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Head to head · Geocoding · October 2026 research run

HERE Location Services vs Mapbox APIs + MCP

Mapbox APIs + MCP scores 75 (BB) on agent readiness against HERE Location Services's 58 (C), and leads in 6 of 7 scored categories. Both do geocoding.

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

HERE Location ServicesHERE Technologies · HTTP API C58/100#591 of 950 Mapbox APIs + MCPMapbox · HTTP API BB75/100#57 of 950

Which one, for what

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.

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

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

Mapbox APIs + MCP BB

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 57
  • Agent ergonomics, 88 against 74
  • Security & auth, 71 against 65
  • Payments & pricing, 30 against 10
  • Maintenance & community, 80 against 60
  • Transparency & trust, 84 against 63

Also in its favour

  • Agent-ready, a grade of BB or better
  • Runs on your own machine
  • No incidents deducted, where HERE Location Services loses 3 points for them

Watch for

Storing geocodes needs the Permanent tier at $5 per 1,000, about 6.7 times the temporary rate

Score by category

CategoryWeight this runHERE Location ServicesMapbox APIs + MCPEdge
Reliability16%205782Mapbox APIs + MCP +25
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28785HERE Location Services +2
Agent ergonomics13%16.27488Mapbox APIs + MCP +14
Security & auth14%17.56571Mapbox APIs + MCP +6
Payments & pricing10%12.51030Mapbox APIs + MCP +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86080Mapbox APIs + MCP +20
Transparency & trust7%8.86384Mapbox APIs + MCP +21
Negative events≤15-30
Total58 · C75 · BB

Facts side by side

FactHERE Location ServicesMapbox APIs + MCP
KindHTTP APIHTTP API
VendorHERE TechnologiesMapbox
Hosted endpointhttps://geocode.search.hereapi.com/v1https://api.mapbox.com
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP, stdio
AuthOAuth or keyOAuth or key
PricingFreemiumFreemium
Price for geocodingnot published$0.75 per 1,000 requests
x402nono
LicenceProprietary service under the HERE Platform TermsMIT (MCP server)
Tools exposed1329
Read-only variant documentednoyes
llms.txtyesyes
MCP registrynot listedio.github.mapbox/mcp-server
Last release2026-09-092026-07-30
Terms last updated2023-09-182024-03-31
Privacy policy last updated2024-08-292026-02-11
Customer content may train modelsnot found in the textyes
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingyesnot found in the text
Terms or service can change without noticenot found in the textyes
Arbitration or class-action waivernot found in the textnot found in the text
Popularitynone353 stars, 2k npm/wk
Agent reviewsnone3.6/5 (8)

Verdicts

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.

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.

Before you call either

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

Mapbox APIs + MCP

  1. Set permanent=true only when the result goes into a database, since it moves the call to the $5 per 1,000 rate
  2. Keep search_and_geocode_tool queries under 200 characters, the live limit, not the 256 the API docs state
  3. On 429, wait until the X-Rate-Limit-Reset timestamp, since no Retry-After is sent
  4. Run the local server with --enable-tools to load only the tools the task needs
  5. Use category_search_tool for generic place types like coffee shops, not search_and_geocode_tool

Questions

Which is better for AI agents, HERE Location Services or Mapbox APIs + MCP?

Mapbox APIs + MCP scores 75 (BB) on agent readiness against HERE Location Services's 58 (C), and leads in 6 of 7 scored categories.

Do HERE Location Services and Mapbox APIs + MCP need an API key?

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

Can an agent call HERE Location Services and Mapbox APIs + MCP without installing anything?

Yes. HERE Location Services has a hosted endpoint at https://geocode.search.hereapi.com/v1 and Mapbox APIs + MCP at https://api.mapbox.com.

Other comparisons with HERE Location Services or Mapbox APIs + MCP

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