emerging · -0.3

Virtual Machines

Score 22.5 / 100 27 providers 21 APIs Search apis.io →
Variants seen in the corpus: Virtual MachinesVirtualMachines

Providers using this tag (27)

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

Strong 3 Solid coverage with minor gaps
Developing 9 Usable, with meaningful gaps to close
Thin 13 Limited public surface area
Emerging 2 Early or largely undocumented

APIs with this tag (21)

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 →

Strong 2 Solid coverage with minor gaps
Developing 8 Usable, with meaningful gaps to close
Thin 9 Limited public surface area
Emerging 2 Early or largely undocumented

Score breakdown

Frequency
48.5
log-scaled weighted occurrences
Breadth
0.7
spread across providers
Quality lift
47.1
mean composite of providers using it
Cohesion
5.1
strength of nearest seed neighbor

Related tags

Infrastructure-as-a-Service 7 co-occurrences Virtualization 5 co-occurrences Cloud Computing 5 co-occurrences Networks 5 co-occurrences Instances 5 co-occurrences Compute 6 co-occurrences GPU 5 co-occurrences Infrastructure 17 co-occurrences

Where this tag comes from

Provider tag15
Api tag21
Openapi tag9
Openapi op tag62

Cohort brief

Auto-generated

The 27 providers in the APIs.io catalog tagged Virtual Machines, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
27
all scored
Mean Kin Score
39.2
+18.5 vs catalog 20.7
Mean Agent Readiness
22
+12.3 vs catalog 9.7
Spread
15.3–62.2
median 37.2 · σ 10.5
How the 27 split by band
Exemplar 0Strong 3Developing 9Thin 13Emerging 2Minimal 0
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 45.4 17.5 +27.9 27
Developer Ergonomics 41.6 17.9 +23.7 27
Operational Transparency 28.5 11.3 +17.2 27
Access Clarity 35.9 22.3 +13.6 27
Discoverability 72.5 60.4 +12.1 27
Contract Governance 11 6.4 +4.6 27

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) 26% 16% +10
MCP server (first-party) 11% 7% +4
Agent Skills 0% 0% 0
OAuth scopes 22% 9% +13
Security 100% 88% +12
Arazzo workflows 4% 2% +2
Governance rules 52% 13% +39

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.

All 27 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.

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

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