# How to integrate Mapbox MCP with LangChain ```json { "title": "How to integrate Mapbox MCP with LangChain", "toolkit": "Mapbox", "toolkit_slug": "mapbox", "framework": "LangChain", "framework_slug": "langchain", "url": "https://composio.dev/toolkits/mapbox/framework/langchain", "markdown_url": "https://composio.dev/toolkits/mapbox/framework/langchain.md", "updated_at": "2026-05-12T10:18:31.242Z" } ``` ## Introduction This guide walks you through connecting Mapbox to LangChain using the Composio tool router. By the end, you'll have a working Mapbox agent that can batch geocode these 10 addresses, get directions from times square to jfk, reverse geocode this latitude and longitude through natural language commands. This guide will help you understand how to give your LangChain agent real control over a Mapbox account through Composio's Mapbox MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved. ## Also integrate Mapbox with - [OpenAI Agents SDK](https://composio.dev/toolkits/mapbox/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/mapbox/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/mapbox/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/mapbox/framework/claude-cowork) - [Codex](https://composio.dev/toolkits/mapbox/framework/codex) - [OpenClaw](https://composio.dev/toolkits/mapbox/framework/openclaw) - [Hermes](https://composio.dev/toolkits/mapbox/framework/hermes-agent) - [CLI](https://composio.dev/toolkits/mapbox/framework/cli) - [Google ADK](https://composio.dev/toolkits/mapbox/framework/google-adk) - [Vercel AI SDK](https://composio.dev/toolkits/mapbox/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/mapbox/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/mapbox/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/mapbox/framework/crew-ai) ## TL;DR Here's what you'll learn: - Get and set up your OpenAI and Composio API keys - Connect your Mapbox project to Composio - Create a Tool Router MCP session for Mapbox - Initialize an MCP client and retrieve Mapbox tools - Build a LangChain agent that can interact with Mapbox - Set up an interactive chat interface for testing ## What is LangChain? LangChain is a framework for developing applications powered by language models. It provides tools and abstractions for building agents that can reason, use tools, and maintain conversation context. Key features include: - Agent Framework: Build agents that can use tools and make decisions - MCP Integration: Connect to external services through Model Context Protocol adapters - Memory Management: Maintain conversation history across interactions - Multi-Provider Support: Works with OpenAI, Anthropic, and other LLM providers ## What is the Mapbox MCP server, and what's possible with it? The Mapbox MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Mapbox account. It provides structured and secure access to your mapping and location data, so your agent can perform actions like geocoding addresses, calculating travel routes, retrieving map embeds, and analyzing travel matrices on your behalf. - Batch and individual geocoding: Instantly convert addresses or place names to geographic coordinates—or reverse geocode coordinates to place names—using both batch and individual tools. - Route and directions retrieval: Let your agent fetch optimized driving, walking, or cycling directions between waypoints, including turn-by-turn instructions when needed. - Distance and travel time analysis: Have the agent generate travel time and distance matrices to compare routes or plan logistics across multiple locations. - Map style embed generation: Retrieve ready-to-use embeddable HTML for your custom Mapbox map styles, perfect for sharing or displaying maps in web apps. - Permanent geocoding and font data retrieval: Access enterprise-grade, cacheable geocoding data or fetch font glyph ranges for custom rendering and advanced mapping use cases. ## Supported Tools | Tool slug | Name | Description | |---|---|---| | `MAPBOX_GEOCODE_BATCH_V6` | Batch Geocode V6 | Tool to perform batch geocoding with up to 1000 queries in a single request. Use when you need to geocode multiple locations efficiently (forward, reverse, or structured). Supports mixing query types in the same batch. | | `MAPBOX_GEOCODE_FORWARD_V5` | Forward Geocode V5 | Tool to search for places by name or address