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How to Use the IBGE Agregados (SIDRA) MCP in LlamaIndex

Index Brazilian census data from IBGE Agregados (SIDRA) into your LlamaIndex vector stores with this MCP Server.

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Connect IBGE Agregados (SIDRA) MCP to LlamaIndex

Create your Vinkius account to connect IBGE Agregados (SIDRA) to LlamaIndex 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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Index Official Datasets using the MCP Server

The `list_agregados` tool fetches lists of official Brazilian surveys and tables to populate your index. LlamaIndex uses this raw text output to build a searchable knowledge base of available statistical topics. Your agent can query this vector index to find the right table ID. This eliminates manual searching through the IBGE SIDRA portal.

Extract Variables and Metadata for RAG

The `get_variaveis` tool extracts specific data fields from an aggregate, and `get_metadados` retrieves its structural metadata. These tools supply the context needed to ground your LLM's answers in actual census definitions. LlamaIndex ingest pipelines convert these schema details into document nodes. This keeps your agent from hallucinating metrics or using incorrect units of measurement.

Filter by Geography and Time Periods

The `get_localidades` tool retrieves valid geographic levels, while `get_periodos` determines what timeframes are available for a given table. These tools provide the filtering parameters for your queries. By loading these parameters into LlamaIndex, your RAG system can verify if a specific regional or temporal data point exists. It ensures your queries don't fail due to out-of-bounds requests.

Setup guide

Set up IBGE Agregados (SIDRA) MCP in LlamaIndex

Prerequisites

  • Python 3.10+ installed
  • llama-index-tools-mcp package
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install dependencies

    Run pip install llama-index-tools-mcp llama-index-llms-openai. The MCP tools package provides BasicMCPClient and McpToolSpec.

  2. 2

    Connect with BasicMCPClient

    Point BasicMCPClient to your Vinkius endpoint URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. Supports SSE and Streamable HTTP transports.

  3. 3

    Convert to LlamaIndex tools

    Call mcp_tool_spec.to_tool_list_async() to convert all IBGE Agregados (SIDRA) MCP tools into native FunctionTool objects that any LlamaIndex agent can use.

  4. 4

    Run with any LLM

    Create a FunctionAgent with the tools and your preferred LLM. Swap OpenAI for Anthropic, Gemini, or any LlamaIndex-supported provider.

agent.py
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI

# Connect to the MCP
mcp_client = BasicMCPClient(
    "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
)
mcp_tool_spec = McpToolSpec(client=mcp_client)

# Convert MCP tools to LlamaIndex tools
tools = await mcp_tool_spec.to_tool_list_async()

# Create and run the agent
agent = FunctionAgent(
    tools=tools,
    llm=OpenAI(model="gpt-4o"),
    system_prompt="You have access to IBGE Agregados (SIDRA) tools.",
)
response = await agent.run("List recent IBGE Agregados (SIDRA) data")

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by IBGE Agregados (SIDRA). 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 IBGE Agregados (SIDRA) MCP in LlamaIndex

Run `pip install llama-index-tools-mcp` to get started. Use `BasicMCPClient` to connect to your Vinkius endpoint, then pass the tool list to your `FunctionAgent`.
Yes. You can ingest the output of `list_agregados` directly into a vector store. This lets your agent match natural language user queries to the correct IBGE table ID.
It provides live access to official metadata using `get_metadados`. This grounds your agent's responses in real Brazilian economic facts instead of training data.
Yes. You can use LlamaIndex's built-in tool filtering to only expose specific tools like `get_variaveis` to certain agents, keeping your context window clean.
Every request passes through a secure, zero-trust connection. The server handles Brazilian census and economic queries inside isolated, ephemeral environments that destroy data upon session termination.

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