Gipuzkoa Irekia MCP Server for LangChainGive LangChain instant access to 9 tools to List Groups, List Organizations, List Packages, and more

Name: Gipuzkoa Irekia
Price: 29 USD
Availability: InStock
Rating: 5.0 (1 reviews)
Author: Vinkius

GDPR Free for Subscribers

LangChain is the leading Python framework for composable LLM applications. Connect Gipuzkoa Irekia 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

Open in ChatGPT Open in Claude Open in Perplexity

The Gipuzkoa Irekia MCP Server for LangChain is a standout in the Knowledge Management category — giving your AI agent 9 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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ChatGPT

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VS Code

JetBrains

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+ other MCP clients

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({
        "gipuzkoa-irekia": {
            "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 Gipuzkoa Irekia, show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())

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 Gipuzkoa Irekia MCP Server

Connect to the Gipuzkoa Irekia open data portal and empower your AI agent to explore public sector information from the Gipuzkoa region through natural conversation.

LangChain's ecosystem of 500+ components combines seamlessly with Gipuzkoa Irekia through native MCP adapters. Connect 9 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 (packages) using keywords or filter by organization and metadata
Resource Inspection — Access detailed metadata for specific data files (resources), including formats and download links
Organizational Browsing — List and inspect the various public departments and municipalities that publish data
Thematic Exploration — Navigate data through thematic groups such as transport, environment, or economy
Advanced Querying — Perform Solr-like searches to find precise information within the vast public catalog

The Gipuzkoa Irekia MCP Server exposes 9 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 9 Gipuzkoa Irekia tools available for LangChain

When LangChain connects to Gipuzkoa Irekia through Vinkius, your AI agent gets direct access to every tool listed below — spanning open-data, public-sector, dataset-discovery, 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.

list

List groups on Gipuzkoa Irekia

List all group names

list

List organizations on Gipuzkoa Irekia

List all organization names

list

List packages on Gipuzkoa Irekia

List all dataset (package) names

Search packages on Gipuzkoa Irekia

Search for datasets

Search resources on Gipuzkoa Irekia

Search for resources

show

Show group on Gipuzkoa Irekia

Get details for a specific group

show

Show organization on Gipuzkoa Irekia

Get details for a specific organization

show

Show package on Gipuzkoa Irekia

Get metadata for a specific dataset

show

Show resource on Gipuzkoa Irekia

Get metadata for a specific resource

Connect Gipuzkoa Irekia to LangChain via MCP

Follow these steps to wire Gipuzkoa Irekia into LangChain. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.

Install dependencies

Run pip install langchain langchain-mcp-adapters langgraph langchain-openai

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Run the agent

Save the code and run python agent.py

Explore tools

The agent discovers 9 tools from Gipuzkoa Irekia via MCP

Why Use LangChain with the Gipuzkoa Irekia MCP Server

LangChain provides unique advantages when paired with Gipuzkoa Irekia through the Model Context Protocol.

The largest ecosystem of integrations, chains, and agents. combine Gipuzkoa Irekia 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 Gipuzkoa Irekia queries for multi-turn workflows

Gipuzkoa Irekia + LangChain Use Cases

Practical scenarios where LangChain combined with the Gipuzkoa Irekia MCP Server delivers measurable value.

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

Autonomous research agents: LangChain agents query Gipuzkoa Irekia, synthesize findings, and generate comprehensive research reports

Multi-tool orchestration: chain Gipuzkoa Irekia tools with web scrapers, databases, and calculators in a single agent run

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

Example Prompts for Gipuzkoa Irekia in LangChain

Ready-to-use prompts you can give your LangChain agent to start working with Gipuzkoa Irekia immediately.

"List all the organizations that publish open data in Gipuzkoa."

"Search for datasets related to 'environment' in the Gipuzkoa Irekia catalog."

"Show me the metadata for the dataset named 'presupuestos-municipales'."

Troubleshooting Gipuzkoa Irekia MCP Server with LangChain

Common issues when connecting Gipuzkoa Irekia to LangChain through Vinkius, and how to resolve them.

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

Gipuzkoa Irekia + LangChain FAQ

Common questions about integrating Gipuzkoa Irekia MCP Server with LangChain.

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.

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.