• MONITORING
  • OPTIMIZATION
  • BUDGETING
  • HUMAN

How to monitor AI infrastructure costs with your AI

Connect Metorial to your agent to track real-time execution metrics. Once connected, your AI manages the oversight of your serverless footprint.

Ask AI about this page

Short answer

How can I track my AI's tool execution costs?

Your AI uses Metorial to pull serverless usage and latency metrics. This allows your agent to identify expensive tool calls and stay under budget. You'll see exactly where your execution costs are spiking.

Where every metric lands.

Cost and performance outcomes

The AI processes raw usage data into actionable insights.

MONITORING

Real-time usage tracking

The AI pulls current serverless metrics to show you exactly how much your agent is spending on specific tasks.

OPTIMIZATION

Latency bottleneck detection

Your agent identifies which tool calls are slowing down execution, helping you find ways to cut down on compute time.

BUDGETING

Cost limit enforcement

The AI compares active usage against your defined limits to prevent unexpected billing spikes.

HUMAN

Manual budget adjustments

The AI flags when costs approach a threshold, but you decide when to change your spending limits or kill a process.

The workflow

What your AI does when usage spikes.

The AI acts as a watchdog for your infrastructure spend.

  1. Fetch metrics

    The AI requests the latest serverless data to understand current resource consumption.

    metorial_get_usage_metrics

  2. Analyze latency

    It checks execution speeds to see if high costs are tied to slow tool responses.

    metorial_get_usage_metrics

  3. Compare to limits

    The agent checks the pulled data against your pre-set budget constraints.

    metorial_get_usage_metrics

  4. Alert the user

    The AI notifies you when a specific tool or agent is exceeding its cost profile.

    metorial_get_usage_metrics

Try it

Copy these to start.

Use these prompts to begin monitoring your infrastructure.

Starting points

Swap the bracketed text for your specific tool names or budget thresholds.

Metorial Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_u9gVDS60iTHUlTLh8tFcQxn710vU1GGlSnGwhKcw/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Metorial capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "metorial-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_u9gVDS60iTHUlTLh8tFcQxn710vU1GGlSnGwhKcw/mcp"
    }
  }
}
Copy into chat04

  • Check the usage metrics for my 'image-gen-tool' to see if it's over budget.

  • How much did my serverless execution cost last hour?

  • Identify which tool in my current workflow has the highest latency.

  • Alert me if the total execution cost for the 'data-processor' agent exceeds $50.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Metorial once, then ask.

One click connects this MCP to your client. Your credentials stay encrypted, and you can start asking about your metrics immediately.

Connect Metorial to your AI

FAQ

How this task behaves

  • 01

    Can the AI automatically stop my serverless functions?

    No. The AI can monitor usage and alert you, but you must manually intervene to stop or kill a process.

  • 02

    Does the AI change my billing settings?

    No. The AI only reads usage and latency data; it cannot modify your cloud provider's billing or account settings.

  • 03

    Can I track costs for specific tools?

    Yes. The AI can pull metrics for individual tools to show you exactly where the spend is happening.

  • 04

    How often does the AI check the metrics?

    The AI checks the metrics whenever you ask it to or when you set up a specific monitoring prompt.

  • 05

    Will the AI delete my usage logs?

    No. The AI only reads the data provided by the MCP. It has no permission to delete or modify your logs.

  • More questions about Metorial? The Connector page answers them. See everything the Metorial Connector can do

Connect Metorial to Claude, Cursor, ChatGPT & more