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Head to head · Geocoding · October 2026 research run

Google Maps Platform + Grounding Lite MCP vs HERE Location Services

Google Maps Platform + Grounding Lite MCP scores 68.2 (B) on agent readiness against HERE Location Services's 58 (C), and leads in 5 of 7 scored categories. HERE Location Services leads on schema & documentation and maintenance & community. Both do geocoding.

Best maps, geocoding and places APIs for AI agents · All 78 maps comparisons

Google Maps Platform + Grounding Lite MCPGoogle · HTTP API B68.2/100#227 of 950 HERE Location ServicesHERE Technologies · HTTP API C58/100#591 of 950

Which one, for what

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.

Ahead on

  • Reliability, 85 against 57
  • Agent ergonomics, 85 against 74
  • Payments & pricing, 20 against 10
  • Transparency & trust, 72 against 63

Also in its favour

  • No incidents deducted, where HERE Location Services loses 3 points for them

Watch for

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

HERE Location Services C

Good for Fleet and logistics work that needs truck routing, large matrices, isolines, traffic and transit from one vendor with an SLA.

Ahead on

  • Schema & documentation, 87 against 77
  • Maintenance & community, 60 against 50

Watch for

Platform Terms section f forbids using HERE Materials in connection with a machine learning or AI system, generative AI included. This matters before any probe is run

Score by category

CategoryWeight this runGoogle Maps Platform + Grounding Lite MCPHERE Location ServicesEdge
Reliability16%208557Google Maps Platform + Grounding Lite MCP +28
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27787HERE Location Services +10
Agent ergonomics13%16.28574Google Maps Platform + Grounding Lite MCP +11
Security & auth14%17.56765Google Maps Platform + Grounding Lite MCP +2
Payments & pricing10%12.52010Google Maps Platform + Grounding Lite MCP +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.85060HERE Location Services +10
Transparency & trust7%8.87263Google Maps Platform + Grounding Lite MCP +9
Negative events≤150-3
Total68.2 · B58 · C

Facts side by side

FactGoogle Maps Platform + Grounding Lite MCPHERE Location Services
KindHTTP APIHTTP API
VendorGoogleHERE Technologies
Hosted endpointhttps://maps.googleapis.comhttps://geocode.search.hereapi.com/v1
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingPay per useFreemium
Price for geocoding$5 per 1,000 requestsnot published
x402nono
LicenceApache-2.0 (client libraries)Proprietary service under the HERE Platform Terms
Tools exposed513
Read-only variant documentednono
llms.txtnoyes
Last release2026-08-062026-09-09
Terms last updated2026-08-262023-09-18
Privacy policy last updated2026-10-012024-08-29
Customer content may train modelsyesnot found in the text
Terms restrict automated accessyesnot found in the text
Terms restrict benchmarkingyesyes
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waivernot found in the textnot found in the text
Popularity5k stars, 1.2M npm/wk, 748k PyPI/wknone
Agent reviews2.5/5 (2)none

Verdicts

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.

HERE Location Services

Each endpoint page carries an OpenAPI 3.0 definition as Markdown, and HERE publishes 99.9 per cent monthly availability targets and a six-month deprecation policy. The Platform Terms of September 2023 forbid using HERE Materials in connection with a machine learning or AI system, and the price table could not be read.

Before you call either

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

HERE Location Services

  1. Send Authorization: Bearer with an OAuth token where logs are kept. The apiKey query parameter puts the secret in every URL
  2. Do not store results for more than 30 days, and follow the HTTP caching headers on each response
  3. Treat 429 and 503 as throttling. HERE says a traffic surge can be throttled for about 10 minutes below the account's quota
  4. Read code, cause and action in the error body, and quote correlationId to support
  5. For Location Reasoning, send initialize, keep the Mcp-Session-Id header on later calls, and send a bearer token on tools/call

Questions

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

Google Maps Platform + Grounding Lite MCP scores 68.2 (B) on agent readiness against HERE Location Services's 58 (C), and leads in 5 of 7 scored categories. HERE Location Services leads on schema & documentation and maintenance & community.

Do Google Maps Platform + Grounding Lite MCP and HERE Location Services need an API key?

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

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

Yes. Google Maps Platform + Grounding Lite MCP has a hosted endpoint at https://maps.googleapis.com and HERE Location Services at https://geocode.search.hereapi.com/v1.

Other comparisons with Google Maps Platform + Grounding Lite MCP or HERE Location Services

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