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How to Use the NVIDIA NIM MCP in Mastra AI

Build complex inference workflows with Mastra AI by automating GPU scaling and health checks via an MCP Server.

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Works with every AI agent you already use

…and any MCP-compatible client

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Mastra AI

Connect NVIDIA NIM MCP to Mastra AI

Create your Vinkius account to connect NVIDIA NIM to Mastra AI and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Automate health checks in workflows

Integrate `nim_check_health_live` into your Mastra agent logic to verify container responsiveness before proceeding with inference tasks. If the probe fails, your workflow can trigger a retry or alert an admin. This creates a self-healing loop for your infrastructure. You aren't just running agents; you're building systems that verify their own environment before executing code.

Orchestrate inference scaling

Use `nim_scale_replicas` as a step in your agent-driven workflows to adjust hardware usage based on demand. You can set conditional branches that scale down when usage drops to save costs. This gives your agents control over the physical backend. You define the logic, and the server executes the scaling commands immediately.

Get deep model metadata

Run `nim_get_metadata` to map your foundational configuration bounds into your workflow state. This allows your agents to make informed decisions about which models to use based on current loaded limits. Your code gets a clear view of exactly what the NVIDIA NIM server is running. It removes the guesswork from model selection and resource allocation.

Setup guide

Set up NVIDIA NIM MCP in Mastra AI

Prerequisites

  • Node.js 18+ and a TypeScript project
  • @mastra/mcp + @mastra/core packages
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install dependencies

    Run npm install @mastra/mcp @mastra/core plus your preferred model provider (e.g. @ai-sdk/openai).

  2. 2

    Configure the MCPClient

    Create an MCPClient with your Vinkius endpoint as a URL object. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com.

  3. 3

    Discover and inject tools

    Call mcpClient.listTools() and spread the result into your agent's tools object. All NVIDIA NIM tools become native Mastra tools.

  4. 4

    Run with any model

    Swap openai("gpt-4o") for any AI SDK-compatible provider. Call agent.generate() and the agent routes tool calls through MCP automatically.

agent.ts
import { MCPClient } from "@mastra/mcp";
import { Agent } from "@mastra/core/agent";
import { openai } from "@ai-sdk/openai";

const mcpClient = new MCPClient({
  id: "nvidia-nim-mcp-client",
  servers: {
    "nvidia-nim-mcp": {
      url: new URL(
        "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
      ),
    },
  },
});

const agent = new Agent({
  name: "NVIDIA NIM Agent",
  model: openai("gpt-4o"),
  instructions: "You have access to NVIDIA NIM tools.",
  tools: {
    ...(await mcpClient.listTools()),
  },
});

const result = await agent.generate(
  "List recent NVIDIA NIM transactions"
);
console.log(result.text);

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by NVIDIA NIM. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

Why Choose Vinkius

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Common questions about NVIDIA NIM MCP in Mastra AI

You can add `nim_get_container_logs` to your agent tools. This allows the agent to inspect stdout proxies whenever an inference task hits an error.
Yes, `nim_get_metrics` provides the Prometheus data you need. Your agent can read these values to decide if the system needs more replicas.
Since Mastra handles retries natively, any tool call failure from `nim_check_health_ready` will trigger your configured exponential backoff automatically.
Add `nim_list_models` to your agent's toolset. It will return the full list of active LLMs that your agent can target for specific tasks.
Your container logs are accessed locally through the MCP protocol. No metrics or logs are transmitted to third-party services; they stay within your managed environment for maximum security.

Start using the NVIDIA NIM MCP today

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Built & Managed by Vinkius 30s setup 8 tools

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