emerging · 0.0 capability action

Test Automation

Score 21.7 / 100 30 providers +7 via APIs 15 APIs Search apis.io →

Providers using this tag (30)

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

Strong 2 Solid coverage with minor gaps
Developing 13 Usable, with meaningful gaps to close
Thin 6 Limited public surface area
Emerging 6 Early or largely undocumented
Minimal 2 Almost no public developer surface
Unrated 1 Not yet scored

APIs with this tag (15)

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 2 Usable, with meaningful gaps to close
Thin 1 Limited public surface area
Emerging 3 Early or largely undocumented
Minimal 1 Almost no public developer surface
Unrated 8 Not yet scored

Companies reaching this through an API (7)

These companies publish an API, specification or operation carrying “Test Automation” 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.

Microsoft Playwright Odessa Technologies Open Mainframe Project OpenJS Foundation Test Cases Test First Test Scripts

Score breakdown

Frequency
44.6
log-scaled weighted occurrences
Breadth
0.8
spread across providers
Quality lift
39.9
mean composite of providers using it
Cohesion
15.7
strength of nearest seed neighbor

Related tags

QA 14 co-occurrences Test Runs 9 co-occurrences Quality Assurance 16 co-occurrences Test Management 7 co-occurrences End-to-End Testing 6 co-occurrences Testing 26 co-occurrences Software Testing 5 co-occurrences Mobile Testing 5 co-occurrences

Where this tag comes from

Provider tag30
Api tag15

Cohort brief

Auto-generated

The 29 providers in the APIs.io catalog tagged Test Automation, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
29
all scored
Mean Kin Score
35.2
+11.2 vs catalog 24
Mean Agent Readiness
17.6
+5.2 vs catalog 12.4
Spread
6.4–64.9
median 39.3 · σ 14.5
How the 29 split by band
Exemplar 0Strong 2Developing 13Thin 6Emerging 6Minimal 2
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 45.5 23.4 +22.1 29
Operational Transparency 27.1 14 +13.1 29
Access Clarity 38.3 26.5 +11.8 29
Contract Quality 29.2 20.1 +9.1 29
Discoverability 68.5 61 +7.5 29
Contract Governance 5.9 6.5 -0.6 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) 20% 10% +10
MCP server (first-party) 30% 13% +17
Agent Skills 0% 0% 0
OAuth scopes 10% 11% -1
Security 100% 96% +4
Arazzo workflows 0% 2% -2
Governance rules 7% 13% -6

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 Tricentis 64.9
  2. 2 Stack Moxie 63.1
  3. 3 Kubeshop 51.3
  4. 4 Opkey 48.9
  5. 5 Rainforest QA 47.9
  6. 6 Panaya 47.2
  7. 7 SOFY 44.9
  8. 8 QA Wolf 42.1
  9. 9 AskUI 41.8
  10. 10 Testsigma 41.2
Top by Agent Readiness
  1. 1 Kubeshop 51.8
  2. 2 Tricentis 44.6
  3. 3 SOFY 31.5
  4. 4 Rainforest QA 30
  5. 5 AskUI 29.9
  6. 6 Appium 29.4
  7. 7 Mabl 28.4
  8. 8 Stack Moxie 26.4
  9. 9 Opkey 26.1
  10. 10 Testim Io 24.3
All 30 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 20 September 2026, across 27620 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/test-automation"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/test-automation"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/test-automation/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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