emerging · 1.1 capabilitymarket resourceschemadomain

Benchmarks

Score 21.7 / 100 35 providers 30 APIs Search apis.io →
Business capabilities this tag reaches
Information & Data Management 1 Sustainability Management 1 Human Capital Management 1
Variants seen in the corpus: BenchmarkBenchmarks

Providers using this tag (35)

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

Strong 7 Solid coverage with minor gaps
Developing 8 Usable, with meaningful gaps to close
Thin 8 Limited public surface area
Emerging 9 Early or largely undocumented
Minimal 3 Almost no public developer surface

APIs with this tag (28)

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 6 Solid coverage with minor gaps
Developing 7 Usable, with meaningful gaps to close
Thin 8 Limited public surface area
Emerging 7 Early or largely undocumented

Score breakdown

Frequency
50.7
log-scaled weighted occurrences
Breadth
1.0
spread across providers
Quality lift
41.9
mean composite of providers using it
Cohesion
2.6
strength of nearest seed neighbor

Related tags

Evaluation 7 co-occurrences Datasets 6 co-occurrences Python 6 co-occurrences Market Data 6 co-occurrences Data 6 co-occurrences Research 5 co-occurrences Real-Time 5 co-occurrences Agents 8 co-occurrences

Where this tag comes from

Api tag30
Provider tag14
Openapi tag10
Openapi op tag77

Cohort brief

Auto-generated

The 35 providers in the APIs.io catalog tagged Benchmarks, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
35
all scored
Mean Kin Score
34.6
+13.9 vs catalog 20.7
Mean Agent Readiness
19.3
+9.6 vs catalog 9.7
Spread
5–67.2
median 33.7 · σ 17.5
How the 35 split by band
Exemplar 1Strong 5Developing 10Thin 5Emerging 11Minimal 3
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 39.6 17.9 +21.7 35
Contract Quality 33.3 17.5 +15.8 35
Operational Transparency 22.1 11.3 +10.8 35
Access Clarity 32.8 22.3 +10.5 35
Discoverability 67.2 60.4 +6.8 35
Contract Governance 11.2 6.4 +4.8 35

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) 31% 16% +15
MCP server (first-party) 17% 7% +10
Agent Skills 0% 0% 0
OAuth scopes 20% 9% +11
Security 97% 88% +9
Arazzo workflows 3% 2% +1
Governance rules 29% 13% +16

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 Triple Whale 67.2
  2. 2 Scope3 65
  3. 3 Factset 64.8
  4. 4 Runloop 61.6
  5. 5 Kaiko 57.5
  6. 6 Visier 56.3
  7. 7 Rapidata 48.8
  8. 8 Aleph Alpha 47.9
  9. 9 CME Group 47.3
  10. 10 Mastercard 46.2
Top by Agent Readiness
  1. 1 Scope3 66.6
  2. 2 Triple Whale 54
  3. 3 Factset 52.8
  4. 4 Rapidata 41.7
  5. 5 Visier 39.3
  6. 6 Mastercard 32.4
  7. 7 Aleph Alpha 29.9
  8. 8 Serif Health 28.7
  9. 9 Forithmus 27.8
  10. 10 Bloomberg Buyside Enterprise Solutions 27.3
All 35 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

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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

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

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