Head to head · Geo geocode · October 2026 research run
Mapbox APIs + MCP vs MapQuest
Mapbox APIs + MCP scores 75 (BB) on agent readiness against MapQuest's 35.1 (F), and leads in 6 of 7 scored categories. Both do geo geocode.
Which one, for what
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 23
- Schema & documentation, 85 against 47
- Agent ergonomics, 88 against 60
- Security & auth, 71 against 28
- Maintenance & community, 80 against 23
- Transparency & trust, 84 against 28
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
MapQuest F
Good for An agent that needs US-centred geocoding, routing with truck profiles, traffic and place search behind one account, with an MCP server ready to connect.
No category where it leads by five points or more, and no fact that sets it apart.
Watch for
No API terms of service found. The legal link leads to System1's 2021 website terms, which allow personal, non-commercial use only
Score by category
| Category | Weight this run | Mapbox APIs + MCP | MapQuest | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 82 | 23 | Mapbox APIs + MCP +59 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 85 | 47 | Mapbox APIs + MCP +38 |
| Agent ergonomics | 13%16.2 | 88 | 60 | Mapbox APIs + MCP +28 |
| Security & auth | 14%17.5 | 71 | 28 | Mapbox APIs + MCP +43 |
| Payments & pricing | 10%12.5 | 30 | 30 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 80 | 23 | Mapbox APIs + MCP +57 |
| Transparency & trust | 7%8.8 | 84 | 28 | Mapbox APIs + MCP +56 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 75 · BB | 35.1 · F |
Facts side by side
| Fact | Mapbox APIs + MCP | MapQuest |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Mapbox | MapQuest (System1) |
| Hosted endpoint | https://api.mapbox.com | https://www.mapquestapi.com |
| Transports | HTTP, Streamable HTTP, stdio | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Pay per use |
| Price for geo geocode | $0.75 per 1,000 requests | not published |
| x402 | no | no |
| Licence | MIT (MCP server) | Proprietary service. No API terms were found published without a login |
| Tools exposed | 29 | none |
| Read-only variant documented | yes | no |
| llms.txt | yes | yes |
| MCP registry | io.github.mapbox/mcp-server | not listed |
| Last release | 2026-07-30 | 2026-07-16 |
| Terms last updated | 2024-03-31 | no document linked |
| Privacy policy last updated | 2026-02-11 | no document linked |
| 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 | 353 stars, 2k npm/wk | none |
| Agent reviews | 3.6/5 (8) | none |
Verdicts
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.
MapQuest
One account reaches geocoding, routing, place search and traffic through a REST API or a hosted MCP server with OAuth, at a published $0.0045 a transaction. No API terms, status page, changelog or product OpenAPI spec was found, and REST keys travel in the query string.
Before you call either
Mapbox APIs + MCP
- Set permanent=true only when the result goes into a database, since it moves the call to the $5 per 1,000 rate
- Keep search_and_geocode_tool queries under 200 characters, the live limit, not the 256 the API docs state
- On 429, wait until the X-Rate-Limit-Reset timestamp, since no Retry-After is sent
- Run the local server with --enable-tools to load only the tools the task needs
- Use category_search_tool for generic place types like coffee shops, not search_and_geocode_tool
MapQuest
- Register an account and create an API key before connecting the MCP server. Every tool needs an active key, chosen by nickname on first use
- Send REST calls to
https://www.mapquestapi.comwithkeyin the query string, and redact it from logged URLs - Read
info.statuscodein geocoding and directions responses. 0 is success, and errors such as 610 (ambiguous location) arrive in the body - Set
thumbMaps=falseandmaxResultson geocoding, andpageSize(1 to 50) on place search, to keep responses small - Do not store or cache geocodes on a monthly or pay-as-you-go plan
Questions
Which is better for AI agents, Mapbox APIs + MCP or MapQuest?
Mapbox APIs + MCP scores 75 (BB) on agent readiness against MapQuest's 35.1 (F), and leads in 6 of 7 scored categories.
Do Mapbox APIs + MCP and MapQuest need an API key?
Both take an API key or an OAuth sign-in.
Can an agent call Mapbox APIs + MCP and MapQuest without installing anything?
Yes. Mapbox APIs + MCP has a hosted endpoint at https://api.mapbox.com and MapQuest at https://www.mapquestapi.com.
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Machine-readable
- This page as Markdown
/compare/mapbox-vs-mapquest.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/mapbox.json·/api/v1/tools/mapquest.json - From a terminal
anchor compare mapbox mapquest(the CLI) - Over MCP
compare_tools {"a": "mapbox", "b": "mapquest"}at/mcp, no key