How do I update the inventory level for a product?

Use the `update_product_inventory` tool with the unique product ID and the new total quantity. This will update the quantity field in LeafLink.

Can I fulfill an order using the agent?

Yes, use the `update_order_status` tool with the order number and set the action to 'fulfill' to transition the order status.

Is it possible to see my buyer list?

Absolutely. The `list_wholesale_customers` tool retrieves all organizational buyers and dispensary accounts registered in your LeafLink network.

LeafLink MCP Server for AutoGen 9 tools — connect in under 2 minutes

Name: LeafLink
Availability: InStock
Author: Vinkius

microsoft.github.io/autogen/docs/tools/mcp-tools

Built by Vinkius GDPR 9 Tools Framework

Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add LeafLink as an MCP tool provider through Vinkius and every agent in the group can access live data and take action.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from autogen_agentchat.agents import AssistantAgent
from autogen_ext.tools.mcp import McpWorkbench

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with McpWorkbench(
        server_params={"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"},
        transport="streamable_http",
    ) as workbench:
        tools = await workbench.list_tools()
        agent = AssistantAgent(
            name="leaflink_agent",
            tools=tools,
            system_message=(
                "You help users with LeafLink. "
                "9 tools available."
            ),
        )
        print(f"Agent ready with {len(tools)} tools")

asyncio.run(main())

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About LeafLink MCP Server

Connect your LeafLink account to any AI agent to automate your cannabis wholesale operations. This MCP server enables your agent to manage product listings, monitor real-time inventory, and track received orders directly from natural language.

AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use LeafLink tools. Connect 9 tools through Vinkius and assign role-based access. a data analyst queries while a reviewer validates, with optional human-in-the-loop approval for sensitive operations.

What you can do

Order Oversight — List and retrieve detailed information for all wholesale orders received from buyers
Inventory Visibility — Get real-time stock levels and availability for your entire product catalog
Catalog Management — List, retrieve, create, and update products including pricing and metadata
Status Transitions — Move orders through their lifecycle (accept, fulfill, cancel) via simple commands
Partner Tracking — List registered brands and buyers to maintain clear visibility of your wholesale network

The LeafLink MCP Server exposes 9 tools through the Vinkius. Connect it to AutoGen 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 LeafLink to AutoGen via MCP

Follow these steps to integrate the LeafLink MCP Server with AutoGen.

Install AutoGen

Run pip install "autogen-ext[mcp]"

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Integrate into workflow

Use the agent in your AutoGen multi-agent orchestration

Explore tools

The workbench discovers 9 tools from LeafLink automatically

Why Use AutoGen with the LeafLink MCP Server

AutoGen provides unique advantages when paired with LeafLink through the Model Context Protocol.

Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use LeafLink tools to solve complex tasks

Role-based architecture lets you assign LeafLink tool access to specific agents. a data analyst queries while a reviewer validates

Human-in-the-loop support: agents can pause for human approval before executing sensitive LeafLink tool calls

Code execution sandbox: AutoGen agents can write and run code that processes LeafLink tool responses in an isolated environment

LeafLink + AutoGen Use Cases

Practical scenarios where AutoGen combined with the LeafLink MCP Server delivers measurable value.

Collaborative analysis: one agent queries LeafLink while another validates results and a third generates the final report

Automated review pipelines: a researcher agent fetches data from LeafLink, a critic agent evaluates quality, and a writer produces the output

Interactive planning: agents negotiate task allocation using LeafLink data to make informed decisions about resource distribution

Code generation with live data: an AutoGen coder agent writes scripts that process LeafLink responses in a sandboxed execution environment

LeafLink MCP Tools for AutoGen (9)

These 9 tools become available when you connect LeafLink to AutoGen via MCP:

create_new_product

Requires a JSON body with product details. Add a new product to your wholesale catalog

get_order_details

Get details for a specific order

get_product_details

Get details for a specific product

list_received_orders

List all wholesale orders received

list_wholesale_brands

List all brands in your account

list_wholesale_customers

List all buyers and customers

list_wholesale_products

List all products available in your inventory

update_order_status

g., accept, fulfill, cancel, reject). Transition an order through its lifecycle

update_product_inventory

Update inventory level for a specific product

Example Prompts for LeafLink in AutoGen

Ready-to-use prompts you can give your AutoGen agent to start working with LeafLink immediately.

"Show me all active wholesale orders in LeafLink."

"Check the inventory level for 'Sour Diesel Flower 3.5g'."

"Accept the order #ORD-101."

Troubleshooting LeafLink MCP Server with AutoGen

Common issues when connecting LeafLink to AutoGen through the Vinkius, and how to resolve them.

McpWorkbench not found

Install: pip install "autogen-ext[mcp]"

LeafLink + AutoGen FAQ

Common questions about integrating LeafLink MCP Server with AutoGen.

How does AutoGen connect to MCP servers?

Create an MCP tool adapter and assign it to one or more agents in the group chat. AutoGen agents can then call LeafLink tools during their conversation turns.

Can different agents have different MCP tool access?

Yes. AutoGen's role-based architecture lets you assign specific MCP tools to specific agents, so a querying agent has different capabilities than a reviewing agent.