How to Use the Geocode.xyz MCP in LlamaIndex
Index location data from Geocode.xyz directly into your LlamaIndex knowledge base.
Works with every AI agent you already use
…and any MCP-compatible client
Connect Geocode.xyz MCP to LlamaIndex
Create your Vinkius account to connect Geocode.xyz to LlamaIndex and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.
Ground LlamaIndex queries in real-world locations
Run `reverse_geocode` to turn coordinates into human-readable addresses. LlamaIndex then stores these results as searchable nodes in your vector store. This lets you query your historical location data later. You get answers based on actual API results instead of LLM guesses.
Automate address parsing with LlamaIndex
The `geoparse` tool acts as a pre-processor for your documents. You push unstructured text through the tool, then index the output to ensure your data is clean. Your RAG pipeline stays consistent. It's the best way to keep location-heavy data searchable.
Index IP metadata for LlamaIndex agents
Use `ip_geolocation` to tag incoming documents with regional metadata. LlamaIndex stores these tags to improve the relevance of your semantic searches. Your agent retrieves context that matches the user's physical location. It’s a clean way to ground your retrieval process.
Set up Geocode.xyz MCP in LlamaIndex
Prerequisites
- Python 3.10+ installed
-
llama-index-tools-mcppackage - Active Vinkius subscription with a valid endpoint token
- 1
Install dependencies
Run
pip install llama-index-tools-mcp llama-index-llms-openai. The MCP tools package providesBasicMCPClientandMcpToolSpec. - 2
Connect with BasicMCPClient
Point
BasicMCPClientto your Vinkius endpoint URL. Replace[YOUR_TOKEN_HERE]with your token from cloud.vinkius.com. Supports SSE and Streamable HTTP transports. - 3
Convert to LlamaIndex tools
Call
mcp_tool_spec.to_tool_list_async()to convert all Geocode.xyz MCP tools into nativeFunctionToolobjects that any LlamaIndex agent can use. - 4
Run with any LLM
Create a
FunctionAgentwith the tools and your preferred LLM. SwapOpenAIforAnthropic,Gemini, or any LlamaIndex-supported provider.
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI
# Connect to the MCP
mcp_client = BasicMCPClient(
"https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
)
mcp_tool_spec = McpToolSpec(client=mcp_client)
# Convert MCP tools to LlamaIndex tools
tools = await mcp_tool_spec.to_tool_list_async()
# Create and run the agent
agent = FunctionAgent(
tools=tools,
llm=OpenAI(model="gpt-4o"),
system_prompt="You have access to Geocode.xyz tools.",
)
response = await agent.run("List recent Geocode.xyz data") Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Geocode.xyz. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.
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Common questions about Geocode.xyz MCP in LlamaIndex
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