using Mapbox Geocoding v5 API (forward geocoding). Use when you need to convert place names or addresses to geographic coordinates using the v5 endpoint. | | `MAPBOX_GEOCODING_BATCH` | Batch Geocoding | Tool to perform batch forward or reverse geocoding for multiple locations. Use when you need consistent geocoding of up to 50 queries in one call. | | `MAPBOX_GEOCODING_FORWARD` | Forward Geocoding | Tool to convert free-form or structured address into geographic coordinates and place features. Use when you need forward geocoding from text or address components. | | `MAPBOX_GEOCODING_PERMANENT_FORWARD` | Permanent Forward Geocoding | Tool to perform permanent forward geocoding. Use when you need enterprise-grade permanent geocoding after confirming account privileges. | | `MAPBOX_GEOCODING_PERMANENT_REVERSE` | Permanent Reverse Geocoding | Tool to perform permanent reverse geocoding. Use after obtaining coordinates to get cacheable place data. Example: lon=-73.989, lat=40.733 | | `MAPBOX_GEOCODING_REVERSE` | Reverse Geocoding | Tool to reverse geocode coordinates into place names. Use after obtaining coordinates. | | `MAPBOX_GET_ACCESS_TOKEN` | Get Access Token | Tool to extract and validate Mapbox access token from connection metadata. Use when you need a valid token for downstream actions. | | `MAPBOX_GET_ISOCHRONE` | Get Isochrone | Tool to calculate areas reachable within a specified amount of time or distance from a location. Use when you need to visualize travel time or distance zones for routing analysis. | | `MAPBOX_GET_MAP_MATCHING` | Get Map Matching | Tool to snap fuzzy GPS traces to roads on the road network. Use when you need to clean up inaccurate location traces for display or analysis. | | `MAPBOX_GET_OPTIMIZATION_V1` | Get Optimization V1 | Tool to calculate optimal driving routes and trips that visit a set of waypoints. Use when you need to find the best order to visit multiple locations with optimized routing. | | `MAPBOX_GET_SPRITE` | Get Sprite | Tool to retrieve a sprite image or its JSON document from a Mapbox style. Use when you need sprite assets for rendering map icons. Sprites are collections of small icons used in map styles. The JSON format returns metadata about icon positions and dimensions within the sprite sheet, while the PNG format returns the actual image. Sprite sheets optimize performance by combining multiple icons into a single image. | | `MAPBOX_GET_STATIC_IMAGE` | Get Static Image | Request a static map image from a Mapbox Studio style. Returns a PNG or JPEG image of the specified map area with customizable parameters including location, zoom level, camera angle, and optional overlays like markers or GeoJSON features. Use when you need to generate static map images for embedding in documents, emails, or web pages without interactive map functionality. | | `MAPBOX_GET_STATIC_TILES` | Get Static Tiles | Tool to retrieve raster tiles from a Mapbox Studio style. Use when you need map tiles for specific coordinates and zoom levels. Returns PNG or JPG raster tiles that can be assembled to create map visualizations. Tiles follow the XYZ tiling scheme where the world is divided into a grid at each zoom level. Supports retina/high-DPI displays via the @2x suffix. | | `MAPBOX_GET_TOKEN` | Get Token Information | Tool to retrieve information about a Mapbox access token and validate its status. Use when you need to check token validity or retrieve token metadata. | | `MAPBOX_GET_VECTOR_TILES` | Get Vector Tiles | Tool to retrieve vector tiles from Mapbox-hosted vector tilesets. Use when you need tile data for mapping applications at specific zoom levels and coordinates. | | `MAPBOX_POST_MAP_MATCHING` | Map Matching (POST) | Tool to snap GPS coordinates to the road network using POST method for longer coordinate lists. Use when you have GPS traces to match to roads (2-100 coordinates). | | `MAPBOX_QUERY_TILE_FEATURES` | Query Tile Features | Tool to retrieve data about specific features from vector tilesets based on a location. Use when you need to query tileset features at a geographic point, such as finding buildings, roads, or points of interest near coordinates. | | `MAPBOX_REQUEST_STYLE_EMBED_HTML` | Request Style Embed HTML | Retrieve embeddable HTML for a Mapbox style that can be embedded in an iframe. Returns a complete HTML document with