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Datos Abiertos Castilla-La Mancha MCP Server for LlamaIndexGive LlamaIndex instant access to 5 tools to Get Dataset, Get Resource, List Datasets, and more

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LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Datos Abiertos Castilla-La Mancha 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 Datos Abiertos Castilla-La Mancha MCP Server for LlamaIndex is a standout in the Knowledge Management category — giving your AI agent 5 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 Datos Abiertos Castilla-La Mancha. "
            "You have 5 tools available."
        ),
    )

    response = await agent.run(
        "What tools are available in Datos Abiertos Castilla-La Mancha?"
    )
    print(response)

asyncio.run(main())
Datos Abiertos Castilla-La Mancha
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* 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 Datos Abiertos Castilla-La Mancha MCP Server

Connect to the Castilla-La Mancha Open Data portal and explore a wealth of public information from the Spanish region directly through your AI agent. This server allows you to navigate the official CKAN-based repository to find datasets related to economy, environment, health, and more.

LlamaIndex agents combine Datos Abiertos Castilla-La Mancha tool responses with indexed documents for comprehensive, grounded answers. Connect 5 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 — List all available datasets and browse through the portal's catalog using tags and identifiers.
  • Metadata Inspection — Fetch detailed information about specific datasets, including descriptions, update frequency, and maintainers.
  • Resource Access — Identify specific files (CSV, JSON, PDF) within a dataset and retrieve their direct access metadata.
  • Data Querying — Search and filter records directly within tabular resources (CSV/Datastore) without downloading the entire file.
  • Tag Navigation — Explore the organizational structure of the portal by listing all active tags and categories.

The Datos Abiertos Castilla-La Mancha MCP Server exposes 5 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 5 Datos Abiertos Castilla-La Mancha tools available for LlamaIndex

When LlamaIndex connects to Datos Abiertos Castilla-La Mancha through Vinkius, your AI agent gets direct access to every tool listed below — spanning open-data, spain, castilla-la-mancha, 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.

get

Get dataset on Datos Abiertos Castilla-La Mancha

Get details for a specific dataset

get

Get resource on Datos Abiertos Castilla-La Mancha

Get details for a specific resource

list

List datasets on Datos Abiertos Castilla-La Mancha

List all datasets in the portal

list

List tags on Datos Abiertos Castilla-La Mancha

List all tags in the portal

search

Search datastore on Datos Abiertos Castilla-La Mancha

Search records within a datastore resource

Connect Datos Abiertos Castilla-La Mancha to LlamaIndex via MCP

Follow these steps to wire Datos Abiertos Castilla-La Mancha 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 5 tools from Datos Abiertos Castilla-La Mancha

Why Use LlamaIndex with the Datos Abiertos Castilla-La Mancha MCP Server

LlamaIndex provides unique advantages when paired with Datos Abiertos Castilla-La Mancha through the Model Context Protocol.

01

Data-first architecture: LlamaIndex agents combine Datos Abiertos Castilla-La Mancha tool responses with indexed documents for comprehensive, grounded answers

02

Query pipeline framework lets you chain Datos Abiertos Castilla-La Mancha tool calls with transformations, filters, and re-rankers in a typed pipeline

03

Multi-source reasoning: agents can query Datos Abiertos Castilla-La Mancha, a vector store, and a SQL database in a single turn and synthesize results

04

Observability integrations show exactly what Datos Abiertos Castilla-La Mancha tools were called, what data was returned, and how it influenced the final answer

Datos Abiertos Castilla-La Mancha + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the Datos Abiertos Castilla-La Mancha MCP Server delivers measurable value.

01

Hybrid search: combine Datos Abiertos Castilla-La Mancha real-time data with embedded document indexes for answers that are both current and comprehensive

02

Data enrichment: query Datos Abiertos Castilla-La Mancha 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 Datos Abiertos Castilla-La Mancha for fresh data

04

Analytical workflows: chain Datos Abiertos Castilla-La Mancha queries with LlamaIndex's data connectors to build multi-source analytical reports

Example Prompts for Datos Abiertos Castilla-La Mancha in LlamaIndex

Ready-to-use prompts you can give your LlamaIndex agent to start working with Datos Abiertos Castilla-La Mancha immediately.

01

"List all available datasets from the Castilla-La Mancha Open Data portal."

02

"Search for the first 5 records in the datastore resource 'd4e5f6a7-b8c9'."

03

"Get the metadata and resources for the dataset 'centros-sanitarios'."

Troubleshooting Datos Abiertos Castilla-La Mancha MCP Server with LlamaIndex

Common issues when connecting Datos Abiertos Castilla-La Mancha to LlamaIndex through Vinkius, and how to resolve them.

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

Datos Abiertos Castilla-La Mancha + LlamaIndex FAQ

Common questions about integrating Datos Abiertos Castilla-La Mancha 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 Datos Abiertos Castilla-La Mancha 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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