{
 "categories": [
  "gis",
  "developer-tools"
 ],
 "deployment": "saas",
 "evidence": [
  {
   "date": "2026-10-12",
   "fact": "homepage",
   "note": "The homepage presents Mapbox maps, navigation, search, and data.",
   "source": "https://www.mapbox.com/",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "license",
   "note": "The pricing page describes free tiers and usage-based pricing for Mapbox products.",
   "source": "https://www.mapbox.com/pricing",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "modalities.api.exists",
   "note": "The tokens API documents programmatic access to Mapbox resources with an access token.",
   "source": "https://docs.mapbox.com/api/accounts/tokens/",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "modalities.api.kinds[0]",
   "note": "Examples are HTTPS requests to api.mapbox.com.",
   "source": "https://docs.mapbox.com/api/accounts/tokens/",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "modalities.api.auth[0]",
   "note": "Requests pass a Mapbox access token in the access_token query parameter. The page says requests must be HTTPS.",
   "source": "https://docs.mapbox.com/api/accounts/tokens/",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "modalities.api.coverage",
   "note": "The docs index lists many Mapbox APIs. This pass opened the tokens API and did not open each service, so coverage stays partial.",
   "source": "https://docs.mapbox.com/llms.txt",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "modalities.api.docs",
   "note": "Public tokens API documentation.",
   "source": "https://docs.mapbox.com/api/accounts/tokens/",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "modalities.mcp.first_party",
   "note": "Mapbox documents the Mapbox MCP Server at https://mcp.mapbox.com/mcp. The hosted connection uses OAuth. Local install is npx -y @mapbox/mcp-server with MAPBOX_ACCESS_TOKEN. The page says current version v0.12.0 and lists directions, isochrones, static maps, addresses, and points of interest.",
   "source": "https://docs.mapbox.com/location-ai/mcp-servers/mcp-server/",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "modalities.mcp.verdict",
   "note": "The server is documented on docs.mapbox.com as the Mapbox MCP Server.",
   "source": "https://docs.mapbox.com/location-ai/mcp-servers/mcp-server/",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "modalities.cli.exists",
   "note": "The Mapbox CLI guide describes the mapbox command and says it is in public beta.",
   "source": "https://docs.mapbox.com/cli/guides/",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "modalities.agent_docs.llms_txt",
   "note": "https://docs.mapbox.com/llms.txt opened as an index of Mapbox docs, including MCP documentation.",
   "source": "https://docs.mapbox.com/llms.txt",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "freshness.watch[0].url",
   "note": "Opened the Mapbox MCP server document on 2026-10-12. The older /api/guides/mcp-server/ URL redirected here.",
   "source": "https://docs.mapbox.com/location-ai/mcp-servers/mcp-server/",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "freshness.watch[1].url",
   "note": "Opened the Mapbox tokens API on 2026-10-12.",
   "source": "https://docs.mapbox.com/api/accounts/tokens/",
   "tier": "declared"
  },
  {
   "date": "2026-10-12",
   "fact": "freshness.watch[2].url",
   "note": "Opened the Mapbox CLI guide on 2026-10-12.",
   "source": "https://docs.mapbox.com/cli/guides/",
   "tier": "declared"
  }
 ],
 "freshness": {
  "last_verified": "2026-10-12",
  "volatility": "high",
  "watch": [
   {
    "type": "docs",
    "url": "https://docs.mapbox.com/location-ai/mcp-servers/mcp-server/"
   },
   {
    "type": "docs",
    "url": "https://docs.mapbox.com/api/accounts/tokens/"
   },
   {
    "type": "docs",
    "url": "https://docs.mapbox.com/cli/guides/"
   }
  ]
 },
 "homepage": "https://www.mapbox.com/",
 "id": "mapbox",
 "license": "freemium",
 "modalities": {
  "agent_docs": {
   "llms_txt": true
  },
  "api": {
   "auth": [
    "access-token"
   ],
   "coverage": "partial",
   "docs": "https://docs.mapbox.com/api/accounts/tokens/",
   "exists": true,
   "kinds": [
    "rest"
   ]
  },
  "cli": {
   "exists": true
  },
  "computer_use": {
   "issues": [],
   "viability": "unknown"
  },
  "data_access": {
   "export": [],
   "import": []
  },
  "extensibility": {
   "scripting": [],
   "webhooks": "unknown"
  },
  "integrations": {
   "make": "unknown",
   "n8n": "unknown",
   "power_automate": "unknown",
   "zapier": "unknown"
  },
  "mcp": {
   "first_party": true,
   "third_party": [],
   "verdict": "official"
  },
  "rpa": {
   "drivability": "unknown",
   "notes": "No repeatable UI probe was run. Location calls are documented as APIs and as the Mapbox MCP server, and computer-use viability was not measured.\n",
   "ui_stack": [],
   "vendor_support": []
  },
  "sdk": {
   "exists": "unknown",
   "languages": [],
   "official": "unknown"
  }
 },
 "name": "Mapbox",
 "platforms": [
  "web"
 ],
 "related": {
  "alternatives": [
   "google-maps-platform"
  ],
  "our_products": []
 },
 "schema_version": 1,
 "score_version": 1,
 "status": "active",
 "vendor": "Mapbox",
 "verdict": {
  "best_path": "mcp",
  "scores": {
   "api": 7,
   "cli": 5,
   "computer_use": null,
   "integrations": null,
   "mcp": 8,
   "overall": 8,
   "rpa": null
  },
  "summary": "Mapbox is automatable today through the official Mapbox MCP server. This record is the Mapbox location platform. The pricing page describes free tiers and usage-based pricing. API calls use a Mapbox access token. The tokens guide shows HTTPS requests to api.mapbox.com with access_token. The Mapbox MCP server document, current version v0.12.0, exposes directions, isochrones, static map images, address lookup, and points of interest. The hosted endpoint is https://mcp.mapbox.com/mcp and uses a browser OAuth flow. Local use is npx -y @mapbox/mcp-server with MAPBOX_ACCESS_TOKEN. The Mapbox CLI document calls mapbox a public beta. Individual SDK manuals, webhooks, and the separate devkit and docs MCP servers were not opened in this pass, so they are not scored here. Connector catalogs were not opened. https://docs.mapbox.com/llms.txt is a documentation index. Computer-use viability is unassessed. MCP scores 8 and is the best path. The API scores 7 because token auth and the tokens API are documented, while this pass did not open every Mapbox web service. The CLI scores 5 because it is still a public beta.\n"
 }
}