Mapbox GL JS code that renders an interactive map with the specified style. Useful for quickly embedding Mapbox maps into web pages without custom JavaScript code. | | `MAPBOX_RETRIEVE_DIRECTIONS` | Retrieve Directions | Tool to retrieve directions between waypoints. Use when you need navigation routes with optional turn-by-turn instructions after confirming origin and destination. | | `MAPBOX_RETRIEVE_FONT_GLYPH_RANGES` | Retrieve Font Glyph Ranges | Tool to retrieve font glyph ranges as PBF tiles. Use when you have confirmed the font name, codepoint range, and valid token. | | `MAPBOX_RETRIEVE_MARKER` | Retrieve Marker | Tool to retrieve a standalone marker image without any background map. Returns a PNG image file of the specified marker type. Use when you need to obtain marker icons for display or reference purposes. | | `MAPBOX_RETRIEVE_MATRIX` | Retrieve Matrix | Retrieve a travel time and distance matrix between multiple locations. Use this tool when you need to calculate travel times and/or distances between many origin-destination pairs efficiently (e.g., comparing routes from multiple starting points to multiple destinations, finding the nearest location from a set, or optimizing multi-stop routing). Returns matrices showing durations (in seconds) and distances (in meters) between all coordinate pairs. | | `MAPBOX_RETRIEVE_SEARCHBOX_PLACE` | Retrieve Searchbox Place Details | Tool to retrieve full details for a specific place by its Mapbox ID. Use when you have a mapbox_id from a search suggestion and need complete place information. | | `MAPBOX_RETRIEVE_STYLE` | Retrieve Style | Retrieves the complete Mapbox style specification as JSON, including all layers, sources, sprites, and configuration. A Mapbox style defines how a map is rendered, including data sources, layer styling, fonts, and sprites. This action returns the full style specification conforming to the Mapbox Style Specification, which can be used with Mapbox GL JS, mobile SDKs, or for analyzing map configurations. Use this action when you need to: - Inspect or analyze a map style's configuration - Retrieve style definitions for programmatic rendering - Examine layers, sources, and styling rules - Get complete style specifications for custom map implementations | | `MAPBOX_RETRIEVE_STYLE_WMTS` | Retrieve Style WMTS | Retrieve a WMTS (Web Map Tile Service) capabilities document for a Mapbox style. This action returns an OGC-compliant WMTS XML document that describes how to access map tiles for the specified style. The document includes tile matrix sets, supported coordinate systems (EPSG:3857), and tile URL templates. Use this when integrating Mapbox styles with desktop GIS applications (ArcGIS, QGIS, CARTO, Tableau) or any WMTS-compliant mapping client. The WMTS endpoint works with both Mapbox's official styles (e.g., streets-v12, satellite-v9) and custom styles created in Mapbox Studio. | | `MAPBOX_RETRIEVE_TILESET_METADATA` | Retrieve Tileset Metadata | Tool to retrieve metadata for a Mapbox tileset. Use when you need TileJSON details including bounds, zooms, and layer info. | | `MAPBOX_REVERSE_GEOCODE_V6` | Reverse Geocoding V6 | Tool to convert geographic coordinates to place names using Geocoding v6 API. Use when you need to perform reverse geocoding from latitude/longitude coordinates. | | `MAPBOX_REVERSE_SEARCHBOX` | Search Box Reverse Geocoding | Tool to convert coordinates to places using the Search Box API (reverse geocoding). Use when you need to find place names, addresses, or points of interest for given coordinates. | | `MAPBOX_SEARCH_BOX_FORWARD` | Search Box Forward | Tool to search for places by name or address using the Search Box API. Use when you need to find locations, addresses, or points of interest based on a text query. | | `MAPBOX_SEARCH_CATEGORY` | Search by Category | Tool to search for places by category (e.g., restaurants, hotels, coffee shops). Use when you need to find POIs in a specific category, optionally filtered by location, bounding box, or proximity. | | `MAPBOX_SUGGEST_SEARCHBOX` | Search Box Suggest | Tool to get autocomplete suggestions for a partial search query. Use when you need address or place suggestions as users type, before retrieving full details. | ## Supported Triggers None listed. ## Creating MCP Server - Stand-alone vs Composio SDK The Mapbox MCP server