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Open Data Euskadi MCP Server for LangChainGive LangChain instant access to 2 tools to Execute Sparql Query and Search Euskadi Content

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LangChain is the leading Python framework for composable LLM applications. Connect Open Data Euskadi 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 Open Data Euskadi MCP Server for LangChain is a standout in the Data Analytics category — giving your AI agent 2 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({
        "open-data-euskadi": {
            "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 Open Data Euskadi, show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())
Open Data Euskadi
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 Open Data Euskadi MCP Server

Connect to the Open Data Euskadi ecosystem and interact with the Basque Government's official public data through natural conversation. This server provides direct access to a vast catalog of administrative and semantic information.

LangChain's ecosystem of 500+ components combines seamlessly with Open Data Euskadi through native MCP adapters. Connect 2 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

  • Content Search — Query the Euskadi.eus catalog for grants, public contracts, news, and administrative procedures using advanced filters.
  • Linked Open Data (LOD) — Execute raw SPARQL queries against the GraphDB endpoint to retrieve structured RDF data for deep analysis.
  • Administrative Transparency — Access real-time information on public announcements, board notices, and governmental publications.
  • Meteorological Data — Retrieve specialized datasets, including weather information from Euskalmet when authorized.
  • Metadata Filtering — Narrow down results by language, date ranges, and specific portal contexts to find exactly what you need.

The Open Data Euskadi MCP Server exposes 2 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 2 Open Data Euskadi tools available for LangChain

When LangChain connects to Open Data Euskadi through Vinkius, your AI agent gets direct access to every tool listed below — spanning open-data, sparql, 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.

execute

Execute sparql query on Open Data Euskadi

Execute a SPARQL query against Open Data Euskadi

search

Search euskadi content on Open Data Euskadi

Search the Euskadi.eus content catalog

Connect Open Data Euskadi to LangChain via MCP

Follow these steps to wire Open Data Euskadi 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 2 tools from Open Data Euskadi via MCP

Why Use LangChain with the Open Data Euskadi MCP Server

LangChain provides unique advantages when paired with Open Data Euskadi through the Model Context Protocol.

01

The largest ecosystem of integrations, chains, and agents. combine Open Data Euskadi 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 Open Data Euskadi queries for multi-turn workflows

Open Data Euskadi + LangChain Use Cases

Practical scenarios where LangChain combined with the Open Data Euskadi MCP Server delivers measurable value.

01

RAG with live data: combine Open Data Euskadi tool results with vector store retrievals for answers grounded in both real-time and historical data

02

Autonomous research agents: LangChain agents query Open Data Euskadi, synthesize findings, and generate comprehensive research reports

03

Multi-tool orchestration: chain Open Data Euskadi tools with web scrapers, databases, and calculators in a single agent run

04

Production monitoring: use LangSmith to trace every Open Data Euskadi tool call, measure latency, and optimize your agent's performance

Example Prompts for Open Data Euskadi in LangChain

Ready-to-use prompts you can give your LangChain agent to start working with Open Data Euskadi immediately.

01

"Search for active grants (ayuda_subvencion) in the Euskadi content catalog."

02

"Execute a SPARQL query to list the first 10 datasets in the Linked Open Data graph."

03

"Find news related to 'sustainability' in the Euskadi portal context."

Troubleshooting Open Data Euskadi MCP Server with LangChain

Common issues when connecting Open Data Euskadi to LangChain through Vinkius, and how to resolve them.

01

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

Open Data Euskadi + LangChain FAQ

Common questions about integrating Open Data Euskadi 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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