emerging · -1.6 market domain

AIOps

Score 20.7 / 100 51 providers +2 via APIs 14 APIs Search apis.io →

Providers using this tag (51)

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

Exemplar 6 Complete, well-documented, and agent-ready
Strong 11 Solid coverage with minor gaps
Developing 9 Usable, with meaningful gaps to close
Thin 8 Limited public surface area
Emerging 10 Early or largely undocumented
Minimal 7 Almost no public developer surface

APIs with this tag (14)

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 →

Exemplar 3 Complete, well-documented, and agent-ready
Strong 5 Solid coverage with minor gaps
Developing 2 Usable, with meaningful gaps to close
Thin 1 Limited public surface area
Emerging 2 Early or largely undocumented
Minimal 1 Almost no public developer surface

Companies reaching this through an API (2)

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

Monte Carlo Splunk

Score breakdown

Frequency
45.9
log-scaled weighted occurrences
Breadth
0.7
spread across providers
Quality lift
39.6
mean composite of providers using it
Cohesion
7.5
strength of nearest seed neighbor

Related tags

Incident Management 16 co-occurrences SRE 7 co-occurrences IT Operations 9 co-occurrences Network Monitoring 6 co-occurrences OpenTelemetry 8 co-occurrences Incident Response 8 co-occurrences Observability 31 co-occurrences Incidents 8 co-occurrences

Where this tag comes from

Provider tag51
Api tag14

Markets provisional

Kin Score markets whose measured providers carry this tag. Share is the fraction of the market's measured providers that carry it — it describes the market, not this tag.

MarketShare of the market's providers
Observability24%

Cohort brief

Auto-generated

The 51 providers in the APIs.io catalog tagged AIOps, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
51
all scored
Mean Kin Score
39.6
+15.5 vs catalog 24.1
Mean Agent Readiness
22.6
+8.5 vs catalog 14.1
Spread
0–80.3
median 42.5 · σ 22.8
How the 51 split by band
Exemplar 6Strong 11Developing 9Thin 8Emerging 10Minimal 7
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 45.8 24.5 +21.3 51
Access Clarity 46.3 30 +16.3 51
Operational Transparency 28.1 13.2 +14.9 51
Contract Quality 31.5 18.6 +12.9 51
Contract Governance 17.2 9.7 +7.5 51
Discoverability 63.6 59.1 +4.5 51

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) 35% 18% +17
MCP server (first-party) 35% 16% +19
Agent Skills 0% 0% 0
OAuth scopes 20% 13% +7
Security 100% 99% +1
Arazzo workflows 2% 1% +1
Governance rules 51% 36% +15

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 LogicMonitor 80.3
  2. 2 Akuity 73.7
  3. 3 BigPanda 72.7
  4. 4 FireHydrant 71.5
  5. 5 Soda 71.3
  6. 6 Coralogix 66.8
  7. 7 Moogsoft 65.5
  8. 8 Elastic Observability 65.1
  9. 9 Logz.io 63.3
  10. 10 Deployxa 62.9
Top by Agent Readiness
  1. 1 Chronosphere 59.6
  2. 2 Deployxa 54.1
  3. 3 BigPanda 54
  4. 4 7SIGNAL 51.2
  5. 5 Incident.io 50.9
  6. 6 ScienceLogic 50.6
  7. 7 Groundcover 50
  8. 8 ImageStep 49.1
  9. 9 Moogsoft 43.3
  10. 10 Coralogix 43
All 51 members of this roster resolve to a scored provider in the catalog.
Coverage caveat. 41 of 51 scored members had under half their catalog-attributable points satisfied at all (catalog_earned / catalog_max < 0.5). They are INCLUDED in the mean above. A large share here means the cohort mean is partly a measurement of how far our enrichment reached, not only of how these providers publish.Generated from the catalog build of 14 November 2026, across 41591 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

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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

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This tag
curl "https://apis.io/api/v1/tags/aiops"
All tags
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