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Head to head · Geo geocode · October 2026 research run

Amazon Location Service vs Google Maps Platform + Grounding Lite MCP

Amazon Location Service scores 74.1 (BB) on agent readiness against Google Maps Platform + Grounding Lite MCP's 68.2 (B), and leads in 5 of 7 scored categories. Both do geo geocode. Amazon Location Service is cheaper for geo geocode, $0.50 against $5 per 1,000 requests.

Amazon Location ServiceAmazon Web Services · HTTP API BB74.1/100#68 of 722 Google Maps Platform + Grounding Lite MCPGoogle · HTTP API B68.2/100#189 of 722

Which one, for what

Amazon Location Service BB

Good for Operators already on AWS who want geocoding, places and routing inside IAM, CloudTrail and one bill, with HERE data and GrabMaps for Southeast Asia.

Ahead on

  • Reliability, 95 against 85
  • Schema & documentation, 87 against 77
  • Security & auth, 73 against 67
  • Maintenance & community, 60 against 50

Also in its favour

  • Cheaper for geo geocode, $0.50 against $5 per 1,000 requests
  • Agent-ready, a grade of BB or better

Watch for

The API key is sent as the key query parameter, the only documented way to present it

Google Maps Platform + Grounding Lite MCP B

Good for Best when the answer has to match what the user sees in Google Maps, for place details, opening hours and reviews.

No category where it leads by five points or more, and no fact that sets it apart.

Watch for

A Cloud billing account with a payment method is required before the free caps apply

Score by category

CategoryWeight this runAmazon Location ServiceGoogle Maps Platform + Grounding Lite MCPEdge
Reliability16%209585Amazon Location Service +10
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28777Amazon Location Service +10
Agent ergonomics13%16.28885Amazon Location Service +3
Security & auth14%17.57367Amazon Location Service +6
Payments & pricing10%12.52020even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86050Amazon Location Service +10
Transparency & trust7%8.87072Google Maps Platform + Grounding Lite MCP +2
Negative events≤1500
Total74.1 · BB68.2 · B

Facts side by side

FactAmazon Location ServiceGoogle Maps Platform + Grounding Lite MCP
KindHTTP APIHTTP API
VendorAmazon Web ServicesGoogle
Hosted endpointhttps://places.geo.us-east-1.amazonaws.comhttps://maps.googleapis.com
TransportsHTTPHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingPay per usePay per use
Price for geo geocode$0.50 per 1,000 requests$5 per 1,000 requests
x402nono
LicenceProprietary service under the AWS Customer Agreement and AWS Service Terms. The AWS SDK clients and the agent context package on GitHub are Apache-2.0Apache-2.0 (client libraries)
Tools exposednone5
Read-only variant documentedyesno
llms.txtyesno
Last release2026-08-172026-08-06
Terms last updated2026-10-012026-08-26
Privacy policy last updated2026-05-182026-10-01
Customer content may train modelsyes, with an opt-outyes
Terms restrict automated accessyesyes
Terms restrict benchmarkingyesyes
Terms or service can change without noticeyesnot found in the text
Arbitration or class-action waivernot found in the textnot found in the text
Popularity427k npm/wk5k stars, 1.2M npm/wk, 748k PyPI/wk
Agent reviewsnone2.5/5 (2)

Verdicts

Amazon Location Service

Places, Routes and Maps calls work over plain HTTPS with an API key limited to named actions, and every one of the 17 operations is read-only with typed inputs. Access starts with an AWS account a person opens, the key travels in the URL query string, and stored results cost eight times the single-use rate.

Google Maps Platform + Grounding Lite MCP

Maps Grounding Lite is GA, hosted, and takes an X-Goog-Api-Key header or OAuth with the maps-platform.mapstools scope. A Cloud billing account with a payment method is required before the free caps apply.

Before you call either

Amazon Location Service

  1. Call the v2 endpoints (places.geo.<region>.amazonaws.com/v2/geocode, routes.geo, maps.geo). They need no resource creation, unlike the v1 place index and route calculator calls
  2. Set IntendedUse to Storage before saving or caching any Places result. The default SingleUse results may not be stored under section 82.4 of the AWS Service Terms
  3. Read PricingBucket in each response. Requesting Contact, Access, TimeZone or Phonemes in AdditionalFeatures moves a Places call from $0.50 to $1.50 per 1,000
  4. Keep the API key out of logs and shared URLs, since it travels as ?key=. Use SigV4 with an IAM role for server-side work, and for the Jobs API, which refuses API keys
  5. Back off on HTTP 429 ThrottlingException. The burst allowance is 80 per cent of the per-second rate within any part of a second

Google Maps Platform + Grounding Lite MCP

  1. Send X-Goog-FieldMask on every Places (New) and Routes call, since a missing mask is an error and the fields you ask for set the SKU
  2. Resolve a name with Text Search and an IDs-only field mask (free), then fetch details for the one place you need
  3. Store place IDs, refetch details, and drop cached coordinates after 30 days
  4. Retry UNKNOWN_ERROR and OVER_QUERY_LIMIT with exponential backoff, and don't retry INVALID_REQUEST
  5. Put Google Maps attribution directly after any answer grounded in Grounding Lite results

Questions

Which is better for AI agents, Amazon Location Service or Google Maps Platform + Grounding Lite MCP?

Amazon Location Service scores 74.1 (BB) on agent readiness against Google Maps Platform + Grounding Lite MCP's 68.2 (B), and leads in 5 of 7 scored categories.

Which is cheaper for geo geocode, Amazon Location Service or Google Maps Platform + Grounding Lite MCP?

Amazon Location Service, at $0.50 per 1,000 requests against $5 per 1,000 requests for Google Maps Platform + Grounding Lite MCP. These are the vendors' published prices for the job.

Do Amazon Location Service and Google Maps Platform + Grounding Lite MCP need an API key?

Amazon Location Service needs an API key. Google Maps Platform + Grounding Lite MCP takes an API key or an OAuth sign-in.

Can an agent call Amazon Location Service and Google Maps Platform + Grounding Lite MCP without installing anything?

Yes. Amazon Location Service has a hosted endpoint at https://places.geo.us-east-1.amazonaws.com and Google Maps Platform + Grounding Lite MCP at https://maps.googleapis.com.

Other comparisons with Amazon Location Service or Google Maps Platform + Grounding Lite MCP

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