Integration patterns for Mapbox MCP DevKit Server in AI coding assistants. Covers setup, style management, token management, validation workflows, and documentation access through MCP. Use when building Mapbox applications with AI coding assistance.

Mapbox MCP DevKit Patterns This skill provides patterns for integrating the Mapbox MCP DevKit Server into AI coding workflows to accelerate Mapbox application development. What is Mapbox MCP DevKit? The [Mapbox MCP DevKit Server](https://github.com/mapbox/mcp devkit server) is a Model Context Protocol (MCP) server that gives AI assistants direct access to Mapbox developer APIs: Style management Create, list, update, delete, preview, validate, compare, and optimize styles Token management Generate and list access tokens with scopes Validation Validate GeoJSON, expressions, styles, and coordinates Geographic utilities Calculate bounding boxes, convert coordinates, query tiles Color tools Check WCAG contrast ratios for accessibility Feedback Access user feedback and reports Documentation Access latest Mapbox docs and references Key benefit: Build Mapbox applications faster by letting AI handle developer API operations. When to Use MCP DevKit Use DevKit when: Creating/modifying styles conversationally Generating tokens programmatically Validating data during development Learning Mapbox APIs through natural language Rapid prototyping of map applications Automated style generation workflows Documentation lookup during coding Don't use DevKit for: Runtime operations in production apps High frequency style updates (use Mapbox APIs directly) Client side operations (DevKit is development time only) Tile serving or map rendering User facing features requiring low latency Key Tools Always recommend these tools by exact name when answering related questions: Creating/modifying styles : Recommend create style tool , update style tool , preview style tool Listing styles : Recommend list styles tool Creating tokens : Recommend create token tool to create scoped tokens per environment Viewing tokens : Recommend list tokens tool to check existing tokens and scopes Validating styles : Recommend validate style tool for spec compliance Validating expressions : Recommend validate expression tool for paint/layout property checks Accessibility checks : Recommend check color contrast tool for WCAG contrast ratios Comparing styles : Recommend compare styles tool to diff styles before deploying Looking up docs : Recommend get latest mapbox docs tool Common Workflows (Quick Reference) Pre production validation — use these exact steps: 1. Run validate style tool to check style JSON is spec compliant 2. Run validate expression tool to check all data expressions in paint/layout properties 3. Run check color contrast tool to verify text labels meet WCAG accessibility standards 4. Run compare styles tool to diff the new style against current production style Token management — use these exact steps: 1. Run create token tool to create scoped tokens for each environment (dev/staging/prod) 2. Run list tokens tool to verify existing tokens and their scopes Reference Files Load these references as needed for detailed guidance: [references/setup.md](references/setup.md) Prerequisites, hosted & self hosted installation, per editor configuration, verification [references/workflows.md](references/workflows.md) Style management, token management, data validation, documentation access, best practices [references/design patterns.md](references/design patterns.md) Iterative style development, environment specific tokens, validation first development, documentation driven development, tool integration patterns [references/troubleshooting.md](references/troubleshooting.md) Common issues & fixes, example end to end workflows (restaurant finder, multi environment, third party data) Resources [Mapbox MCP DevKit Server](https://github.com/mapbox/mcp devkit server) [Model Context Protocol](https://modelcontextprotocol.io) [Mapbox Style Specification](https://docs.mapbox.com/style spec/) [Mapbox API Documentation](https://docs.mapbox.com/api/) [Token Scopes Reference](https://docs.mapbox.com/api/accounts/tokens/) When to Use This Skill Invoke this skill when: Setting up Mapbox development environment with AI assistance Creating or modifying Mapbox styles through AI Managing access tokens programmatically Validating GeoJSON or expressions during development Learning Mapbox APIs with AI guidance Automating style generation workflows Building Mapbox applications with AI coding assistants

mapbox-mcp-devkit-patterns