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How to Use the WhatsApp Business Alternative MCP in LangChain

Build multi-step conversational workflows with LangChain and the MCP Server.

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Works with every AI agent you already use

…and any MCP-compatible client

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LangChain

Connect WhatsApp Business Alternative MCP to LangChain

Create your Vinkius account to connect WhatsApp Business Alternative to LangChain 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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Managing WhatsApp Templates

Use `list_message_templates` to see all available message templates for your account. This lets you check which pre-approved formats are ready to go before sending anything. Then, if you need to remove an old template, just call `delete_message_template`. It handles the deletion directly on the backend.

Handling Profile Data

Need basic info about your WhatsApp Business setup? The `get_business_profile` tool pulls that data for you. You get a quick look at what's registered under your account. If you need to check the core details of the WABA account, use `get_waba_details`. This gives you deeper insight into the main credentials.

Sending Messages

To start a conversation, call `send_template_message` and send out pre-approved templates. You'll specify which template to use and what variables need filling. For immediate customer service needs, you can execute `send_text_message`. Remember, this usually requires an active customer service window being open.

Setup guide

Set up WhatsApp Business Alternative MCP in LangChain

Prerequisites

  • Python 3.10+ installed
  • langchain-mcp-adapters + langgraph packages
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install dependencies

    Run pip install langchain-mcp-adapters langgraph langchain-openai. The MCP adapters package converts MCP tools into native LangChain BaseTool objects.

  2. 2

    Connect via HTTP transport

    Use MultiServerMCPClient with "transport": "http" pointing to your Vinkius endpoint. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com.

  3. 3

    Create a ReAct agent

    Pass the discovered tools to create_react_agent() from LangGraph. The agent automatically routes WhatsApp Business Alternative tool calls through the MCP protocol.

  4. 4

    Run with any LLM

    Swap ChatOpenAI for ChatAnthropic, ChatGoogleGenerativeAI, or any LangChain-compatible model. The MCP tools work identically across all providers.

agent.py
from langchain_mcp_adapters.client import MultiServerMCPClient
from langgraph.prebuilt import create_react_agent
from langchain_openai import ChatOpenAI

async with MultiServerMCPClient({
    "whatsapp-business-alternative-mcp": {
        "transport": "http",
        "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
    }
}) as client:
    tools = client.get_tools()

    agent = create_react_agent(
        ChatOpenAI(model="gpt-4o"),
        tools,
    )
    result = await agent.ainvoke({
        "messages": "List recent WhatsApp Business Alternative transactions"
    })
    print(result["messages"][-1].content)

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by WhatsApp Business. 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

Vinkius connects your tools to AI with real-time monitoring and automatic cost savings — all from one dashboard.

Real-time monitoring

Live

visibility into every interaction

Connect your favorite tools to your AI and see exactly what's happening — every request, every response, in real time.

Built-in savings

60%

lower AI costs

Vinkius compresses data between your apps and your AI automatically. Lower bills every month — no configuration required.

Single dashboard

One

place for every integration

Every tool your AI connects to, managed from a single screen. One account, complete control.

Common questions about WhatsApp Business Alternative MCP in LangChain

The MCP Server exposes specific tools—like `send_text_message` or `get_business_profile`—that your LangChain agent can call. This means you don't write complex API code; you just chain tool calls together in a multi-step process.
This server touches account and profile information (e.g., `get_business_profile` output). All tool calls are observed via LangSmith tracing, so you know exactly what data was accessed during the chain run.
Absolutely. You can use `list_message_templates` to pull a list of templates and then decide if you need to delete one with `delete_message_template`. The agent decides the whole sequence.
You should use `send_template_message` for reliable communication. Since it's a structured template, your multi-agent chain can ensure all required parameters are filled before sending.
Yes, the server handles account details and profile information (e.g., `get_waba_details`). It's critical to monitor tool inputs carefully since this is what gets passed through your chains.

Start using the WhatsApp Business Alternative MCP today

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Built & Managed by Vinkius 30s setup 8 tools

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