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How to Use the Moloni (Cloud Invoicing & Fiscal Management) MCP in LangChain

Build multi-step invoicing pipelines and trace every Portuguese tax document with LangChain.

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Connect Moloni (Cloud Invoicing & Fiscal Management) MCP to LangChain

Create your Vinkius account to connect Moloni (Cloud Invoicing & Fiscal Management) 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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Chain VAT checks and invoice generation in LangChain

Your LangChain agent can run a complete billing sequence without manual code using this MCP Server. It checks the customer's tax ID with `get_customer_by_vat`, spins up a profile using `create_customer` if they are new, and generates the final invoice. Because every step is a link in a chain, the output of the tax verification feeds directly into the billing tool. You can trace this entire data flow in LangSmith to keep your accounting audits clean.

Audit billing history using LangGraph state

Run complex multi-step reasoning to reconcile pending payments. Your agent pulls historical data with `list_invoices` and matches it against `list_receipts` to flag unpaid accounts. LangGraph maintains the state of your audit run. The agent decides when to pull credit notes via `list_credit_notes` or verify tax rates with `list_taxes` based on what it finds in previous steps.

Keep inventory in sync with automated stock checks

Connect your inventory database to the billing system. This MCP Server lets your agent monitor stock changes using `list_product_stocks` and update items on the fly. When stock runs low, the agent uses `list_products` to identify the gap and drafts a proforma invoice using `list_estimates`. You get real-time stock management driven by logic, not manual entry.

Setup guide

Set up Moloni (Cloud Invoicing & Fiscal Management) 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 Moloni (Cloud Invoicing & Fiscal Management) 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({
    "moloni-cloud-invoicing-fiscal-management-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 Moloni (Cloud Invoicing & Fiscal Management) 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 Moloni. 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.

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Common questions about Moloni (Cloud Invoicing & Fiscal Management) MCP in LangChain

You pass the `list_taxes` tool to your LangChain agent inside your chain configuration. The agent calls this tool to retrieve active VAT rates, ensuring every invoice matches Portuguese tax rules before finalizing the document.
Yes, you can track every API call in LangSmith. If `create_customer` fails due to an invalid NIF, LangSmith displays the exact input payload and the error returned by the server, making debugging simple.
Set up a ReAct agent equipped with `list_products` and `list_product_stocks`. The agent will loop through your inventory, verify current levels, and flag discrepancies without you writing custom loops.
Install the adapter and initialize the MCP client. Pass the tools from `get_tools()` directly into your agent constructor to let your graphs invoke billing actions on demand.
Your customer names, VAT numbers, and invoice details pass through a secure, isolated sandbox. No tax or financial records are stored on Vinkius servers, ensuring complete compliance with EU data regulations.

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