emerging · 0.6

QA

Score 21.5 / 100 31 providers 12 APIs Search apis.io →
Business capabilities this tag reaches
Content Compliance & Standards Management 1
Variants seen in the corpus: QAQaqa

Providers using this tag (31)

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

Developing 15 Usable, with meaningful gaps to close
EmotiveCompanyMarketingSMSMessaging18 APIs53.0ZohoAnalyticsCollaborationCRMCustomer Service267 APIs51.3BrowserStackAccessibilityAppiumApplicationAutomation1 API50.4Rainforest QATestingTest AutomationSoftware Testing1 API49.7BrightEdgeCompanySEOSearchContent1 API48.6TesterarmyCompanySoftware TestingBrowser Automation1 API48.5SOFYCompanyAI TestingTest AutomationMobile Testing1 API45.8LambdaTestTestingCross-Browser TestingSeleniumCypress2 APIs45.0KagiSearchPremium SearchAI SearchSummarization1 API44.8QA WolfCompanyDevtoolsTestingTest Automation1 API41.8TestsigmaCompanyArtificial IntelligenceTestingTest Automation1 API41.2TestmoTest RunsTest ManagementTest Automation1 API40.9TestRailTest RunsTest ManagementTest Cases1 API40.9TestinyTest RunsTest ManagementTest Cases1 API40.7Stella Connect (Medallia Agent Connect)Customer ServiceCustomer FeedbackQuality AssuranceCoaching3 APIs40.3
Thin 10 Limited public surface area
RekaArtificial IntelligenceMultimodalLarge Language ModelsVision1 API38.8ReflectAI TestingArtificial IntelligenceAutomated TestingCI/CD1 API38.6QaseTest RunsTest ManagementTest Cases1 API36.7Kitchen StoriesCompanyFood and BeverageRecipesCooking1 API35.1BrightEdge TechnologiesSEOContent MarketingSearchMarketing1 API34.7MablTest AutomationDevOpsAI Testing1 API31.7PercyVisual TestingVisual RegressionScreenshots1 API29.9KobitonMobile TestingTest RunsDevice CloudReal Devices1 API29.7TransloadCompanyLogisticsFreightComputer-Vision1 API28.1BugsterCompanyTestingTest Automation26.8
Emerging 4 Early or largely undocumented
TestimTestingTest AutomationAI Testing3 APIs22.4FunctionizeTestingTest AutomationAI TestingGenerative AI3 APIs19.3TestlioCompanyTestingQuality Assurance18.1MuuktestCompanyTestingTest Automation12.7
Minimal 2 Almost no public developer surface
ApproximaCompanySoftware DevelopmentAI AgentsTesting10.5Visage ImagingEnterprise ImagingMedical ImagingRadiologyPACS5 APIs6.7

APIs with this tag (10)

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 5 Usable, with meaningful gaps to close
Emotive Sensus Webhooks APIThe Sensus Webhooks API from Emotive — 1 operation(s) for sensus webhooks.53.0Zoho BugTrackerThe Zoho BugTracker API uses OAuth 2.0 for authentication and provides REST endpoints for managing bugs, pr...51.3BrowserStack Test Management APIThe BrowserStack Test Management API provides REST access to manage test projects, folders, test cases, tes...50.4Kagi FastGPT APIFastGPT is Kagi's LLM-powered question answering API that combines a hosted model with live Kagi web search...44.8Stella Connect (Medallia Agent Connect) Qa APIThe Qa API from Stella Connect (Medallia Agent Connect) — 3 operation(s) for qa.40.3
Thin 4 Limited public surface area
Reka QA APIQuestion-answer interactions over video content.38.8Kitchen Stories QA APIThe QA API from Kitchen Stories — 4 operation(s) for qa.35.1Mabl APIManage resources in your workspace programmatically with the mabl API. By integrating mabl API endpoints in...31.7Transload Qa APIThe Qa API from Transload — 18 operation(s) for qa.28.1
Minimal 1 Almost no public developer surface
Visage 7 QA REST APIREST API introduced in Visage 7 release notes supporting a data-quality (QA) workflow based on delete-and-r...6.7

Score breakdown

Frequency
45.4
log-scaled weighted occurrences
Breadth
0.8
spread across providers
Quality lift
42.9
mean composite of providers using it
Cohesion
8.9
strength of nearest seed neighbor

Related tags

Test Automation 14 co-occurrences Test Runs 9 co-occurrences AI Testing 5 co-occurrences End-to-End Testing 5 co-occurrences Mobile Testing 5 co-occurrences Test Management 5 co-occurrences Testing 16 co-occurrences Tests 5 co-occurrences

Where this tag comes from

Provider tag21
Api tag11
Openapi op tag31
Openapi tag6

Cohort brief

Auto-generated

The 31 providers in the APIs.io catalog tagged QA, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
31
all scored
Mean Kin Score
34.8
+14.1 vs catalog 20.7
Mean Agent Readiness
19
+9.3 vs catalog 9.7
Spread
6.7–51.8
median 38.4 · σ 12.2
How the 31 split by band
Exemplar 0Strong 0Developing 11Thin 14Emerging 4Minimal 2
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 41 22.3 +18.7 31
Contract Quality 35.7 17.5 +18.2 31
Developer Ergonomics 32.2 17.9 +14.3 31
Operational Transparency 23 11.3 +11.7 31
Discoverability 71.9 60.4 +11.5 31
Contract Governance 8.5 6.4 +2.1 31

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) 39% 16% +23
MCP server (first-party) 10% 7% +3
Agent Skills 0% 0% 0
OAuth scopes 3% 9% -6
Security 100% 88% +12
Arazzo workflows 0% 2% -2
Governance rules 6% 13% -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 Rainforest QA 51.8
  2. 2 Testerarmy 51.7
  3. 3 BrightEdge 50.3
  4. 4 Emotive 50
  5. 5 BrowserStack 47.6
  6. 6 SOFY 46.5
  7. 7 LambdaTest 45.5
  8. 8 QA Wolf 43.3
  9. 9 Stella Connect (Medallia Agent Connect) 41.7
  10. 10 Testsigma 41.2
Top by Agent Readiness
  1. 1 BrightEdge 44.3
  2. 2 Emotive 37.6
  3. 3 Testerarmy 34.3
  4. 4 LambdaTest 31.7
  5. 5 SOFY 31.5
  6. 6 Stella Connect (Medallia Agent Connect) 28.6
  7. 7 Transload 28.6
  8. 8 Rainforest QA 28.2
  9. 9 Zoho 26.8
  10. 10 BrightEdge Technologies 26.4
All 31 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.

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

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