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

LocationIQ C

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

CategoryWeight this runLocationIQMapQuestEdge
Reliability16%208323LocationIQ +60
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27847LocationIQ +31
Agent ergonomics13%16.27460LocationIQ +14
Security & auth14%17.55528LocationIQ +27
Payments & pricing10%12.53030even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.8323MapQuest +20
Transparency & trust7%8.86128LocationIQ +33
Negative events≤1500
Total60.3 · C35.1 · F

Facts side by side

FactLocationIQMapQuest
KindHTTP APIHTTP API
VendorLocationIQ (Unwired Labs)MapQuest (System1)
Hosted endpointhttps://us1.locationiq.com/v1https://www.mapquestapi.com
TransportsHTTPHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingFreemiumPay per use
x402nono
LicencenoneProprietary service. No API terms were found published without a login
Read-only variant documentednono
llms.txtyesyes
Last releasenone2026-07-16
Terms last updated2026-03-31no document linked
Privacy policy last updated2020-05-22no document linked
Customer content may train modelsnot found in the text
Terms restrict automated accessyes
Terms restrict benchmarkingyes
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Agent reviews4.5/5 (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

  1. Use eu1.locationiq.com for European users or data
  2. Add format=json and limit=1 to keep responses small
  3. On 429 Rate Limited Second wait a second, on Rate Limited Day stop until the next day
  4. Call /balance before a large batch to see what's left of the day's quota
  5. Redact the key parameter before logging request URLs

MapQuest

  1. 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
  2. Send REST calls to https://www.mapquestapi.com with key in the query string, and redact it from logged URLs
  3. Read info.statuscode in geocoding and directions responses. 0 is success, and errors such as 610 (ambiguous location) arrive in the body
  4. Set thumbMaps=false and maxResults on geocoding, and pageSize (1 to 50) on place search, to keep responses small
  5. 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.

Other comparisons with LocationIQ or MapQuest

Machine-readable

For companies

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