emerging · 1.3 market domain

AIOps

Score 20.3 / 100 49 providers 19 APIs Search apis.io →
Variants seen in the corpus: AIOpsaiops

Providers using this tag (49)

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

Exemplar 1 Complete, well-documented, and agent-ready
AkuityGitOpsContinuous DeliveryKubernetesArgoCD8 APIs67.8
Strong 3 Solid coverage with minor gaps
Logz.ioObservabilityLoggingMetricsTracing19 APIs65.2HoneycombObservabilityTracingDistributed TracingTelemetry21 APIs60.0KentikNetwork ObservabilityNetwork MonitoringFlow AnalyticsBGP24 APIs55.1
Developing 8 Usable, with meaningful gaps to close
OpsMillCompanyInfrastructure SaasNetwork AutomationSource of Truth16 APIs48.6Virtana (Virtual Instruments)CompanyInfrastructureObservabilityMonitoring3 APIs48.0IncidentFox (Brownie)CompanyIncident ResponseSRE1 API47.3SplunkAnalyticsData AnalysisLoggingMachine Data14 APIs46.5ChamberGPUMachine-LearningMLOps4 APIs46.2RunWhenCompanySREDevOps51 APIs45.6DeeptraceCompanySite Reliability EngineeringObservability2 APIs45.1Juniper Mist AIArtificial IntelligenceNetworkingWi-Fi211 APIs44.5
Thin 11 Limited public surface area
Doctor DroidCompanyArtificial IntelligenceSRE1 API36.6NeubirdCompanyArtificial IntelligenceAI SREIncident Response1 API34.6Incident.ioIncident Management25 APIs29.6KeepAlertingIncident ManagementObservability27 APIs29.2Kosmos AI LabsCompanyOperational IntelligenceObservabilityOpenTelemetry1 API29.2FireHydrantIncident Management16 APIs28.9RootlyIncident Management7 APIs28.7Carrot LabsCompanyArtificial IntelligenceFinOps1 API28.4MetaplaneData Observability5 APIs28.1StriveworksCompanyArtificial IntelligenceMachine-LearningMLOps1 API27.0Elastic ObservabilityObservability5 APIs26.8
Emerging 18 Early or largely undocumented
ChronosphereObservability33 APIs24.4CoralogixObservability1 API23.2HPE Aruba NetworkingNetworkingSwitchingWi-FiSD-WAN10 APIs23.1OpsRampIT Operations10 APIs22.3Riverbed TechnologyCompanyEnterprise SoftwareObservabilityNetwork Monitoring21.9HygroundCompanyAi MlSite Reliability EngineeringDevOps20.6SodaData Quality6 APIs20.1BlamelessSRE1 API18.9OneAPMCompanyApplication Performance ManagementAPMObservability18.6Resolve SystemsCompanyIT AutomationIT Operations15.0ApiphaniCompanyManaged ServiceSAPApplication Management13.4GroundcoverObservability1 API13.3NileNetworkingEnterprise NetworkingNetwork as a ServiceNaaS13.0MoogsoftIncident Management1 API12.6Monte CarloData Observability1 API12.3ScienceLogicIT Operations1 API12.3LogicMonitorMonitoring1 API12.1MotadataMonitoring1 API11.0
Minimal 8 Almost no public developer surface
ShorelineAutomation1 API9.2ZenossMonitoring1 API9.1SevOne (Turbonomic)CompanyAI InfrastructureNetwork MonitoringObservability8.6Dorado Software IncCompanyInfrastructure ManagementNetwork ManagementDCIM8.5NebuCompanyDevOpsCloudArtificial Intelligence7.9Augtera NetworksCompanyAI InfrastructureNetworking5.3VelocityCompanyDevOpsSREIncident Management5.0ZebriumCompanyArtificial IntelligenceMachine-Learning5.0

APIs with this tag (19)

