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How to Use the Acre Dados Abertos MCP in LangChain

Chain Acre Dados Abertos data directly into your LangChain pipelines for automated reasoning.

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Works with every AI agent you already use

…and any MCP-compatible client

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LangChain

Connect Acre Dados Abertos MCP to LangChain

Create your Vinkius account to connect Acre Dados Abertos 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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Build multi-step logic with LangChain

Feed live government data into your agent chains. Use `search_datastore` to grab specific records and pipe that output into your next prompt. Your LangChain agent handles the flow. It decides when to trigger `get_package` or `list_groups` based on the context of your current task.

Trace your data calls

Watch every step your agent takes. LangSmith records the latency and input tokens whenever your chain invokes an MCP Server tool. Check exactly what `list_organizations` returned before the next step runs. You'll catch errors in your reasoning logic before they cascade.

Integrate stateful sessions

Connect this MCP Server to your persistent memory. Use client sessions so your agent remembers previous queries about Acre datasets. Link `search_packages` results with other databases in your chain. You get a unified view of state information without manual data munging.

Setup guide

Set up Acre Dados Abertos 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 Acre Dados Abertos 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({
    "acre-dados-abertos-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 Acre Dados Abertos 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 Acre Dados Abertos. 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 Acre Dados Abertos MCP in LangChain

Install the MCP adapters and pass the tool list to your agent constructor. The agent will automatically identify the right tools to call based on your natural language request.
Yes. You can add this server alongside any other tool in your LangChain configuration. The agent manages the tool selection order.
It does. Use the client session object to maintain state across multiple turns in your conversation.
The agent receives an error response directly from the server. You can write fallback logic in your chain to handle the exception.
This server only provides read-only access to public Brazilian government records. No private user data is ever transmitted or stored.

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