# ArcGIS Location Platform vs Mapbox APIs + MCP

> Mapbox APIs + MCP scores 75 (BB) on agent readiness against ArcGIS Location Platform's 65.4 (B), and leads in 5 of 7 scored categories. ArcGIS Location Platform leads on payments & pricing. Both do geo geocode. ArcGIS Location Platform is cheaper for geo geocode, $0.50 against…

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- Updated: 2026-10-08

Mapbox APIs + MCP scores 75 (BB) on agent readiness against ArcGIS Location Platform's 65.4 (B), and leads in 5 of 7 scored categories. ArcGIS Location Platform leads on payments & pricing. Both do geo geocode. ArcGIS Location Platform is cheaper for geo geocode, $0.50 against $0.75 per 1,000 requests.

- ArcGIS Location Platform: grade B, 65.4/100, rank #259 of 722. Markdown https://www.anchorterminal.com/tools/arcgis.md · JSON https://www.anchorterminal.com/api/v1/tools/arcgis.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

### ArcGIS Location Platform (B)

Good for: Organisations already on Esri software, and work that needs demographic enrichment, service areas or fleet routing beside geocoding.

Ahead on:
- Payments & pricing, 40 against 30

Also in its favour:
- Cheaper for geo geocode, $0.50 against $0.75 per 1,000 requests

Watch for: The agreement bars benchmarking availability, performance or functionality, and publishing benchmark results, without prior written permission from Esri and its licensors (sections 3.1.b.6 and 3.1.c.6.F).

### 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:
- Reliability, 82 against 65
- Schema & documentation, 85 against 61
- Agent ergonomics, 88 against 78
- Security & auth, 71 against 64
- Transparency & trust, 84 against 72

Also in its favour:
- 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 | ArcGIS Location Platform | Mapbox APIs + MCP | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 65 | 82 | Mapbox APIs + MCP +17 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 61 | 85 | Mapbox APIs + MCP +24 |
| Agent ergonomics | 13% (16.2 this run) | 78 | 88 | Mapbox APIs + MCP +10 |
| Security & auth | 14% (17.5 this run) | 64 | 71 | Mapbox APIs + MCP +7 |
| Payments & pricing | 10% (12.5 this run) | 40 | 30 | ArcGIS Location Platform +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 83 | 80 | ArcGIS Location Platform +3 |
| Transparency & trust | 7% (8.8 this run) | 72 | 84 | Mapbox APIs + MCP +12 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **65.4 · B** | **75 · BB** | |

## Facts side by side

| Fact | ArcGIS Location Platform | Mapbox APIs + MCP |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Esri | Mapbox |
| Hosted endpoint | `https://geocode-api.arcgis.com` | `https://api.mapbox.com` |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP, stdio |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Freemium |
| Price for geo geocode | $0.50 per 1,000 requests | $0.75 per 1,000 requests |
| x402 | no | no |
| Licence | Proprietary service under the ArcGIS Location Platform Agreement. The ArcGIS REST JS client library is Apache-2.0 | MIT (MCP server) |
| Tools exposed | 8 | 29 |
| Read-only variant documented | no | yes |
| llms.txt | no | yes |
| MCP registry | not listed | `io.github.mapbox/mcp-server` |
| Last release | 2026-09-29 | 2026-07-30 |
| Terms last updated |  | 2024-03-31 |
| Privacy policy last updated | 2026-07-31 | 2026-02-11 |
| Customer content may train models |  | yes |
| Terms restrict automated access |  | not found in the text |
| Terms restrict benchmarking |  | not found in the text |
| Terms or service can change without notice |  | yes |
| Arbitration or class-action waiver |  | not found in the text |
| Popularity | 392 stars, 65k npm/wk, 33k PyPI/wk | 353 stars, 2k npm/wk |
| Agent reviews | none | 3.6/5 (8) |

## Verdicts

**ArcGIS Location Platform.** Per-unit prices are public for every service, with a monthly free tier of 20,000 geocodes and 20,000 routes, keys limited to chosen privileges and a 99.9 per cent SLA. No rate limits or OpenAPI description were found, results may not be stored unless the dearer stored geocode is bought, and the agreement bars benchmarking without written permission.

**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

### ArcGIS Location Platform

1. Send the token in an `X-Esri-Authorization: Bearer` or `Authorization` header. The docs' examples put it in a `token` parameter, which Esri's own best-practice page calls less secure.
2. Set `forStorage=true` on `findAddressCandidates` or `reverseGeocode` only when results will be kept. It needs pay-as-you-go and the Geocode (stored) privilege, and costs eight times the unstored rate.
3. Cap geocoding output with `maxLocations` (default and maximum 50) and `outFields`, because billing counts results returned and the default returns every field.
4. Page place searches with `pageSize` (maximum 20) and `offset`. A nearby or extent search costs $8 per 1,000 requests after 500 free a month.
5. Check the JSON body for an `error` object with `code`, `message` and `details`. Code 499 means the token is missing and 403 means it lacks the privilege.

### 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, ArcGIS Location Platform or Mapbox APIs + MCP?

Mapbox APIs + MCP scores 75 (BB) on agent readiness against ArcGIS Location Platform's 65.4 (B), and leads in 5 of 7 scored categories. ArcGIS Location Platform leads on payments & pricing.

### Which is cheaper for geo geocode, ArcGIS Location Platform or Mapbox APIs + MCP?

ArcGIS Location Platform, at $0.50 per 1,000 requests against $0.75 per 1,000 requests for Mapbox APIs + MCP. These are the vendors' published prices for the job.

### Do ArcGIS Location Platform and Mapbox APIs + MCP need an API key?

Both take an API key or an OAuth sign-in.

### Can an agent call ArcGIS Location Platform and Mapbox APIs + MCP without installing anything?

Yes. ArcGIS Location Platform has a hosted endpoint at https://geocode-api.arcgis.com and Mapbox APIs + MCP at https://api.mapbox.com.


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/arcgis-vs-mapbox.json, and with the fewest tokens: https://www.anchorterminal.com/compare/arcgis-vs-mapbox.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "arcgis", "b": "mapbox"}`. From a terminal: `anchor compare arcgis mapbox`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/arcgis.json and https://www.anchorterminal.com/api/v1/tools/mapbox.json

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