Can I calculate which areas are reachable within a 10-minute drive through my agent?

Yes. Use the `get_isochrones` tool by providing the center coordinates and '10' as the minutes parameter. Your agent will return GeoJSON polygons representing the reachable areas for the specified profile (driving, walking, or cycling).

How do I optimize a delivery route with multiple stops through a conversation?

The `solve_optimization` tool determines the most efficient order to visit a list of coordinates. Your agent will process the request and return the optimized sequence, minimizing either travel time or distance for your logistics workflow.

Can my agent generate a map image for a specific location?

Absolutely. Use the `generate_static_map` tool by specifying the center, zoom, and resolution. Your agent will provide a usable Mapbox static image URL, perfect for visual verification without needing a mapping library.

Mapbox (Maps & Geospatial) MCP Server for OpenAI Agents SDK 10 tools — connect in under 2 minutes

Name: Mapbox (Maps & Geospatial)
Availability: InStock
Author: Vinkius

openai.github.io/openai-agents-python/mcp

Built by Vinkius GDPR 10 Tools SDK

The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Mapbox (Maps & Geospatial) through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MCPServerStreamableHttp(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    ) as mcp_server:

        agent = Agent(
            name="Mapbox (Maps & Geospatial) Assistant",
            instructions=(
                "You help users interact with Mapbox (Maps & Geospatial). "
                "You have access to 10 tools."
            ),
            mcp_servers=[mcp_server],
        )

        result = await Runner.run(
            agent, "List all available tools from Mapbox (Maps & Geospatial)"
        )
        print(result.final_output)

asyncio.run(main())

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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 Mapbox (Maps & Geospatial) MCP Server

Connect your Mapbox account to any AI agent and take full control of world-class geocoding, navigation, and geospatial intelligence through natural conversation.

The OpenAI Agents SDK auto-discovers all 10 tools from Mapbox (Maps & Geospatial) through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Mapbox (Maps & Geospatial), another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

Geocoding & Search — Convert text addresses into precise geographic coordinates (GeoJSON) or perform reverse lookups to identify locations from GPS points directly
Advanced Routing — Calculate driving, walking, or cycling directions between up to 25 points, including real-time traffic-aware ETA and turn-by-turn navigation data
Trip Optimization — Solve the Traveling Salesperson Problem (TSP) by determining the most efficient order to visit multiple coordinates to minimize travel time
Isochrone Analysis — Compute reachable area polygons within specific travel times (e.g., 'What areas are within a 15-minute walk?') for urban planning and delivery logic
Road Snapping — Align noisy or distorted GPS traces perfectly onto the road network using native map matching configurations for accurate tracking
Geospatial Intelligence — Query high-resolution elevation data for any coordinate or generate static map image URLs for rapid visual verification
Logistics Matrices — Compute all-to-all travel times and distances between multiple origins and destinations to optimize fleet management workflows

The Mapbox (Maps & Geospatial) MCP Server exposes 10 tools through the Vinkius. Connect it to OpenAI Agents SDK 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 Mapbox (Maps & Geospatial) to OpenAI Agents SDK via MCP

Follow these steps to integrate the Mapbox (Maps & Geospatial) MCP Server with OpenAI Agents SDK.

Install the SDK

Run pip install openai-agents in your Python environment

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com

Run the script

Save the code above and run it: python agent.py

Explore tools

The agent will automatically discover 10 tools from Mapbox (Maps & Geospatial)

Why Use OpenAI Agents SDK with the Mapbox (Maps & Geospatial) MCP Server

OpenAI Agents SDK provides unique advantages when paired with Mapbox (Maps & Geospatial) through the Model Context Protocol.

Native MCP integration via `MCPServerSse`, pass the URL and the SDK auto-discovers all tools with full type safety

Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure

Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate

First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output

Mapbox (Maps & Geospatial) + OpenAI Agents SDK Use Cases

Practical scenarios where OpenAI Agents SDK combined with the Mapbox (Maps & Geospatial) MCP Server delivers measurable value.

Automated workflows: build agents that query Mapbox (Maps & Geospatial), process the data, and trigger follow-up actions autonomously

Multi-agent orchestration: create specialist agents. one queries Mapbox (Maps & Geospatial), another analyzes results, a third generates reports

Data enrichment pipelines: stream data through Mapbox (Maps & Geospatial) tools and transform it with OpenAI models in a single async loop

Customer support bots: agents query Mapbox (Maps & Geospatial) to resolve tickets, look up records, and update statuses without human intervention

Mapbox (Maps & Geospatial) MCP Tools for OpenAI Agents SDK (10)

These 10 tools become available when you connect Mapbox (Maps & Geospatial) to OpenAI Agents SDK via MCP:

generate_static_map

Generate a static map image URL centered on coordinates

geocoding_session

Perform autocomplete geocoding operations attached to a session

get_directions

Calculate driving, walking, or cycling directions between points

get_distance_matrix

Calculate a distance and travel time matrix between many points

get_elevation

Query elevation data for a specific coordinate point

get_isochrones

Calculate reachable areas within a specific travel time

reverse_geocode

Perform reverse geocoding to find places or addresses at a specific coordinate

search_places

Search for places, addresses, or POIs using Mapbox Geocoding

snap_to_road

Snap noisy GPS traces sequentially to a road network

solve_optimization

Solve trip optimization (Traveling Salesperson Problem)

Example Prompts for Mapbox (Maps & Geospatial) in OpenAI Agents SDK

Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Mapbox (Maps & Geospatial) immediately.

"Find the coordinates for 'Golden Gate Bridge' in San Francisco"

"Get driving directions from New York to Philadelphia with traffic-aware ETA"

"What areas are within a 5-minute walk from '-73.9857,40.7484'?"

Troubleshooting Mapbox (Maps & Geospatial) MCP Server with OpenAI Agents SDK

Common issues when connecting Mapbox (Maps & Geospatial) to OpenAI Agents SDK through the Vinkius, and how to resolve them.

MCPServerStreamableHttp not found

Ensure you have the latest version: pip install --upgrade openai-agents

Agent not calling tools

Make sure your prompt explicitly references the task the tools can help with.

Mapbox (Maps & Geospatial) + OpenAI Agents SDK FAQ

Common questions about integrating Mapbox (Maps & Geospatial) MCP Server with OpenAI Agents SDK.

How does the OpenAI Agents SDK connect to MCP?

Use MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.