How do I find my Brand.dev API Key?

Log in to your [**Brand.dev dashboard**](https://brand.dev/), and you will find your API Key in the 'API' section. Copy and paste it below.

What is the difference between NAICS and SIC?

SIC is the older classification system, while NAICS is the modern standard used by North American statistical agencies. Both provide hierarchical metadata for industries.

Can the agent show industry descriptions?

Yes. The `get_classification_details` tool retrieves the official title and detailed description for any valid classification code.

NAICS/SIC Classification API MCP Server for OpenAI Agents SDK 4 tools — connect in under 2 minutes

Name: NAICS/SIC Classification API
Availability: InStock
Author: Vinkius

openai.github.io/openai-agents-python/mcp

Built by Vinkius GDPR 4 Tools SDK

The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect NAICS/SIC Classification API through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.

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Vinkius supports streamable HTTP and SSE.

python

import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MCPServerStreamableHttp(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    ) as mcp_server:

        agent = Agent(
            name="NAICS/SIC Classification API Assistant",
            instructions=(
                "You help users interact with NAICS/SIC Classification API. "
                "You have access to 4 tools."
            ),
            mcp_servers=[mcp_server],
        )

        result = await Runner.run(
            agent, "List all available tools from NAICS/SIC Classification API"
        )
        print(result.final_output)

asyncio.run(main())

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About NAICS/SIC Classification API MCP Server

Empower your AI agent to orchestrate your entire market research and industry auditing workflow with the NAICS/SIC Classification API, the authoritative source for standardized business classification data. By connecting the Brand.dev classification service to your agent, you transform complex industry searches into a natural conversation. Your agent can instantly retrieve NAICS and SIC codes, audit industry titles, and query specific classification metadata without you ever touching a technical portal. Whether you are conducting competitive analysis or managing regional data constraints, your agent acts as a real-time market consultant, ensuring your data is always verified and precise.

The OpenAI Agents SDK auto-discovers all 4 tools from NAICS/SIC Classification API through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries NAICS/SIC Classification API, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

Code Auditing — Search for thousands of NAICS and SIC codes by keyword and retrieve high-resolution metadata, including titles and descriptions.
Industry Oversight — Audit the hierarchical distribution of classification codes to understand the current industry lead in market segmentation instantly.
Metadata Intelligence — Retrieve unique identifiers and category markers for any record to assist in deep-dive archival classification.
Classification Discovery — Identify relevant industry markers for your business development or research projects through natural language interaction.
Operational Monitoring — Check API status to ensure your market research workflow is always operational.

The NAICS/SIC Classification API MCP Server exposes 4 tools through the Vinkius. Connect it to OpenAI Agents SDK 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 NAICS/SIC Classification API to OpenAI Agents SDK via MCP

Follow these steps to integrate the NAICS/SIC Classification API MCP Server with OpenAI Agents SDK.

Install the SDK

Run pip install openai-agents in your Python environment

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com

Run the script

Save the code above and run it: python agent.py

Explore tools

The agent will automatically discover 4 tools from NAICS/SIC Classification API

Why Use OpenAI Agents SDK with the NAICS/SIC Classification API MCP Server

OpenAI Agents SDK provides unique advantages when paired with NAICS/SIC Classification API through the Model Context Protocol.

Native MCP integration via `MCPServerSse`, pass the URL and the SDK auto-discovers all tools with full type safety

Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure

Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate

First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output

NAICS/SIC Classification API + OpenAI Agents SDK Use Cases

Practical scenarios where OpenAI Agents SDK combined with the NAICS/SIC Classification API MCP Server delivers measurable value.

Automated workflows: build agents that query NAICS/SIC Classification API, process the data, and trigger follow-up actions autonomously

Multi-agent orchestration: create specialist agents. one queries NAICS/SIC Classification API, another analyzes results, a third generates reports

Data enrichment pipelines: stream data through NAICS/SIC Classification API tools and transform it with OpenAI models in a single async loop

Customer support bots: agents query NAICS/SIC Classification API to resolve tickets, look up records, and update statuses without human intervention

NAICS/SIC Classification API MCP Tools for OpenAI Agents SDK (4)

These 4 tools become available when you connect NAICS/SIC Classification API to OpenAI Agents SDK via MCP:

check_api_status

dev Classification API. Check if the NAICS/SIC service is operational

get_classification_details

Get full metadata and description for a specific NAICS or SIC code

search_naics_codes

Search for NAICS (North American Industry Classification System) codes

search_sic_codes

Search for SIC (Standard Industrial Classification) codes

Example Prompts for NAICS/SIC Classification API in OpenAI Agents SDK

Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with NAICS/SIC Classification API immediately.

"Search for NAICS codes related to 'software' using Brand.dev."

"What is the industry for SIC code '7371'?"

"Search for SIC codes matching 'manufacturing'."

Troubleshooting NAICS/SIC Classification API MCP Server with OpenAI Agents SDK

Common issues when connecting NAICS/SIC Classification API to OpenAI Agents SDK through the Vinkius, and how to resolve them.

MCPServerStreamableHttp not found

Ensure you have the latest version: pip install --upgrade openai-agents

Agent not calling tools

Make sure your prompt explicitly references the task the tools can help with.

NAICS/SIC Classification API + OpenAI Agents SDK FAQ

Common questions about integrating NAICS/SIC Classification API MCP Server with OpenAI Agents SDK.

How does the OpenAI Agents SDK connect to MCP?

Use MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.