niche · 0.8 market industry

Vehicle Data

Score 20.0 / 100 30 providers 18 APIs Search apis.io →

Providers using this tag (30)

Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.

Developing 6 Usable, with meaningful gaps to close
Thin 15 Limited public surface area
Emerging 4 Early or largely undocumented
Minimal 5 Almost no public developer surface

APIs with this tag (18)

Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →

Developing 6 Usable, with meaningful gaps to close
Thin 9 Limited public surface area
Emerging 3 Early or largely undocumented

Score breakdown

Frequency
45.6
log-scaled weighted occurrences
Breadth
0.8
spread across providers
Quality lift
36.0
mean composite of providers using it
Cohesion
8.0
strength of nearest seed neighbor

Related tags

Connected Car 7 co-occurrences VIN 6 co-occurrences Telematics 15 co-occurrences Connected Vehicle 5 co-occurrences Automotive 24 co-occurrences Fleet Management 10 co-occurrences Vehicles 5 co-occurrences Mobility 7 co-occurrences

Where this tag comes from

Provider tag22
Api tag18
Openapi tag3
Openapi op tag18

Cohort brief

Auto-generated

The 30 providers in the APIs.io catalog tagged Vehicle Data, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
30
all scored
Mean Kin Score
29.8
+9.1 vs catalog 20.7
Mean Agent Readiness
15.8
+6.1 vs catalog 9.7
Spread
4–48.5
median 34.2 · σ 12.2
How the 30 split by band
Exemplar 0Strong 0Developing 6Thin 15Emerging 4Minimal 5
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 34 17.5 +16.5 30
Access Clarity 30.9 22.3 +8.6 30
Developer Ergonomics 26.1 17.9 +8.2 30
Discoverability 66 60.4 +5.6 30
Operational Transparency 16.2 11.3 +4.9 30
Contract Governance 8.2 6.4 +1.8 30

A facet is averaged over the members that carry it, not over the whole cohort — the “Scored” column is that count. Averaging an absent facet as zero would score our own coverage gaps as the providers’ posture.

What this cohort publishes
ArtifactThis cohortCatalogDifference
MCP server (any) 10% 16% -6
MCP server (first-party) 7% 7% 0
Agent Skills 0% 0% 0
OAuth scopes 13% 9% +4
Security 97% 88% +9
Arazzo workflows 3% 2% +1
Governance rules 20% 13% +7

mcp_pct counts any mcp/ artifact including ones API Evangelist derived from the provider OpenAPI; mcp_first_party_pct counts only servers the provider publishes. Prefer the latter.

Top by Kin Score
  1. 1 Amazon IoT FleetWise 48.5
  2. 2 Vehicles.dev 47.2
  3. 3 Dealer.com 44.1
  4. 4 CarsXE 42
  5. 5 Mercedes-Benz Mercedes me 40.1
  6. 6 Smartcar 39.7
  7. 7 Geotab 38.7
  8. 8 Auto.dev 37.7
  9. 9 LexisNexis Risk Solutions 36.8
  10. 10 AlgoDriven 36.6
Top by Agent Readiness
  1. 1 Vehicles.dev 38.8
  2. 2 Otonomo 32.9
  3. 3 Geotab 30.6
  4. 4 MarketCheck 26.7
  5. 5 ClearVIN 24.8
  6. 6 High Mobility 24.8
  7. 7 AlgoDriven 23.2
  8. 8 BMW ConnectedDrive 23
  9. 9 Auto.dev 22.9
  10. 10 Vincario 22.9
All 30 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 25 August 2026, across 26891 providers, using the same computation served by the APIs.io cohort API. Briefs are published for rosters of 5 or more scored providers; below that a distribution is not meaningful.

Work with this as data

Every tag here is available over the APIs.io API and to AI agents over MCP.

MCP server

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https://apis.io/mcp

Tools for tags

7 MCP tools reach this
  • find_tagsBrowse and filter every tag in the catalog.
  • get_cohortThis tag as a scored cohort — every provider carrying it, with scores.
  • cohort_statsPRO — the distribution across this tag: mean, median, band split, adoption rates.
  • cohort_rankingsPRO — the leaderboard, on composite AND agent-readiness axes.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
All 92 tools

Call it yourself

curl for this page
This tag
curl "https://apis.io/api/v1/tags/vehicle-data"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/vehicle-data"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/vehicle-data/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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