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Aragón Open Data MCP Server for LlamaIndexGive LlamaIndex instant access to 15 tools to Count Datasets, Get Dataset, Get Organization, and more

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

Ask AI about this MCP Server for LlamaIndex

The Aragón Open Data MCP Server for LlamaIndex is a standout in the Knowledge Management category — giving your AI agent 15 tools to work with, ready to go from day one.

Built for AI Agents by Vinkius

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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 Aragón Open Data. "
            "You have 15 tools available."
        ),
    )

    response = await agent.run(
        "What tools are available in Aragón Open Data?"
    )
    print(response)

asyncio.run(main())
Aragón Open Data
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High SecurityEnterprise-grade
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<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 Aragón Open Data MCP Server

Connect to the Aragón Open Data portal and unlock a wealth of public information from the Government of Aragón. This MCP server allows your AI agent to browse, search, and analyze regional datasets, statistical views, and organizational metadata through natural language.

LlamaIndex agents combine Aragón Open Data tool responses with indexed documents for comprehensive, grounded answers. Connect 15 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

  • Data Exploration — List all available views and datasets from the GA_OD_Core and CKAN catalogs.
  • Deep Data Preview — Fetch and preview actual records from specific views or resources with support for filtering and pagination.
  • Schema Inspection — Understand the structure of data by retrieving column names and data types for any specific view.
  • Advanced Search — Use Solr-powered queries to find specific datasets, tags, or organizations within the public catalog.
  • Publisher Insights — Retrieve detailed information about the organizations and themes (groups) that publish data in the region.

The Aragón Open Data MCP Server exposes 15 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 15 Aragón Open Data tools available for LlamaIndex

When LlamaIndex connects to Aragón Open Data through Vinkius, your AI agent gets direct access to every tool listed below — spanning open-data, aragon, ckan, 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.

count

Count datasets on Aragón Open Data

Get total dataset count

get

Get dataset on Aragón Open Data

Get dataset details

get

Get organization on Aragón Open Data

Get publisher/organization details

get

Get tag on Aragón Open Data

Get tag details

list

List datasets on Aragón Open Data

List all datasets (packages)

list

List groups on Aragón Open Data

List all themes/groups

list

List organizations on Aragón Open Data

List all publishers/organizations

list

List tags on Aragón Open Data

List all tags

list

List views on Aragón Open Data

List all available views in Aragón Open Data

most

Most downloaded datasets on Aragón Open Data

Get most downloaded datasets

newest

Newest datasets on Aragón Open Data

Get newest datasets

preview

Preview data on Aragón Open Data

By default, it returns the first 1000 records. Preview data from a view or resource

query

Query sparql on Aragón Open Data

Supports ontologies like EI2A, Aragopedia, ELI, and DataCube. Execute a SPARQL query

search

Search datasets on Aragón Open Data

Search for datasets

show

Show columns on Aragón Open Data

Get information about columns for a specific view

Connect Aragón Open Data to LlamaIndex via MCP

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

01

Install dependencies

Run pip install llama-index-tools-mcp llama-index-llms-openai
02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token
03

Run the agent

Save to agent.py and run: python agent.py
04

Explore tools

The agent discovers 15 tools from Aragón Open Data

Why Use LlamaIndex with the Aragón Open Data MCP Server

LlamaIndex provides unique advantages when paired with Aragón Open Data through the Model Context Protocol.

01

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

02

Query pipeline framework lets you chain Aragón Open Data tool calls with transformations, filters, and re-rankers in a typed pipeline

03

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

04

Observability integrations show exactly what Aragón Open Data tools were called, what data was returned, and how it influenced the final answer

Aragón Open Data + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the Aragón Open Data MCP Server delivers measurable value.

01

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

02

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

03

Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Aragón Open Data for fresh data

04

Analytical workflows: chain Aragón Open Data queries with LlamaIndex's data connectors to build multi-source analytical reports

Example Prompts for Aragón Open Data in LlamaIndex

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

01

"List all available data views in Aragón Open Data."

02

"Search for datasets related to 'turismo' in the catalog."

03

"Show me the first 5 records from the view with ID '702'."

Troubleshooting Aragón Open Data MCP Server with LlamaIndex

Common issues when connecting Aragón Open Data to LlamaIndex through Vinkius, and how to resolve them.

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

Aragón Open Data + LlamaIndex FAQ

Common questions about integrating Aragón Open Data MCP Server with LlamaIndex.

01

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.
02

Can I combine MCP tools with vector stores?

Yes. LlamaIndex agents can query Aragón Open Data tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.
03

Does LlamaIndex support async MCP calls?

Yes. LlamaIndex's async agent framework supports concurrent MCP tool calls for high-throughput data processing pipelines.

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