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How to Use the ArcGIS Alternative MCP in Pydantic AI

Enforce strict runtime validation for GIS data using Pydantic AI and this MCP Server.

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Pydantic AI

Connect ArcGIS Alternative MCP to Pydantic AI

Create your Vinkius account to connect ArcGIS Alternative to Pydantic AI and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Validate coordinate data with Pydantic AI

The `geocode_address` tool transforms messy string inputs into structured longitude and latitude pairs with confidence scores. Because your framework validates every response against strict Pydantic models, a missing coordinate field triggers an immediate, loud error instead of silently corrupting your database. Once the location is verified, `search_places` finds nearby amenities like hotels or restaurants within a defined radius. You get back a clean list of names, distances, and categories that perfectly match your predefined schemas, regardless of whether you run OpenAI or a local model.

Calculate exact routes and terrain changes

Feeding semicolon-separated coordinates into the `get_route` tool generates turn-by-turn directions, total distances, and travel times. Your agent can request specific travel modes like trucking or walking, and the framework ensures the returned geometry string is properly formatted before saving it. Terrain analysis relies on `get_elevation` to pull altitude metrics in meters for specific coordinate pairs. If the API returns a string instead of a float for the elevation value, Pydantic AI stops the execution cold, preventing math errors downstream in your application.

Translate raw GPS pings into street names

Your system can pass raw device coordinates to the `reverse_geocode` tool and get back the nearest physical address and place name. Fleet management tools rely on this exact output to map vehicle locations to actual streets without hallucinating nonexistent intersections. For rendering the final output, `get_basemap_styles` provides valid style IDs and thumbnail URLs for your frontend maps. The unified `MCPToolset` setup connects to the external server via Streamable HTTP, guaranteeing that your agent always has access to the latest map layers.

Setup guide

Set up ArcGIS Alternative MCP in Pydantic AI

Prerequisites

  • Python 3.10+ installed
  • pydantic-ai-slim[fastmcp] package
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install Pydantic AI with FastMCP

    Run pip install "pydantic-ai-slim[fastmcp]". The FastMCP toolset replaces the deprecated MCPServerHTTP class with full protocol support.

  2. 2

    Configure the FastMCPToolset

    Pass a JSON-style config dict to FastMCPToolset with your Vinkius URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. Supports Streamable HTTP, SSE, and Stdio transports.

  3. 3

    Create and run your agent

    Pass the toolset to Agent(toolsets=[toolset]) and call agent.run(). Swap openai:gpt-4o for any supported model — Anthropic, Google, Mistral, or Groq.

agent.py
from pydantic_ai import Agent
from pydantic_ai.toolsets.fastmcp import FastMCPToolset

toolset = FastMCPToolset({
    "mcpServers": {
        "arcgis-alternative-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

agent = Agent(
    "openai:gpt-4o",
    toolsets=[toolset],
    system_prompt="You have access to ArcGIS Alternative tools.",
)

result = await agent.run("List recent ArcGIS Alternative transactions")
print(result.output)

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Common questions about ArcGIS Alternative MCP in Pydantic AI

Install `pydantic-ai-slim[mcp]` and create an `MCPToolset` using your HTTP endpoint. Pass this toolset array into your Agent definition to expose the spatial functions.
Yes. If the tool returns malformed longitude or latitude strings, the framework throws a validation error immediately. You never have to deal with silent data corruption.
The framework is completely model-agnostic. As long as your local LLM supports function calling, it can interact with this MCP server to calculate routes and geocode addresses.
You likely passed a malformed coordinate string. The routing tool expects stops formatted strictly as semicolon-separated longitude and latitude pairs.
Vinkius hosts the connection in a completely ephemeral environment. The raw GPS pings and elevation queries your agent sends are wiped from memory the millisecond the request completes.

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