-design

## Description

This MCP server provides a deterministic sizing engine for AWS Timestream workloads. It allows AI agents to estimate ingestion throughput, storage tier distribution, and architectural hierarchy limits. Use `calculate_ingestion_and_storage` to determine throughput and storage volumes, `calculate_architectural_hierarchy` to plan the organizational structure of tables and databases, and `calculate_operational_limits` to optimize batch writing and query concurrency.

## Tools

### calculate_architectural_hierarchy
Estimates the distribution of data across the AWS Timestream organizational structure

### calculate_ingestion_and_storage
Calculates primary data flow metrics including throughput and storage volume across both tiers

### calculate_operational_limits
Determines optimized write batching strategies and query execution capacity

## Prompt Examples

**Prompt:** 
```
Calculate the storage requirements for 500 measures per second with a size of 500 bytes each, keeping data in memory for 24 hours.
```

**Response:** 
```
The ingestion rate is 250,000 bytes per second (0.25 MB/s). For a 24-hour memory retention, the memory store size is approximately 21.6 GB after applying the 10:1 compression ratio.
```

**Prompt:** 
```
I have 1,000,000 total measures. How should I structure my Timestream hierarchy?
```

**Response:** 
```
Based on standard recommendations, your workload would be distributed into 1,000 tables, 2 databases, and 1 account.
```

**Prompt:** 
```
What are the recommended operational limits for a high-concurrency workload?
```

**Response:** 
```
For your workload, the recommended batch size is 100 records, the maximum batch size is 1 MB, and you should aim for 20 simultaneous queries and 100 scheduled queries.
```

## Frequently Asked Questions

**How do I estimate my storage costs?**
You can use the `calculate_ingestion_and_storage` tool to estimate the volume of data in both the Memory and Magnetic storage tiers, which helps in predicting AWS Timestream costs.

**Can I plan my database hierarchy?**
Yes, the `calculate_architectural_hierarchy` tool estimates the distribution of data across dimensions, tables, databases, and accounts based on your total measure count.

**How can I optimize my write operations?**
Use the `calculate_operational_limits` tool to find the optimal batch size in records and MB, as well as recommended query concurrency levels.