emerging · 0.0 capability action

Quality Assurance

Score 22.8 / 100 74 providers +4 via APIs 8 APIs Search apis.io →

Providers using this tag (74)

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

Strong 1 Solid coverage with minor gaps
Developing 23 Usable, with meaningful gaps to close
Thin 11 Limited public surface area
Emerging 20 Early or largely undocumented
Minimal 15 Almost no public developer surface
Unrated 4 Not yet scored

APIs with this tag (8)

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 3 Usable, with meaningful gaps to close
Emerging 3 Early or largely undocumented

Companies reaching this through an API (4)

These companies publish an API, specification or operation carrying “Quality Assurance” 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.

EPA — U.S. Environmental Protection Agency Google Android Velo3D Voyc

Score breakdown

Frequency
53.2
log-scaled weighted occurrences
Breadth
2.0
spread across providers
Quality lift
32.1
mean composite of providers using it
Cohesion
17.2
strength of nearest seed neighbor

Related tags

Test Automation 16 co-occurrences Testing 35 co-occurrences Test Management 8 co-occurrences API Testing 11 co-occurrences Software Testing 6 co-occurrences Mobile Testing 6 co-occurrences QA 7 co-occurrences BDD 5 co-occurrences

Where this tag comes from

Provider tag74
Api tag8
Openapi tag2
Openapi op tag13

Cohort brief

Auto-generated

The 67 providers in the APIs.io catalog tagged Quality Assurance, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
67
all scored
Mean Kin Score
29.3
+5.4 vs catalog 23.9
Mean Agent Readiness
14.5
+2.5 vs catalog 12
Spread
2.8–59.2
median 28 · σ 15.9
How the 67 split by band
Exemplar 0Strong 1Developing 23Thin 11Emerging 20Minimal 12
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 31 23.4 +7.6 67
Access Clarity 32.8 26.5 +6.3 67
Operational Transparency 19.7 14 +5.7 67
Contract Quality 25.3 19.8 +5.5 67
Discoverability 64.5 61.2 +3.3 67
Contract Governance 9.1 6.4 +2.7 67

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% 10% +4
MCP server (first-party) 21% 13% +8
Agent Skills 0% 0% 0
OAuth scopes 6% 11% -5
Security 96% 97% -1
Arazzo workflows 1% 2% -1
Governance rules 21% 14% +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 Assembled 59.2
  2. 2 Authenticx 54
  3. 3 Observe.AI 53
  4. 4 TestFairy 52.6
  5. 5 Klaus 52.3
  6. 6 Coval 52.2
  7. 7 Kubeshop 51.8
  8. 8 Opkey 48.9
  9. 9 Rainforest QA 48.8
  10. 10 Assertible 48.3
Top by Agent Readiness
  1. 1 Kubeshop 51.8
  2. 2 Jam 45.5
  3. 3 Authenticx 44.1
  4. 4 accessiBe 44.1
  5. 5 Coval 43.6
  6. 6 Bluejay 38.6
  7. 7 Assertible 34.7
  8. 8 Replay 30.2
  9. 9 Rainforest QA 30
  10. 10 AskUI 29.9
All 74 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 15 September 2026, across 27661 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/quality-assurance"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/quality-assurance"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/quality-assurance/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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