niche · 1.6 market industrydomain

Quality Management

Score 17.2 / 100 35 providers 6 APIs Search apis.io →

Providers using this tag (35)

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

Exemplar 1 Complete, well-documented, and agent-ready
Strong 1 Solid coverage with minor gaps
Developing 4 Usable, with meaningful gaps to close
Thin 8 Limited public surface area
Emerging 10 Early or largely undocumented
Minimal 11 Almost no public developer surface

APIs with this tag (5)

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 1 Usable, with meaningful gaps to close
Thin 3 Limited public surface area
Minimal 1 Almost no public developer surface

Score breakdown

Frequency
43.3
log-scaled weighted occurrences
Breadth
1.0
spread across providers
Quality lift
29.5
mean composite of providers using it
Cohesion
1.8
strength of nearest seed neighbor

Related tags

Regulatory 6 co-occurrences Contact Center 5 co-occurrences Manufacturing 12 co-occurrences Compliance 11 co-occurrences Pharmaceuticals 6 co-occurrences Life Sciences 10 co-occurrences Artificial Intelligence 10 co-occurrences Healthcare 5 co-occurrences

Where this tag comes from

Api tag6
Provider tag31

Cohort brief

Auto-generated

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

Providers
35
all scored
Mean Kin Score
24.5
+3.8 vs catalog 20.7
Mean Agent Readiness
9
-0.7 vs catalog 9.7
Spread
4.3–75
median 20.4 · σ 18
How the 35 split by band
Exemplar 2Strong 0Developing 4Thin 7Emerging 11Minimal 11
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 30.2 22.3 +7.9 35
Contract Governance 11.9 6.4 +5.5 35
Operational Transparency 13.5 11.3 +2.2 35
Discoverability 62.3 60.4 +1.9 35
Developer Ergonomics 19.1 17.9 +1.2 35
Contract Quality 17.8 17.5 +0.3 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) 20% 16% +4
MCP server (first-party) 3% 7% -4
Agent Skills 0% 0% 0
OAuth scopes 14% 9% +5
Security 100% 88% +12
Arazzo workflows 3% 2% +1
Governance rules 20% 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 veeva 75
  2. 2 8x8 67.1
  3. 3 Propel Software (Propel PLM) 54
  4. 4 Inspectorio 53.6
  5. 5 Zoom 51.1
  6. 6 Qualio 48.3
  7. 7 Ketryx 36.6
  8. 8 Test Cases 35.1
  9. 9 VKS Integrations 33.9
  10. 10 Cresta 30.5
Top by Agent Readiness
  1. 1 8x8 43.3
  2. 2 veeva 36.4
  3. 3 Zoom 34.1
  4. 4 Inspectorio 34
  5. 5 Propel Software (Propel PLM) 30.8
  6. 6 Qualio 26.4
  7. 7 Test Cases 19.8
  8. 8 Ketryx 18.2
  9. 9 VKS Integrations 18
  10. 10 Test Plans 15.5
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.

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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

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

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