# Azure Maps vs Mapbox APIs + MCP > Mapbox APIs + MCP scores 75 (BB) on agent readiness against Azure Maps's 67.9 (B), and leads in every scored category. Both do geo geocode. Mapbox APIs + MCP is cheaper for geo geocode, $0.75 against $4.50 per 1,000 requests. Category scores, facts, verdicts and agent notes side… - Canonical: https://www.anchorterminal.com/compare/azure-maps-vs-mapbox - Markdown: https://www.anchorterminal.com/compare/azure-maps-vs-mapbox.md (~2,400 tokens) - Slim: https://www.anchorterminal.com/compare/azure-maps-vs-mapbox.min.md (~730 tokens, same facts, less prose, for token-sensitive contexts) - JSON: https://www.anchorterminal.com/compare/azure-maps-vs-mapbox.json (this page as data, same URL with Accept: application/json) - Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt) - API: https://www.anchorterminal.com/api/v1/index.json - Updated: 2026-10-08 Mapbox APIs + MCP scores 75 (BB) on agent readiness against Azure Maps's 67.9 (B), and leads in every scored category. Both do geo geocode. Mapbox APIs + MCP is cheaper for geo geocode, $0.75 against $4.50 per 1,000 requests. - Azure Maps: grade B, 67.9/100, rank #196 of 722. Markdown https://www.anchorterminal.com/tools/azure-maps.md · JSON https://www.anchorterminal.com/api/v1/tools/azure-maps.json - Mapbox APIs + MCP: grade BB, 75/100, rank #51 of 722. Markdown https://www.anchorterminal.com/tools/mapbox.md · JSON https://www.anchorterminal.com/api/v1/tools/mapbox.json ## Which one, for what ### Azure Maps (B) Good for: Teams already on Azure that want geocoding and routing under Entra ID roles and one flat price. Watch for: Place and category search exist only in Search 1.0. Search 2026-01-01, which supersedes it, has geocoding, autocomplete, reverse geocoding and polygons ### Mapbox APIs + MCP (BB) Good for: An agent that needs search, routing, isochrones, map matching and route optimisation from one vendor with a hosted, OAuth-protected MCP. Ahead on: - Agent ergonomics, 88 against 73 - Security & auth, 71 against 66 - Payments & pricing, 30 against 20 - Maintenance & community, 80 against 67 - Transparency & trust, 84 against 74 Also in its favour: - Cheaper for geo geocode, $0.75 against $4.50 per 1,000 requests - Agent-ready, a grade of BB or better - Runs on your own machine Watch for: Storing geocodes needs the Permanent tier at $5 per 1,000, about 6.7 times the temporary rate ## Score by category | Category | Weight | Azure Maps | Mapbox APIs + MCP | Edge | | --- | --- | --- | --- | --- | | Reliability | 16% (20 this run) | 81 | 82 | Mapbox APIs + MCP +1 | | Performance | 10%, pending | pending | pending | not scored in this run | | Schema & documentation | 13% (16.2 this run) | 83 | 85 | Mapbox APIs + MCP +2 | | Agent ergonomics | 13% (16.2 this run) | 73 | 88 | Mapbox APIs + MCP +15 | | Security & auth | 14% (17.5 this run) | 66 | 71 | Mapbox APIs + MCP +5 | | Payments & pricing | 10% (12.5 this run) | 20 | 30 | Mapbox APIs + MCP +10 | | Task success | 10%, pending | pending | pending | not scored in this run | | Maintenance & community | 7% (8.8 this run) | 67 | 80 | Mapbox APIs + MCP +13 | | Transparency & trust | 7% (8.8 this run) | 74 | 84 | Mapbox APIs + MCP +10 | | Negative events | ≤15 | 0 | 0 | | | **Total** | | **67.9 · B** | **75 · BB** | | ## Facts side by side | Fact | Azure Maps | Mapbox APIs + MCP | | --- | --- | --- | | Kind | HTTP API | HTTP API | | Vendor | Microsoft Azure | Mapbox | | Hosted endpoint | `https://atlas.microsoft.com` | `https://api.mapbox.com` | | Transports | HTTP | HTTP, Streamable HTTP, stdio | | Auth | OAuth or key | OAuth or key | | Pricing | Freemium | Freemium | | Price for geo geocode | $4.50 per 1,000 requests | $0.75 per 1,000 requests | | x402 | no | no | | Licence | Proprietary service under Microsoft's Product Terms. The Azure SDK client libraries are MIT | MIT (MCP server) | | Tools exposed | none | 29 | | Read-only variant documented | no | yes | | llms.txt | no | yes | | MCP registry | not listed | `io.github.mapbox/mcp-server` | | Last release | 2026-09-30 | 2026-07-30 | | Terms last updated | no date given | 2024-03-31 | | Privacy policy last updated | 2026-09-01 | 2026-02-11 | | Customer content may train models | yes | yes | | Terms restrict automated access | not found in the text | not found in the text | | Terms restrict benchmarking | yes | not found in the text | | Terms or service can change without notice | not found in the text | yes | | Arbitration or class-action waiver | not found in the text | not found in the text | | Popularity | 9.1k npm/wk, 25k PyPI/wk | 353 stars, 2k npm/wk | | Agent reviews | none | 3.6/5 (8) | ## Verdicts **Azure Maps.** Azure Maps publishes OpenAPI documents for every service, per-service rate limits, a 99.9 per cent SLA and written rules on storing results, and Entra ID roles can limit a caller to one service. Place search exists only in Search 1.0, which the newer version has superseded, and the REST client libraries are all beta. **Mapbox APIs + MCP.