is an implementation of the Model Context Protocol that connects your AI agent to Mapbox. It provides structured and secure access so your agent can perform Mapbox operations on your behalf through a secure, permission-based interface. With Composio's managed implementation, you don't have to create your own developer app. For production, if you're building an end product, we recommend using your own credentials. The managed server helps you prototype fast and go from 0-1 faster. ## Step-by-step Guide ### 1. Prerequisites No description provided. ### 1. Getting API Keys for OpenAI and Composio OpenAI API Key - Go to the [OpenAI dashboard](https://platform.openai.com/settings/organization/api-keys) and create an API key. You'll need credits to use the models, or you can connect to another model provider. - Keep the API key safe. Composio API Key - Log in to the [Composio dashboard](https://dashboard.composio.dev?utm_source=toolkits&utm_medium=framework_docs). - Navigate to your API settings and generate a new API key. - Store this key securely as you'll need it for authentication. ### 2. Install dependencies No description provided. ```python pip install composio-langchain langchain-mcp-adapters langchain python-dotenv ``` ```typescript npm install @composio/langchain @langchain/core @langchain/openai @langchain/mcp-adapters dotenv ``` ### 3. Set up environment variables Create a .env file in your project root. What's happening: - COMPOSIO_API_KEY authenticates your requests to Composio's API - COMPOSIO_USER_ID identifies the user for session management - OPENAI_API_KEY enables access to OpenAI's language models ```bash COMPOSIO_API_KEY=your_composio_api_key_here COMPOSIO_USER_ID=your_composio_user_id_here OPENAI_API_KEY=your_openai_api_key_here ``` ### 4. Import dependencies No description provided. ```python from langchain_mcp_adapters.client import MultiServerMCPClient from langchain.agents import create_agent from dotenv import load_dotenv from composio import Composio import asyncio import os load_dotenv() ``` ```typescript import { Composio } from '@composio/core'; import { LangchainProvider } from '@composio/langchain'; import { MultiServerMCPClient } from "@langchain/mcp-adapters"; import { createAgent } from "langchain"; import * as readline from 'readline'; import 'dotenv/config'; dotenv.config(); ``` ### 5. Initialize Composio client What's happening: - We're loading the COMPOSIO_API_KEY from environment variables and validating it exists - Creating a Composio instance that will manage our connection to Mapbox tools - Validating that COMPOSIO_USER_ID is also set before proceeding ```python async def main(): composio = Composio(api_key=os.getenv("COMPOSIO_API_KEY")) if not os.getenv("COMPOSIO_API_KEY"): raise ValueError("COMPOSIO_API_KEY is not set") if not os.getenv("COMPOSIO_USER_ID"): raise ValueError("COMPOSIO_USER_ID is not set") ``` ```typescript const composioApiKey = process.env.COMPOSIO_API_KEY; const userId = process.env.COMPOSIO_USER_ID; if (!composioApiKey) throw new Error('COMPOSIO_API_KEY is not set'); if (!userId) throw new Error('COMPOSIO_USER_ID is not set'); async function main() { const composio = new Composio({ apiKey: composioApiKey as string, provider: new LangchainProvider() }); ``` ### 6. Create a Tool Router session What's happening: - We're creating a Tool Router session that gives your agent access to Mapbox tools - The create method takes the user ID and specifies which toolkits should be available - The returned session.mcp.url is the MCP server URL that your agent will use - This approach allows the agent to dynamically load and use Mapbox tools as needed ```python # Create Tool Router session for Mapbox session = composio.create( user_id=os.getenv("COMPOSIO_USER_ID"), toolkits=['mapbox'] ) url = session.mcp.url ``` ```typescript const session = await composio.create( userId as string, { toolkits: ['mapbox'] } ); const url = session.mcp.url; ``` ### 7. Configure the agent with the MCP URL No description provided. ```python client = MultiServerMCPClient({ "mapbox-agent": { "transport": "streamable_http", "url": session.mcp.url, "headers": { "x-api-key": os.getenv("COMPOSIO_API_KEY") } } }) tools = await client.get_tools() agent = create_agent("gpt-5", tools) ``` ```typescript const client = new MultiServerMCPClient({ "mapbox-agent": { transport: "http", url: url, headers: { "x-api-key": process.env.COMPOSIO_API_KEY } } }); const tools = await client.getTools(); const agent = createAgent({ model: "gpt-5", tools }); ``` ### 8. Set up interactive chat interface No description provided. ```python conversation_history = [] print("Chat started! Type 'exit' or 'quit' to end the conversation.