Renfe Data MCP Server for LangChainGive LangChain instant access to 11 tools to Ckan Datastore Search, Ckan Package List, Ckan Package Show, and more
LangChain is the leading Python framework for composable LLM applications. Connect Renfe 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 Renfe Data MCP Server for LangChain is a standout in the Iot Hardware category — giving your AI agent 11 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({
"renfe-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 Renfe 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 Renfe Data MCP Server
Connect to the Renfe Data portal to monitor the Spanish railway network in real-time. This server provides comprehensive access to both live operational data and static historical datasets through the official CKAN infrastructure.
LangChain's ecosystem of 500+ components combines seamlessly with Renfe Data through native MCP adapters. Connect 11 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
- Real-time Tracking — Get precise GPS locations and movement status for Cercanías (commuter) and Long Distance (AVE/LD/MD) trains.
- Trip Updates & Delays — Monitor live delays, cancellations, and platform changes to keep travelers informed.
- CKAN Portal Access — List, search, and inspect metadata for thousands of railway datasets and resources.
- Service Alerts — Retrieve real-time information on accessibility issues, track incidents, or bus substitutions.
- Static Schedules — Fetch direct download URLs for GTFS schedules and station lists for offline analysis.
The Renfe Data MCP Server exposes 11 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 11 Renfe Data tools available for LangChain
When LangChain connects to Renfe Data through Vinkius, your AI agent gets direct access to every tool listed below — spanning railway, real-time-tracking, gps-data, 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.
Ckan datastore search on Renfe Data
Search for data within a resource
Ckan package list on Renfe Data
List all dataset names in Renfe Data
Ckan package show on Renfe Data
Get metadata for a specific dataset
Ckan resource show on Renfe Data
Get metadata for a specific resource
Get avisos on Renfe Data
Get planned service modifications (Avisos)
Get static datasets on Renfe Data
List URLs for static datasets (Schedules & Stations)
Rt alerts cercanias on Renfe Data
Updates every 20 seconds. Get real-time service alerts for Cercanías
Rt trip updates cercanias on Renfe Data
Updates every 20 seconds. Get real-time trip updates for Cercanías
Rt trip updates ld on Renfe Data
Updates every 30 seconds. Get real-time trip updates for AV / LD / MD
Rt vehicle positions cercanias on Renfe Data
Updates every 20 seconds. Get real-time vehicle positions for Cercanías
Rt vehicle positions ld on Renfe Data
Updates every 15 minutes. Get real-time vehicle positions for AV / LD / MD
Connect Renfe Data to LangChain via MCP
Follow these steps to wire Renfe 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 Renfe Data MCP Server
LangChain provides unique advantages when paired with Renfe Data through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Renfe 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 Renfe Data queries for multi-turn workflows
Renfe Data + LangChain Use Cases
Practical scenarios where LangChain combined with the Renfe Data MCP Server delivers measurable value.
RAG with live data: combine Renfe Data tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Renfe Data, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Renfe Data tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Renfe Data tool call, measure latency, and optimize your agent's performance
Example Prompts for Renfe Data in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Renfe Data immediately.
"List all available dataset names in the Renfe Data portal."
"Show me the current real-time positions of Cercanías trains."
"Are there any trip updates or delays for Long Distance trains right now?"
Troubleshooting Renfe Data MCP Server with LangChain
Common issues when connecting Renfe Data to LangChain through Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersRenfe Data + LangChain FAQ
Common questions about integrating Renfe 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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