emerging · 0.2 market industry

Vehicle Data

Score 21.4 / 100 31 providers +8 via APIs 20 APIs Search apis.io →
Business capabilities this tag reaches
Vehicle Connected Services Management 3

Providers using this tag (31)

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

Exemplar 1 Complete, well-documented, and agent-ready
Strong 2 Solid coverage with minor gaps
Developing 7 Usable, with meaningful gaps to close
Thin 11 Limited public surface area
Emerging 2 Early or largely undocumented
Minimal 8 Almost no public developer surface

APIs with this tag (19)

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 →

Exemplar 3 Complete, well-documented, and agent-ready
Developing 4 Usable, with meaningful gaps to close
Thin 7 Limited public surface area
Emerging 4 Early or largely undocumented
Minimal 1 Almost no public developer surface

Companies reaching this through an API (8)

These companies publish an API, specification or operation carrying “Vehicle Data” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.

Autopay BMW Cuvva Geotab LexisNexis Risk Solutions Rush Enterprises Smartcar Volvo Cars

Score breakdown

Frequency
47.8
log-scaled weighted occurrences
Breadth
0.8
spread across providers
Quality lift
39.3
mean composite of providers using it
Cohesion
9.5
strength of nearest seed neighbor

Where this tag sits

Automotive broader

Related tags

VIN 11 co-occurrences Connected Vehicles 12 co-occurrences Connected Car 8 co-occurrences Telematics 18 co-occurrences VIN Decoding 5 co-occurrences Automotive 33 co-occurrences Vehicles 10 co-occurrences Fleet Management 11 co-occurrences

Where this tag comes from

Provider tag31
Api tag20
Openapi tag3
Openapi op tag18

Cohort brief

Auto-generated

The 29 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
29
all scored
Mean Kin Score
33.9
+11.0 vs catalog 22.9
Mean Agent Readiness
23
+11.1 vs catalog 11.9
Spread
4.3–73.9
median 34 · σ 17.1
How the 29 split by band
Exemplar 1Strong 2Developing 7Thin 11Emerging 2Minimal 6
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 35.3 17.6 +17.7 29
Developer Ergonomics 35.2 23.2 +12 29
Operational Transparency 23.6 13.7 +9.9 29
Access Clarity 35.1 26.5 +8.6 29
Discoverability 65 58.1 +6.9 29
Contract Governance 7.6 6.3 +1.3 29

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) 14% 14% 0
MCP server (first-party) 14% 12% +2
Agent Skills 0% 0% 0
OAuth scopes 21% 11% +10
Security 100% 98% +2
Arazzo workflows 3% 2% +1
Governance rules 14% 14% 0

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 CarsXE 73.9
  2. 2 TheCarApi 58.2
  3. 3 Amazon IoT FleetWise 54.4
  4. 4 PartsTech 52.5
  5. 5 Mercedes-Benz Mercedes me 51.9
  6. 6 Cox Automotive 50.9
  7. 7 Audatex 49.7
  8. 8 Hyundai 48.4
  9. 9 Dealer.com 46.7
  10. 10 Vehicles.dev 42.7
Top by Agent Readiness
  1. 1 CarsXE 68.5
  2. 2 Auto.dev 51.7
  3. 3 Mercedes-Benz Mercedes me 43.3
  4. 4 Audatex 39
  5. 5 Vehicles.dev 38.8
  6. 6 Otonomo 33.6
  7. 7 Cox Automotive 32.5
  8. 8 Window Sticker VIN API 32.1
  9. 9 PartsTech 30.8
  10. 10 Hyundai 29.3
All 31 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 5 October 2026, across 29093 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

One button, every client — Claude, Cursor, VS Code and the rest.

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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