Datos.gob.es (Catálogo Nacional) MCP Server for LangChainGive LangChain instant access to 22 tools to Get Country Spain, Get Dataset, Get Province, and more
LangChain is the leading Python framework for composable LLM applications. Connect Datos.gob.es (Catálogo Nacional) 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 Datos.gob.es (Catálogo Nacional) MCP Server for LangChain is a standout in the Knowledge Management category — giving your AI agent 22 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
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({
"datosgobes-catalogo-nacional": {
"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 Datos.gob.es (Catálogo Nacional), 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 Datos.gob.es (Catálogo Nacional) MCP Server
Connect to the official Datos.gob.es API to explore Spain's vast repository of public sector information. This MCP server allows AI agents to query, filter, and analyze thousands of datasets from national, regional, and local administrations.
LangChain's ecosystem of 500+ components combines seamlessly with Datos.gob.es (Catálogo Nacional) through native MCP adapters. Connect 22 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
- Dataset Discovery — Search for specific datasets by title or browse the entire catalog with advanced pagination and sorting.
- Advanced Filtering — Narrow down results by publisher ID, specific themes (e.g., health, economy), or file formats like CSV, JSON, and RDF.
- Geographic Analysis — Filter data by spatial scope, including provinces, regions, or specific administrative levels.
- Metadata Inspection — Retrieve detailed metadata for any dataset, including its distributions, update frequency, and issuing body.
- Public Sector Mapping — List and inspect public sector organizations, provinces, and regions involved in the open data ecosystem.
The Datos.gob.es (Catálogo Nacional) MCP Server exposes 22 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 22 Datos.gob.es (Catálogo Nacional) tools available for LangChain
When LangChain connects to Datos.gob.es (Catálogo Nacional) through Vinkius, your AI agent gets direct access to every tool listed below — spanning open-data, spain, public-sector, 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 country spain on Datos.gob.es (Catálogo Nacional)
Get country-level information for Spain
Get dataset on Datos.gob.es (Catálogo Nacional)
Get a specific dataset by its URI identifier
Get province on Datos.gob.es (Catálogo Nacional)
g., Madrid). Get a specific province by ID
Get public sector on Datos.gob.es (Catálogo Nacional)
g., comercio). Get a specific primary sector by ID
Get region on Datos.gob.es (Catálogo Nacional)
g., Comunidad-Madrid). Get a specific Autonomous Community (Region) by ID
List datasets on Datos.gob.es (Catálogo Nacional)
gob.es catalog. Get all datasets from the catalog
List datasets by date on Datos.gob.es (Catálogo Nacional)
Filter datasets by modification date range
List datasets by format on Datos.gob.es (Catálogo Nacional)
g., csv). Filter datasets by format
List datasets by keyword on Datos.gob.es (Catálogo Nacional)
Filter datasets by keyword
List datasets by publisher on Datos.gob.es (Catálogo Nacional)
g., A16003011). Filter datasets by publisher ID
List datasets by spatial on Datos.gob.es (Catálogo Nacional)
g., word1=Autonomia, word2=Pais-Vasco). Filter datasets by geographic scope
List datasets by theme on Datos.gob.es (Catálogo Nacional)
g., hacienda). Filter datasets by theme/category
List distributions on Datos.gob.es (Catálogo Nacional)
Get all data distributions
List distributions by dataset on Datos.gob.es (Catálogo Nacional)
Get distributions by dataset ID
List distributions by format on Datos.gob.es (Catálogo Nacional)
g., csv). Filter distributions by format
List provinces on Datos.gob.es (Catálogo Nacional)
Get all provinces
List public sectors on Datos.gob.es (Catálogo Nacional)
Get the taxonomy of primary sectors
List publishers on Datos.gob.es (Catálogo Nacional)
Get all publishers in the catalog
List regions on Datos.gob.es (Catálogo Nacional)
Get all Autonomous Communities (Regions)
List spatial options on Datos.gob.es (Catálogo Nacional)
Get all geographic coverage options
List themes on Datos.gob.es (Catálogo Nacional)
Get all categories/themes
Search datasets by title on Datos.gob.es (Catálogo Nacional)
Search datasets by title
Connect Datos.gob.es (Catálogo Nacional) to LangChain via MCP
Follow these steps to wire Datos.gob.es (Catálogo Nacional) 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 Datos.gob.es (Catálogo Nacional) MCP Server
LangChain provides unique advantages when paired with Datos.gob.es (Catálogo Nacional) through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Datos.gob.es (Catálogo Nacional) 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 Datos.gob.es (Catálogo Nacional) queries for multi-turn workflows
Datos.gob.es (Catálogo Nacional) + LangChain Use Cases
Practical scenarios where LangChain combined with the Datos.gob.es (Catálogo Nacional) MCP Server delivers measurable value.
RAG with live data: combine Datos.gob.es (Catálogo Nacional) tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Datos.gob.es (Catálogo Nacional), synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Datos.gob.es (Catálogo Nacional) tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Datos.gob.es (Catálogo Nacional) tool call, measure latency, and optimize your agent's performance
Example Prompts for Datos.gob.es (Catálogo Nacional) in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Datos.gob.es (Catálogo Nacional) immediately.
"Search for datasets related to 'transporte' in the Spanish open data catalog."
"List all datasets that are available in CSV format."
"Show me the themes or categories available in the Datos.gob.es catalog."
Troubleshooting Datos.gob.es (Catálogo Nacional) MCP Server with LangChain
Common issues when connecting Datos.gob.es (Catálogo Nacional) to LangChain through Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersDatos.gob.es (Catálogo Nacional) + LangChain FAQ
Common questions about integrating Datos.gob.es (Catálogo Nacional) 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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