\n") print("Ask any Mapbox related question or task to the agent.\n") while True: user_input = input("You: ").strip() if user_input.lower() in ['exit', 'quit', 'bye']: print("\nGoodbye!") break if not user_input: continue conversation_history.append({"role": "user", "content": user_input}) print("\nAgent is thinking...\n") response = await agent.ainvoke({"messages": conversation_history}) conversation_history = response['messages'] final_response = response['messages'][-1].content print(f"Agent: {final_response}\n") ``` ```typescript let conversationHistory: any[] = []; console.log("Chat started! Type 'exit' or 'quit' to end the conversation.\n"); console.log("Ask any Mapbox related question or task to the agent.\n"); const rl = readline.createInterface({ input: process.stdin, output: process.stdout, prompt: 'You: ' }); rl.prompt(); rl.on('line', async (userInput: string) => { const trimmedInput = userInput.trim(); if (['exit', 'quit', 'bye'].includes(trimmedInput.toLowerCase())) { console.log("\nGoodbye!"); rl.close(); process.exit(0); } if (!trimmedInput) { rl.prompt(); return; } conversationHistory.push({ role: "user", content: trimmedInput }); console.log("\nAgent is thinking...\n"); const response = await agent.invoke({ messages: conversationHistory }); conversationHistory = response.messages; const finalResponse = response.messages[response.messages.length - 1]?.content; console.log(`Agent: ${finalResponse}\n`); rl.prompt(); }); rl.on('close', () => { console.log('\n👋 Session ended.'); process.exit(0); }); ``` ### 9. Run the application No description provided. ```python if __name__ == "__main__": asyncio.run(main()) ``` ```typescript main().catch((err) => { console.error('Fatal error:', err); process.exit(1); }); ``` ## Complete Code ```python from langchain_mcp_adapters.client import MultiServerMCPClient from langchain.agents import create_agent from dotenv import load_dotenv from composio import Composio import asyncio import os load_dotenv() async def main(): composio = Composio(api_key=os.getenv("COMPOSIO_API_KEY")) if not os.getenv("COMPOSIO_API_KEY"): raise ValueError("COMPOSIO_API_KEY is not set") if not os.getenv("COMPOSIO_USER_ID"): raise ValueError("COMPOSIO_USER_ID is not set") session = composio.create( user_id=os.getenv("COMPOSIO_USER_ID"), toolkits=['mapbox'] ) url = session.mcp.url client = MultiServerMCPClient({ "mapbox-agent": { "transport": "streamable_http", "url": url, "headers": { "x-api-key": os.getenv("COMPOSIO_API_KEY") } } }) tools = await client.get_tools() agent = create_agent("gpt-5", tools) conversation_history = [] print("Chat started! Type 'exit' or 'quit' to end the conversation.\n") print("Ask any Mapbox related question or task to the agent.\n") while True: user_input = input("You: ").strip() if user_input.lower() in ['exit', 'quit', 'bye']: print("\nGoodbye!") break if not user_input: continue conversation_history.append({"role": "user", "content": user_input}) print("\nAgent is thinking...\n") response = await agent.ainvoke({"messages": conversation_history}) conversation_history = response['messages'] final_response = response['messages'][-1].content print(f"Agent: {final_response}\n") if __name__ == "__main__": asyncio.run(main()) ``` ```typescript import { Composio } from '@composio/core'; import { LangchainProvider } from '@composio/langchain'; import { MultiServerMCPClient } from "@langchain/mcp-adapters"; import { createAgent } from "langchain"; import * as readline from 'readline'; import 'dotenv/config'; const composioApiKey = process.env.COMPOSIO_API_KEY; const userId = process.env.COMPOSIO_USER_ID; if (!composioApiKey) throw new Error('COMPOSIO_API_KEY is not set'); if (!userId) throw new Error('COMPOSIO_USER_ID is not set'); async function main() { const composio = new Composio({ apiKey: composioApiKey as string, provider: new LangchainProvider() }); const session = await composio.create( userId as string, { toolkits: ['mapbox'] } ); const url = session.mcp.url; const client = new MultiServerMCPClient({ "mapbox-agent": { transport: "http", url: url, headers: { "x-api-key": process.env.COMPOSIO_API_KEY } } }); const tools = await client.getTools(); const agent = createAgent({ model: "gpt-5", tools }); let conversationHistory: any[] = []; console.log("Chat started! Type 'exit' or 'quit' to end the conversation.