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IBGE Agregados (SIDRA) MCP Server for LangChainGive LangChain instant access to 5 tools to Get Localidades, Get Metadados, Get Periodos, and more

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LangChain is the leading Python framework for composable LLM applications. Connect IBGE Agregados (SIDRA) through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.

Ask AI about this MCP Server for LangChain

The IBGE Agregados (SIDRA) MCP Server for LangChain is a standout in the Data Analytics category — giving your AI agent 5 tools to work with, ready to go from day one.

Built for AI Agents by Vinkius

Vinkius delivers Streamable HTTP and SSE to any MCP client

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python
import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MultiServerMCPClient({
        "ibge-agregados-sidra": {
            "transport": "streamable_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,
        )
        response = await agent.ainvoke({
            "messages": [{
                "role": "user",
                "content": "Using IBGE Agregados (SIDRA), show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())
IBGE Agregados (SIDRA)
Fully ManagedVinkius Servers
60%Token savings
High SecurityEnterprise-grade
IAMAccess control
EU AI ActCompliant
DLPData protection
V8 IsolateSandboxed
Ed25519Audit chain
<40msKill switch
Stream every event to Splunk, Datadog, or your own webhook in real-time

* 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 IBGE Agregados (SIDRA) MCP Server

Connect to the IBGE SIDRA (System for Automatic Recovery) database and explore Brazil's official statistical aggregates through natural language. This server provides a direct interface to the most comprehensive source of Brazilian demographic and economic data.

LangChain's ecosystem of 500+ components combines seamlessly with IBGE Agregados (SIDRA) through native MCP adapters. Connect 5 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.

What you can do

  • Survey Discovery — List and filter IBGE aggregates (tables) by subject, period, or classification to find exactly the data you need.
  • Metadata Inspection — Retrieve detailed metadata for specific tables to understand the context and methodology of the data.
  • Variable Analysis — Identify all available variables within an aggregate to prepare precise data queries.
  • Temporal Coverage — Check available time periods for any survey to build historical series or snapshots.
  • Geographic Granularity — Discover which territorial levels (National, State, City, etc.) are available for specific datasets.

The IBGE Agregados (SIDRA) MCP Server exposes 5 tools through the Vinkius. Connect it to LangChain in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

All 5 IBGE Agregados (SIDRA) tools available for LangChain

When LangChain connects to IBGE Agregados (SIDRA) through Vinkius, your AI agent gets direct access to every tool listed below — spanning brazil, demographics, statistics, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.

get

Get localidades on IBGE Agregados (SIDRA)

Get available geographic levels for an aggregate

get

Get metadados on IBGE Agregados (SIDRA)

Get metadata for a specific aggregate

get

Get periodos on IBGE Agregados (SIDRA)

Get available time periods for an aggregate

get

Get variaveis on IBGE Agregados (SIDRA)

Get variables for a specific aggregate

list

List agregados on IBGE Agregados (SIDRA)

Allows multidimensional filtering. List IBGE aggregates (surveys/tables)

Connect IBGE Agregados (SIDRA) to LangChain via MCP

Follow these steps to wire IBGE Agregados (SIDRA) into LangChain. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.

01

Install dependencies

Run pip install langchain langchain-mcp-adapters langgraph langchain-openai
02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token
03

Run the agent

Save the code and run python agent.py
04

Explore tools

The agent discovers 5 tools from IBGE Agregados (SIDRA) via MCP

Why Use LangChain with the IBGE Agregados (SIDRA) MCP Server

LangChain provides unique advantages when paired with IBGE Agregados (SIDRA) through the Model Context Protocol.

01

The largest ecosystem of integrations, chains, and agents. combine IBGE Agregados (SIDRA) MCP tools with 500+ LangChain components

02

Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step

03

LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging

04

Memory and conversation persistence let agents maintain context across IBGE Agregados (SIDRA) queries for multi-turn workflows

IBGE Agregados (SIDRA) + LangChain Use Cases

Practical scenarios where LangChain combined with the IBGE Agregados (SIDRA) MCP Server delivers measurable value.

01

RAG with live data: combine IBGE Agregados (SIDRA) tool results with vector store retrievals for answers grounded in both real-time and historical data

02

Autonomous research agents: LangChain agents query IBGE Agregados (SIDRA), synthesize findings, and generate comprehensive research reports

03

Multi-tool orchestration: chain IBGE Agregados (SIDRA) tools with web scrapers, databases, and calculators in a single agent run

04

Production monitoring: use LangSmith to trace every IBGE Agregados (SIDRA) tool call, measure latency, and optimize your agent's performance

Example Prompts for IBGE Agregados (SIDRA) in LangChain

Ready-to-use prompts you can give your LangChain agent to start working with IBGE Agregados (SIDRA) immediately.

01

"List all IBGE aggregates related to 'PIB' (GDP)."

02

"What variables are available for aggregate 1737?"

03

"Show me the available geographic levels for aggregate 5932."

Troubleshooting IBGE Agregados (SIDRA) MCP Server with LangChain

Common issues when connecting IBGE Agregados (SIDRA) to LangChain through Vinkius, and how to resolve them.

01

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

IBGE Agregados (SIDRA) + LangChain FAQ

Common questions about integrating IBGE Agregados (SIDRA) MCP Server with LangChain.

01

How does LangChain connect to MCP servers?

Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.
02

Which LangChain agent types work with MCP?

All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.
03

Can I trace MCP tool calls in LangSmith?

Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.

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