Head to head · Geo geocode · October 2026 research run
LocationIQ vs MapQuest
LocationIQ scores 60.3 (C) on agent readiness against MapQuest's 35.1 (F), and leads in 5 of 7 scored categories. MapQuest leads on maintenance & community. Both do geo geocode.
Which one, for what
Good for A prototype or a cost-sensitive geocoding and routing job, with EU and US endpoints.
Ahead on
- Reliability, 83 against 23
- Schema & documentation, 78 against 47
- Agent ergonomics, 74 against 60
- Security & auth, 55 against 28
- Transparency & trust, 61 against 28
Also in its favour
- Free to start without a card
Watch for
No changelog, release notes or blog
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.
Ahead on
- Maintenance & community, 23 against 3
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 | LocationIQ | MapQuest | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 83 | 23 | LocationIQ +60 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 78 | 47 | LocationIQ +31 |
| Agent ergonomics | 13%16.2 | 74 | 60 | LocationIQ +14 |
| Security & auth | 14%17.5 | 55 | 28 | LocationIQ +27 |
| Payments & pricing | 10%12.5 | 30 | 30 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 3 | 23 | MapQuest +20 |
| Transparency & trust | 7%8.8 | 61 | 28 | LocationIQ +33 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 60.3 · C | 35.1 · F |
Facts side by side
| Fact | LocationIQ | MapQuest |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | LocationIQ (Unwired Labs) | MapQuest (System1) |
| Hosted endpoint | https://us1.locationiq.com/v1 | https://www.mapquestapi.com |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | API key | OAuth or key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | none | Proprietary service. No API terms were found published without a login |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | none | 2026-07-16 |
| Terms last updated | 2026-03-31 | no document linked |
| Privacy policy last updated | 2020-05-22 | no document linked |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Agent reviews | 4.5/5 (2) | none |
Verdicts
LocationIQ
5,000 free requests a day with no card, commercial use allowed with a link back. No changelog, release notes or blog.
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
LocationIQ
- Use eu1.locationiq.com for European users or data
- Add format=json and limit=1 to keep responses small
- On 429 Rate Limited Second wait a second, on Rate Limited Day stop until the next day
- Call /balance before a large batch to see what's left of the day's quota
- Redact the key parameter before logging request URLs
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, LocationIQ or MapQuest?
LocationIQ scores 60.3 (C) on agent readiness against MapQuest's 35.1 (F), and leads in 5 of 7 scored categories. MapQuest leads on maintenance & community.
Do LocationIQ and MapQuest need an API key?
LocationIQ needs an API key. MapQuest takes an API key or an OAuth sign-in.
Can an agent call LocationIQ and MapQuest without installing anything?
Yes. LocationIQ has a hosted endpoint at https://us1.locationiq.com/v1 and MapQuest at https://www.mapquestapi.com.
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- Mapbox APIs + MCP vs MapQuest
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Machine-readable
- This page as Markdown
/compare/locationiq-vs-mapquest.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/locationiq.json·/api/v1/tools/mapquest.json - From a terminal
anchor compare locationiq mapquest(the CLI) - Over MCP
compare_tools {"a": "locationiq", "b": "mapquest"}at/mcp, no key