\n"); console.log("Ask any Mapbox related question or task to the agent.\n"); const rl = readline.createInterface({ input: process.stdin, output: process.stdout, prompt: 'You: ' }); rl.prompt(); rl.on('line', async (userInput: string) => { const trimmedInput = userInput.trim(); if (['exit', 'quit', 'bye'].includes(trimmedInput.toLowerCase())) { console.log("\nGoodbye!"); rl.close(); process.exit(0); } if (!trimmedInput) { rl.prompt(); return; } conversationHistory.push({ role: "user", content: trimmedInput }); console.log("\nAgent is thinking...\n"); const response = await agent.invoke({ messages: conversationHistory }); conversationHistory = response.messages; const finalResponse = response.messages[response.messages.length - 1]?.content; console.log(`Agent: ${finalResponse}\n`); rl.prompt(); }); rl.on('close', () => { console.log('\nSession ended.'); process.exit(0); }); } main().catch((err) => { console.error('Fatal error:', err); process.exit(1); }); ``` ## Conclusion You've successfully built a LangChain agent that can interact with Mapbox through Composio's Tool Router. Key features of this implementation: - Dynamic tool loading through Composio's Tool Router - Conversation history maintenance for context-aware responses - Async Python provides clean, efficient execution of agent workflows You can extend this further by adding error handling, implementing specific business logic, or integrating additional Composio toolkits to create multi-app workflows. ## How to build Mapbox MCP Agent with another framework - [OpenAI Agents SDK](https://composio.dev/toolkits/mapbox/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/mapbox/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/mapbox/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/mapbox/framework/claude-cowork) - [Codex](https://composio.dev/toolkits/mapbox/framework/codex) - [OpenClaw](https://composio.dev/toolkits/mapbox/framework/openclaw) - [Hermes](https://composio.dev/toolkits/mapbox/framework/hermes-agent) - [CLI](https://composio.dev/toolkits/mapbox/framework/cli) - [Google ADK](https://composio.dev/toolkits/mapbox/framework/google-adk) - [Vercel AI SDK](https://composio.dev/toolkits/mapbox/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/mapbox/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/mapbox/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/mapbox/framework/crew-ai) ## Related Toolkits - [Excel](https://composio.dev/toolkits/excel) - Microsoft Excel is a robust spreadsheet application for organizing, analyzing, and visualizing data. 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It helps streamline how you gather, organize, and analyze responses. ## Frequently Asked Questions ### What are the differences in Tool Router MCP and Mapbox MCP? With a standalone Mapbox MCP server, the agents and LLMs can only access a fixed set of Mapbox tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Mapbox and many other apps based on the task at hand, all through a single MCP endpoint. ### Can I use Tool Router MCP with LangChain? Yes, you can. LangChain fully supports MCP integration. You get structured tool calling, message history handling, and model orchestration while Tool Router takes care of discovering and serving the right Mapbox tools. ### Can I manage the permissions and scopes for Mapbox while using Tool Router? Yes, absolutely. You can configure which Mapbox scopes and actions are allowed when connecting your account to Composio. You can also bring your own OAuth credentials or API configuration so you keep full control over what the agent can do. ### How safe is my data with Composio Tool Router? All sensitive data such as tokens, keys, and configuration is fully encrypted at rest and in transit. Composio is SOC 2 Type 2 compliant and follows strict security practices so your Mapbox data and credentials are handled as safely as possible. --- [See all toolkits](https://composio.dev/toolkits) · [Composio docs](https://docs.composio.dev/llms.txt)