How to Use the ArcGIS Alternative MCP in LlamaIndex
Index live map data and geographic routes with ArcGIS Alternative and LlamaIndex.
Works with every AI agent you already use
…and any MCP-compatible client
Connect ArcGIS Alternative MCP to LlamaIndex
Create your Vinkius account to connect ArcGIS Alternative 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.
Vector search for geographic places
The `search_places` tool grabs names, addresses, and distances for specific categories near a coordinate pair. LlamaIndex takes this raw JSON output and converts it into searchable documents. You build a RAG application that knows exactly where every hospital or gas station is within a 5000-meter radius. Instead of just answering a single question, your agent stores the geographic context. When a user asks about nearby coffee shops later in the session, the engine queries the vector store first. It grounds responses in actual map data rather than guessing locations.
Indexing terrain and travel routes via MCP Server
The `get_route` tool returns turn-by-turn directions and travel times, while `get_elevation` pulls altitude in meters for specific coordinate pairs. You feed these results directly into your unified index. Now your knowledge base includes exact travel logistics and terrain profiles. This changes how you handle logistics queries. A user asks about delivery times, and LlamaIndex cross-references your internal policy documents with live driving distances pulled from the API. The agent synthesizes both data sources into a single, accurate answer.
Translating addresses for semantic search
The `geocode_address` tool assigns precise coordinates and confidence scores to free-form text locations. `reverse_geocode` does the exact opposite, turning raw GPS pings into readable street names. LlamaIndex uses these tools to tag documents with accurate spatial metadata. Imagine feeding a stack of messy field reports into your index. The agent extracts the rough location descriptions, runs them through the geocoder, and tags the resulting vectors with exact coordinates. You can now perform spatial queries against unstructured text documents.
Set up ArcGIS Alternative 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 ArcGIS Alternative 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 ArcGIS Alternative tools.",
)
response = await agent.run("List recent ArcGIS Alternative data") Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by ArcGIS. 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 ArcGIS Alternative MCP in LlamaIndex
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