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REST Countries MCP Server for LlamaIndex 6 tools — connect in under 2 minutes

Built by Vinkius GDPR 6 Tools Framework

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

Vinkius supports streamable HTTP and SSE.

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 REST Countries. "
            "You have 6 tools available."
        ),
    )

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

asyncio.run(main())
REST Countries
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About REST Countries MCP Server

Empower your AI agent to orchestrate your entire global research workflow with REST Countries, the authoritative source for geographic and geopolitical data. By connecting REST Countries to your agent, you transform complex demographic searches into a natural conversation. Your agent can instantly search for countries, audit currency distributions, and retrieve language metadata without you ever touching a technical database. Whether you are conducting market expansion research or building global applications, your agent acts as a real-time geographic consultant, ensuring your data is always comprehensive and well-categorized.

LlamaIndex agents combine REST Countries tool responses with indexed documents for comprehensive, grounded answers. Connect 6 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

  • Country Auditing — Search for any country by its common or official name and retrieve detailed metadata, including capitals and population counts.
  • Regional Oversight — Browse countries by region or subregion to maintain a clear view of global geographic distributions.
  • Economic Intelligence — Query countries by currency to understand the reach of specific financial systems instantly.
  • Linguistic Discovery — Retrieve lists of countries that speak specific languages to assist in localization planning.
  • Spatial Discovery — Retrieve official flags and geographic coordinates for any country ID to maintain visual and spatial context.

The REST Countries MCP Server exposes 6 tools through the Vinkius. Connect it to LlamaIndex in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect REST Countries to LlamaIndex via MCP

Follow these steps to integrate the REST Countries MCP Server with LlamaIndex.

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 6 tools from REST Countries

Why Use LlamaIndex with the REST Countries MCP Server

LlamaIndex provides unique advantages when paired with REST Countries through the Model Context Protocol.

01

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

02

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

03

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

04

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

REST Countries + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the REST Countries MCP Server delivers measurable value.

01

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

02

Data enrichment: query REST Countries 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 REST Countries for fresh data

04

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

REST Countries MCP Tools for LlamaIndex (6)

These 6 tools become available when you connect REST Countries to LlamaIndex via MCP:

01

get_all_countries

Get a list of all countries in the world

02

get_countries_by_currency

List countries that use a specific currency

03

get_countries_by_language

List countries that speak a specific language

04

get_countries_by_region

List countries in a specific region or subregion

05

get_country_by_code

Search for a country by its ISO alpha-2 or alpha-3 code

06

get_country_by_name

Search for a country by its common or official name

Example Prompts for REST Countries in LlamaIndex

Ready-to-use prompts you can give your LlamaIndex agent to start working with REST Countries immediately.

01

"Search for the country 'Brazil' using REST Countries."

02

"List all countries in the region 'Europe'."

03

"Which countries speak 'Spanish'?"

Troubleshooting REST Countries MCP Server with LlamaIndex

Common issues when connecting REST Countries to LlamaIndex through the Vinkius, and how to resolve them.

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

REST Countries + LlamaIndex FAQ

Common questions about integrating REST Countries 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 REST Countries 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.

Connect REST Countries to LlamaIndex

Get your token, paste the configuration, and start using 6 tools in under 2 minutes. No API key management needed.