Mato Grosso do Sul Open Data MCP Server for LangChainGive LangChain instant access to 7 tools to Datastore Search, Datastore Search Sql, Get Package, and more
GDPR Free for SubscribersLangChain is the leading Python framework for composable LLM applications. Connect Mato Grosso do Sul Open Data 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 Mato Grosso do Sul Open Data MCP Server for LangChain is a standout in the Data Analytics category — giving your AI agent 7 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
Geminiimport 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({
"mato-grosso-do-sul-open-data": {
"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 Mato Grosso do Sul Open Data, show me what tools are available.",
}]
})
print(response["messages"][-1].content)
asyncio.run(main())
* 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 Mato Grosso do Sul Open Data MCP Server
Connect to the Mato Grosso do Sul (MS) Open Data Portal to explore and analyze public information from the Brazilian state. This server allows AI agents to programmatically access datasets, organizations, and specific resource records.
LangChain's ecosystem of 500+ components combines seamlessly with Mato Grosso do Sul Open Data through native MCP adapters. Connect 7 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
- Datasets & Packages — List all available public data packages and retrieve detailed metadata using
list_packagesandget_package. - Resource Inspection — Drill down into specific files or links within datasets to understand their structure with
get_resource. - DataStore Search — Filter and search through actual records in CSVs or spreadsheets directly using
datastore_search. - SQL Queries — Execute complex SQL statements on DataStore resources for advanced data analysis with
datastore_search_sql. - Organizational Context — List the government organizations and groups responsible for the data via
list_organizationsandlist_groups.
The Mato Grosso do Sul Open Data MCP Server exposes 7 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 7 Mato Grosso do Sul Open Data tools available for LangChain
When LangChain connects to Mato Grosso do Sul Open Data through Vinkius, your AI agent gets direct access to every tool listed below — spanning open-data, brazil, public-records, 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.
Datastore search on Mato Grosso do Sul Open Data
Search data in a DataStore resource
Datastore search sql on Mato Grosso do Sul Open Data
Execute a SQL query on DataStore resources
Get package on Mato Grosso do Sul Open Data
Get details of a specific dataset package
Get resource on Mato Grosso do Sul Open Data
Get details of a specific resource
List groups on Mato Grosso do Sul Open Data
List all groups
List organizations on Mato Grosso do Sul Open Data
List all organizations
List packages on Mato Grosso do Sul Open Data
List all dataset packages
Connect Mato Grosso do Sul Open Data to LangChain via MCP
Follow these steps to wire Mato Grosso do Sul Open Data into LangChain. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install dependencies
pip install langchain langchain-mcp-adapters langgraph langchain-openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
python agent.pyExplore tools
Why Use LangChain with the Mato Grosso do Sul Open Data MCP Server
LangChain provides unique advantages when paired with Mato Grosso do Sul Open Data through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Mato Grosso do Sul Open Data MCP tools with 500+ LangChain components
Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
Memory and conversation persistence let agents maintain context across Mato Grosso do Sul Open Data queries for multi-turn workflows
Mato Grosso do Sul Open Data + LangChain Use Cases
Practical scenarios where LangChain combined with the Mato Grosso do Sul Open Data MCP Server delivers measurable value.
RAG with live data: combine Mato Grosso do Sul Open Data tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Mato Grosso do Sul Open Data, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Mato Grosso do Sul Open Data tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Mato Grosso do Sul Open Data tool call, measure latency, and optimize your agent's performance
Example Prompts for Mato Grosso do Sul Open Data in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Mato Grosso do Sul Open Data immediately.
"List all the public data packages available in Mato Grosso do Sul."
"Search for records containing 'Campo Grande' in the resource ID 550e8400-e29b-41d4-a716-446655440000."
"Run a SQL query to select all columns from resource 'receita-2023' where the value is greater than 1000000."
Troubleshooting Mato Grosso do Sul Open Data MCP Server with LangChain
Common issues when connecting Mato Grosso do Sul Open Data to LangChain through Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersMato Grosso do Sul Open Data + LangChain FAQ
Common questions about integrating Mato Grosso do Sul Open Data MCP Server with LangChain.
How does LangChain connect to MCP servers?
langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.Which LangChain agent types work with MCP?
Can I trace MCP tool calls in LangSmith?
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