Gipuzkoa Irekia MCP Server for LlamaIndexGive LlamaIndex 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

LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Gipuzkoa Irekia as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.

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The Gipuzkoa Irekia MCP Server for LlamaIndex is a standout in the Knowledge Management category — giving your AI agent 9 tools to work with, ready to go from day one.

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python

import asyncio
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    mcp_client = BasicMCPClient("https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
    mcp_tool_spec = McpToolSpec(client=mcp_client)
    tools = await mcp_tool_spec.to_tool_list_async()

    agent = FunctionAgent(
        tools=tools,
        llm=OpenAI(model="gpt-4o"),
        system_prompt=(
            "You are an assistant with access to Gipuzkoa Irekia. "
            "You have 9 tools available."
        ),
    )

    response = await agent.run(
        "What tools are available in Gipuzkoa Irekia?"
    )
    print(response)

asyncio.run(main())

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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.

LlamaIndex agents combine Gipuzkoa Irekia tool responses with indexed documents for comprehensive, grounded answers. Connect 9 tools through Vinkius and query live data alongside vector stores and SQL databases in a single turn. ideal for hybrid search, data enrichment, and analytical workflows.

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 LlamaIndex 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 LlamaIndex

When LlamaIndex 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 LlamaIndex via MCP

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

Install dependencies

Run pip install llama-index-tools-mcp llama-index-llms-openai

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Run the agent

Save to agent.py and run: python agent.py

Explore tools

The agent discovers 9 tools from Gipuzkoa Irekia

Why Use LlamaIndex with the Gipuzkoa Irekia MCP Server

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

Data-first architecture: LlamaIndex agents combine Gipuzkoa Irekia tool responses with indexed documents for comprehensive, grounded answers

Query pipeline framework lets you chain Gipuzkoa Irekia tool calls with transformations, filters, and re-rankers in a typed pipeline

Multi-source reasoning: agents can query Gipuzkoa Irekia, a vector store, and a SQL database in a single turn and synthesize results

Observability integrations show exactly what Gipuzkoa Irekia tools were called, what data was returned, and how it influenced the final answer

Gipuzkoa Irekia + LlamaIndex Use Cases

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

Hybrid search: combine Gipuzkoa Irekia real-time data with embedded document indexes for answers that are both current and comprehensive

Data enrichment: query Gipuzkoa Irekia to augment indexed data with live information before generating user-facing responses

Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Gipuzkoa Irekia for fresh data

Analytical workflows: chain Gipuzkoa Irekia queries with LlamaIndex's data connectors to build multi-source analytical reports

Example Prompts for Gipuzkoa Irekia in LlamaIndex

Ready-to-use prompts you can give your LlamaIndex 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 LlamaIndex

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

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

Gipuzkoa Irekia + LlamaIndex FAQ

Common questions about integrating Gipuzkoa Irekia MCP Server with LlamaIndex.

How does LlamaIndex connect to MCP servers?

Use the MCP client adapter to create a connection. LlamaIndex discovers all tools and wraps them as query engine tools compatible with any LlamaIndex agent.

Can I combine MCP tools with vector stores?

Yes. LlamaIndex agents can query Gipuzkoa Irekia tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.