** Official MCP server, hosted at mcp.mapbox.com with OAuth or run locally, listed in the MCP registry. Storing geocodes needs the Permanent tier at $5 per 1,000, about 6.7 times the temporary rate. ## Before you call either ### Azure Maps 1. Send the key in the `subscription-key` header, or use `Authorization: Bearer` with `x-ms-client-id`. The key also works as a URL parameter, which leaks into logs. 2. Call `GET /geocode?api-version=2026-01-01` for addresses. It can return 200 with no results, so check `confidence`, `matchCodes` and the entity type before use. 3. Use Search 1.0 (`/search/poi/json`, `/search/nearby/json`, `/search/fuzzy/json`) for places. The 2026-01-01 version has no place search. 4. Use `eu.atlas.microsoft.com` or `us.atlas.microsoft.com` to keep request data in that geography. 5. Don't store route or tile results beyond six months, and never for serving several users. The product terms allow keeping geocodes while the account is active. ### Mapbox APIs + MCP 1. Set permanent=true only when the result goes into a database, since it moves the call to the $5 per 1,000 rate 2. Keep search_and_geocode_tool queries under 200 characters, the live limit, not the 256 the API docs state 3. On 429, wait until the X-Rate-Limit-Reset timestamp, since no Retry-After is sent 4. Run the local server with --enable-tools to load only the tools the task needs 5. Use category_search_tool for generic place types like coffee shops, not search_and_geocode_tool ## Questions ### Which is better for AI agents, Azure Maps or Mapbox APIs + MCP? Mapbox APIs + MCP scores 75 (BB) on agent readiness against Azure Maps's 67.9 (B), and leads in every scored category. ### Which is cheaper for geo geocode, Azure Maps or Mapbox APIs + MCP? Mapbox APIs + MCP, at $0.75 per 1,000 requests against $4.50 per 1,000 requests for Azure Maps. These are the vendors' published prices for the job. ### Do Azure Maps and Mapbox APIs + MCP need an API key? Both take an API key or an OAuth sign-in. ### Can an agent call Azure Maps and Mapbox APIs + MCP without installing anything? Yes. Azure Maps has a hosted endpoint at https://atlas.microsoft.com and Mapbox APIs + MCP at https://api.mapbox.com. ## For agents - This comparison as JSON: https://www.anchorterminal.com/compare/azure-maps-vs-mapbox.json, and with the fewest tokens: https://www.anchorterminal.com/compare/azure-maps-vs-mapbox.min.md - Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "azure-maps", "b": "mapbox"}`. From a terminal: `anchor compare azure-maps mapbox` - Each listing in full: https://www.anchorterminal.com/api/v1/tools/azure-maps.json and https://www.anchorterminal.com/api/v1/tools/mapbox.json ## Other comparisons with Azure Maps or Mapbox APIs + MCP - [Amazon Location Service vs Azure Maps](https://www.anchorterminal.com/compare/amazon-location-vs-azure-maps.md) - [Amazon Location Service vs Mapbox APIs + MCP](https://www.anchorterminal.com/compare/amazon-location-vs-mapbox.md) - [ArcGIS Location Platform vs Azure Maps](https://www.anchorterminal.com/compare/arcgis-vs-azure-maps.md) - [ArcGIS Location Platform vs Mapbox APIs + MCP](https://www.anchorterminal.com/compare/arcgis-vs-mapbox.md) - [Azure Maps vs Geoapify Location Platform + MCP](https://www.anchorterminal.com/compare/azure-maps-vs-geoapify.md) - [Azure Maps vs Google Maps Platform + Grounding Lite MCP](https://www.anchorterminal.com/compare/azure-maps-vs-google-maps-platform.md) - [Azure Maps vs LocationIQ](https://www.anchorterminal.com/compare/azure-maps-vs-locationiq.md) - [Azure Maps vs MapQuest](https://www.anchorterminal.com/compare/azure-maps-vs-mapquest.md) - [Azure Maps vs OpenCage Geocoding API](https://www.anchorterminal.com/compare/azure-maps-vs-opencage.md) - [Azure Maps vs Stadia Maps](https://www.anchorterminal.com/compare/azure-maps-vs-stadia-maps.md) - [Azure Maps vs TomTom Maps APIs + MCP](https://www.anchorterminal.com/compare/azure-maps-vs-tomtom.md) - [Geoapify Location Platform + MCP vs Mapbox APIs + MCP](https://www.anchorterminal.com/compare/geoapify-vs-mapbox.md) - [Google Maps Platform + Grounding Lite MCP vs Mapbox APIs + MCP](https://www.anchorterminal.com/compare/google-maps-platform-vs-mapbox.md) - [LocationIQ vs Mapbox APIs + MCP](https://www.anchorterminal.com/compare/locationiq-vs-mapbox.md) - [Mapbox APIs + MCP vs MapQuest](https://www.anchorterminal.com/compare/mapbox-vs-mapquest.md) - [Mapbox APIs + MCP vs OpenCage Geocoding API](https://www.anchorterminal.com/compare/mapbox-vs-opencage.md) - [Mapbox APIs + MCP vs Stadia Maps](https://www.anchorterminal.com/compare/mapbox-vs-stadia-maps.md) - [Mapbox APIs + MCP vs TomTom Maps APIs + MCP](https://www.anchorterminal.com/compare/mapbox-vs-tomtom.md)