niche · 1.0

Industrial IoT

Score 19.3 / 100 60 providers 9 APIs Search apis.io →

Providers using this tag (60)

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

Strong 2 Solid coverage with minor gaps
Developing 11 Usable, with meaningful gaps to close
Thin 14 Limited public surface area
Emerging 20 Early or largely undocumented
Minimal 13 Almost no public developer surface

APIs with this tag (9)

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 4 Limited public surface area
Emerging 4 Early or largely undocumented

Score breakdown

Frequency
50.5
log-scaled weighted occurrences
Breadth
1.6
spread across providers
Quality lift
31.1
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

IIoT 9 co-occurrences Predictive Maintenance 9 co-occurrences Time Series 12 co-occurrences SCADA 5 co-occurrences MQTT 6 co-occurrences Industrial AI 5 co-occurrences Digital Twin 6 co-occurrences Edge Computing 7 co-occurrences

Where this tag comes from

Provider tag59
Api tag9

Cohort brief

Auto-generated

The 60 providers in the APIs.io catalog tagged Industrial IoT, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
60
all scored
Mean Kin Score
25.9
+5.2 vs catalog 20.7
Mean Agent Readiness
11.1
+1.4 vs catalog 9.7
Spread
5–63.2
median 24.4 · σ 15.4
How the 60 split by band
Exemplar 0Strong 2Developing 11Thin 14Emerging 20Minimal 13
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 24.3 17.9 +6.4 60
Contract Quality 23.3 17.5 +5.8 60
Contract Governance 11.6 6.4 +5.2 60
Access Clarity 27.4 22.3 +5.1 60
Discoverability 62.4 60.4 +2 60
Operational Transparency 12.8 11.3 +1.5 60

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) 12% 16% -4
MCP server (first-party) 5% 7% -2
Agent Skills 0% 0% 0
OAuth scopes 8% 9% -1
Security 95% 88% +7
Arazzo workflows 0% 2% -2
Governance rules 30% 13% +17

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 Cumulocity 63.2
  2. 2 Losant 60.6
  3. 3 Amazon IoT SiteWise 50.8
  4. 4 Itron 50.4
  5. 5 Picarro 50.4
  6. 6 Amazon IoT TwinMaker 49.9
  7. 7 Amazon Lookout for Equipment 49.4
  8. 8 Amazon Panorama 49
  9. 9 Nortech 47.5
  10. 10 Siemens PLM 44.2
Top by Agent Readiness
  1. 1 Amazon IoT SiteWise 34.5
  2. 2 Andium 33.6
  3. 3 Picarro 32.9
  4. 4 Cosmoplat 31.5
  5. 5 Amazon Panorama 30.6
  6. 6 Losant 30.6
  7. 7 Cognite 29.4
  8. 8 Amazon IoT TwinMaker 28.1
  9. 9 Siemens MindSphere 28.1
  10. 10 Siemens PLM 28.1
All 60 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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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

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

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