Commerce7 MCP Server for OpenAI Agents SDK 12 tools — connect in under 2 minutes
The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Commerce7 through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
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="Commerce7 Assistant",
instructions=(
"You help users interact with Commerce7. "
"You have access to 12 tools."
),
mcp_servers=[mcp_server],
)
result = await Runner.run(
agent, "List all available tools from Commerce7"
)
print(result.final_output)
asyncio.run(main())
* 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 Commerce7 MCP Server
Connect your Commerce7 winery to any AI agent and run your entire direct-to-consumer business through natural conversation.
The OpenAI Agents SDK auto-discovers all 12 tools from Commerce7 through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Commerce7, another analyzes results, and a third generates reports, all orchestrated through Vinkius.
What you can do
- Customers — Search by name, email, or phone; view lifetime value, club status, and order history
- Orders — Track wine purchases, online orders, club shipments, and POS sales with full line items
- Wine Clubs — Manage wine club memberships, allocation tiers, shipment schedules, and member retention
- Products — Browse your wine catalog with tasting notes, scores, pricing tiers, and vintage details
- Reservations — View tasting room bookings by date with party size, experience type, and host
- Inventory — Real-time stock levels: available, allocated, committed, and on-hand
- Collections & Coupons — Organize wine catalog categories and manage discount codes
The Commerce7 MCP Server exposes 12 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 Commerce7 to OpenAI Agents SDK via MCP
Follow these steps to integrate the Commerce7 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 12 tools from Commerce7
Why Use OpenAI Agents SDK with the Commerce7 MCP Server
OpenAI Agents SDK provides unique advantages when paired with Commerce7 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
Commerce7 + OpenAI Agents SDK Use Cases
Practical scenarios where OpenAI Agents SDK combined with the Commerce7 MCP Server delivers measurable value.
Automated workflows: build agents that query Commerce7, process the data, and trigger follow-up actions autonomously
Multi-agent orchestration: create specialist agents. one queries Commerce7, another analyzes results, a third generates reports
Data enrichment pipelines: stream data through Commerce7 tools and transform it with OpenAI models in a single async loop
Customer support bots: agents query Commerce7 to resolve tickets, look up records, and update statuses without human intervention
Commerce7 MCP Tools for OpenAI Agents SDK (12)
These 12 tools become available when you connect Commerce7 to OpenAI Agents SDK via MCP:
get_customer
Get customer profile
get_order
Get order details
get_product
Get wine product details
list_club_members
List club members
list_clubs
The backbone of winery DTC revenue. List wine clubs
list_collections
Used for organizing the wine catalog. List wine collections
list_coupons
With usage limits, expiry dates, and redemption counts. List active coupons
list_inventory
List wine inventory
list_orders
Filter by status: Fulfilled, Processing, Pending. Shows items, totals, and shipping. List wine orders
list_products
The wine catalog powering ecommerce and POS. List wine products
list_reservations
Filter by date for daily planning. List tasting reservations
search_customers
Returns customer profile, lifetime value, wine club status, order history, and tasting room visits. Essential for DTC relationship management. Search wine customers
Example Prompts for Commerce7 in OpenAI Agents SDK
Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Commerce7 immediately.
"How many wine club members renewed this month?"
"Show me the details for order number 'ORD-892'."
"Are there any reservations for the tasting room tomorrow?"
Troubleshooting Commerce7 MCP Server with OpenAI Agents SDK
Common issues when connecting Commerce7 to OpenAI Agents SDK through the Vinkius, and how to resolve them.
MCPServerStreamableHttp not found
pip install --upgrade openai-agentsAgent not calling tools
Commerce7 + OpenAI Agents SDK FAQ
Common questions about integrating Commerce7 MCP Server with OpenAI Agents SDK.
How does the OpenAI Agents SDK connect to MCP?
MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.Can I use multiple MCP servers in one agent?
MCPServerSse instances to the agent constructor. The agent can use tools from all connected servers within a single run.Does the SDK support streaming responses?
Connect Commerce7 with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Commerce7 to OpenAI Agents SDK
Get your token, paste the configuration, and start using 12 tools in under 2 minutes. No API key management needed.