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NVIDIA API Catalog MCP Server for Mastra AI 8 tools — connect in under 2 minutes

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Mastra AI is a TypeScript-native agent framework built for modern web stacks. Connect NVIDIA API Catalog through Vinkius and Mastra agents discover all tools automatically. type-safe, streaming-ready, and deployable anywhere Node.js runs.

Vinkius supports streamable HTTP and SSE.

typescript
import { Agent } from "@mastra/core/agent";
import { createMCPClient } from "@mastra/mcp";
import { openai } from "@ai-sdk/openai";

async function main() {
  // Your Vinkius token. get it at cloud.vinkius.com
  const mcpClient = await createMCPClient({
    servers: {
      "nvidia-api-catalog": {
        url: "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
      },
    },
  });

  const tools = await mcpClient.getTools();
  const agent = new Agent({
    name: "NVIDIA API Catalog Agent",
    instructions:
      "You help users interact with NVIDIA API Catalog " +
      "using 8 tools.",
    model: openai("gpt-4o"),
    tools,
  });

  const result = await agent.generate(
    "What can I do with NVIDIA API Catalog?"
  );
  console.log(result.text);
}

main();
NVIDIA API Catalog
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* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About NVIDIA API Catalog MCP Server

What you can do

Trigger massive inference executions navigating safely over natively hosted logic endpoints using the explicit API Catalog:

Mastra's agent abstraction provides a clean separation between LLM logic and NVIDIA API Catalog tool infrastructure. Connect 8 tools through Vinkius and use Mastra's built-in workflow engine to chain tool calls with conditional logic, retries, and parallel execution. deployable to any Node.js host in one command.

  • Discover Active Cloud LLMs natively listing every explicitly hosted model configuration safely mapped
  • Route Chat Completions pulling explicit answers evaluating safely unstructured conversational bounds dynamically
  • Extract Native Embeddings passing direct text evaluations extracting numerical arrays gracefully
  • Evaluate Multimodal limits assigning native Vision tasks routing natively strictly matrix limits
  • Execute Text Summarization compressing explicit bounds generating specific arrays cleanly routing effectively

The NVIDIA API Catalog MCP Server exposes 8 tools through the Vinkius. Connect it to Mastra AI in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect NVIDIA API Catalog to Mastra AI via MCP

Follow these steps to integrate the NVIDIA API Catalog MCP Server with Mastra AI.

01

Install dependencies

Run npm install @mastra/core @mastra/mcp @ai-sdk/openai

02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

03

Run the agent

Save to agent.ts and run with npx tsx agent.ts

04

Explore tools

Mastra discovers 8 tools from NVIDIA API Catalog via MCP

Why Use Mastra AI with the NVIDIA API Catalog MCP Server

Mastra AI provides unique advantages when paired with NVIDIA API Catalog through the Model Context Protocol.

01

Mastra's agent abstraction provides a clean separation between LLM logic and tool infrastructure. add NVIDIA API Catalog without touching business code

02

Built-in workflow engine chains MCP tool calls with conditional logic, retries, and parallel execution for complex automation

03

TypeScript-native: full type inference for every NVIDIA API Catalog tool response with IDE autocomplete and compile-time checks

04

One-command deployment to any Node.js host. Vercel, Railway, Fly.io, or your own infrastructure

NVIDIA API Catalog + Mastra AI Use Cases

Practical scenarios where Mastra AI combined with the NVIDIA API Catalog MCP Server delivers measurable value.

01

Automated workflows: build multi-step agents that query NVIDIA API Catalog, process results, and trigger downstream actions in a typed pipeline

02

SaaS integrations: embed NVIDIA API Catalog as a first-class tool in your product's AI features with Mastra's clean agent API

03

Background jobs: schedule Mastra agents to query NVIDIA API Catalog on a cron and store results in your database automatically

04

Multi-agent systems: create specialist agents that collaborate using NVIDIA API Catalog tools alongside other MCP servers

NVIDIA API Catalog MCP Tools for Mastra AI (8)

These 8 tools become available when you connect NVIDIA API Catalog to Mastra AI via MCP:

01

nvidia_chat_completion

Trigger direct NLP inference matrices directly evaluating queries over hosted LLMs

02

nvidia_check_token_quota

Poll safely dynamic credit and explicit constraint execution limits bounding inference execution

03

nvidia_generate_embeddings

Pass parameters safely mapping explicit unstructured vectors directly using specific Embedding arrays

04

nvidia_get_cloud_status

Ping explicitly the core hosted NVIDIA matrix tracing inference endpoints evaluating latencies securely

05

nvidia_list_foundation_models

Dumps the strict array specifying explicit LLM matrix paths accessible securely natively

06

nvidia_list_lora_adapters

Evaluate explicit matrices tracking fine-tuned overrides isolating logical constraints dynamically

07

nvidia_summarize_content

Standard natively configured logical execution executing predefined abstract compression matrices smoothly

08

nvidia_vision_inference

g. Llama-Vision natively). Invoke strictly multimodal abilities capturing diagnostic constraints returning inference on graphical data

Example Prompts for NVIDIA API Catalog in Mastra AI

Ready-to-use prompts you can give your Mastra AI agent to start working with NVIDIA API Catalog immediately.

01

"Deploy commands exploring active NLP data listing completely the hosted LLMs mapped heavily inside the NVIDIA catalog safely."

02

"Trigger inference explicitly navigating natively utilizing Nemotron LLMs to summarize standard matrices cleanly parsing bounds gracefully."

03

"Execute explicitly generating explicit unstructured text matrices extracting native embedding queries purely isolating the arrays properly."

Troubleshooting NVIDIA API Catalog MCP Server with Mastra AI

Common issues when connecting NVIDIA API Catalog to Mastra AI through the Vinkius, and how to resolve them.

01

createMCPClient not exported

Install: npm install @mastra/mcp

NVIDIA API Catalog + Mastra AI FAQ

Common questions about integrating NVIDIA API Catalog MCP Server with Mastra AI.

01

How does Mastra AI connect to MCP servers?

Create an MCPClient with the server URL and pass it to your agent. Mastra discovers all tools and makes them available with full TypeScript types.
02

Can Mastra agents use tools from multiple servers?

Yes. Pass multiple MCP clients to the agent constructor. Mastra merges all tool schemas and the agent can call any tool from any server.
03

Does Mastra support workflow orchestration?

Yes. Mastra has a built-in workflow engine that lets you chain MCP tool calls with branching logic, error handling, and parallel execution.

Connect NVIDIA API Catalog to Mastra AI

Get your token, paste the configuration, and start using 8 tools in under 2 minutes. No API key management needed.