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 →

Strong 1 Solid coverage with minor gaps
Logz.io Insights APIRetrieve the cognitive-insights and anomaly findings surfaced by Logz.io's AI observability layer. Returns ...65.2
Developing 1 Usable, with meaningful gaps to close
Splunk IT Service Intelligence (ITSI) REST APIThe Splunk IT Service Intelligence (ITSI) REST API allows bulk creation and updating of ITOA interface obje...46.5
Thin 5 Limited public surface area
DrDroid Platform (MCP + Agent)The DrDroid platform surface — the hosted Model Context Protocol (MCP) server and DroidAgent investigation ...36.6FireHydrantFireHydrant is an incident management platform providing automated runbooks, status pages, and retrospectiv...28.9MetaplaneMetaplane is a data observability platform providing automated anomaly detection and data quality monitoring.28.1Chariot Platform APIPer-tenant REST API for the Chariot AI operations platform, organized as versioned microservice paths under...27.0Elastic ObservabilityElastic Observability provides unified logs, metrics, traces, and AI-driven anomaly detection built on the ...26.8
Emerging 10 Early or largely undocumented
ChronosphereChronosphere is a cloud-native observability platform for managing and controlling observability data at sc...24.4CoralogixCoralogix is an observability platform providing log analytics, metrics, tracing, and AI-powered insights.23.2SodaSoda is a data quality platform that enables data testing, monitoring, and anomaly detection across data pi...20.1BlamelessBlameless is an SRE and incident management platform for reliability, incident resolution, and blameless re...18.9GroundcoverGroundcover is a cloud-native observability platform using eBPF for zero-instrumentation monitoring of Kube...13.3MoogsoftMoogsoft is an AIOps platform that uses AI to reduce alert noise, correlate incidents, and automate root ca...12.6Monte CarloMonte Carlo is a data observability platform that uses ML to detect, resolve, and prevent data quality issues.12.3ScienceLogicScienceLogic is an AIOps platform providing IT infrastructure monitoring, service management, and automated...12.3LogicMonitorLogicMonitor is an AI-powered infrastructure monitoring and observability platform for hybrid IT environments.12.1MotadataMotadata is an AIOps platform for IT infrastructure monitoring, log management, network analytics, and serv...11.0
Minimal 2 Almost no public developer surface
ShorelineShoreline is an incident automation platform that enables operators to build automated remediation for recu...9.2ZenossZenoss is an AIOps and full-stack monitoring platform for hybrid IT infrastructure observability and event ...9.1

Score breakdown

Frequency
50.0
log-scaled weighted occurrences
Breadth
1.3
spread across providers
Quality lift
32.3
mean composite of providers using it
Cohesion
6.5
strength of nearest seed neighbor

Related tags

SRE 6 co-occurrences Incident Management 8 co-occurrences IT Operations 5 co-occurrences Observability 24 co-occurrences Incident Response 5 co-occurrences Monitoring 13 co-occurrences Telemetry 5 co-occurrences DevOps 11 co-occurrences

Where this tag comes from

Provider tag48
Api tag19

Cohort brief

Auto-generated

The 49 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
49
all scored
Mean Kin Score
26.8
+6.1 vs catalog 20.7
Mean Agent Readiness
13.1
+3.4 vs catalog 9.7
Spread
5–67.8
median 23.2 · σ 16.6
How the 49 split by band
Exemplar 1Strong 3Developing 8Thin 11Emerging 18Minimal 8
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 30.8 17.9 +12.9 49
Access Clarity 28.7 22.3 +6.4 49
Contract Quality 23.7 17.5 +6.2 49
Operational Transparency 16.5 11.3 +5.2 49
Contract Governance 7.5 6.4 +1.1 49
Discoverability 59.2 60.4 -1.2 49

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) 24% 16% +8
MCP server (first-party) 14% 7% +7
Agent Skills 0% 0% 0
OAuth scopes 4% 9% -5
Security 100% 88% +12
Arazzo workflows 4% 2% +2
Governance rules 10% 13% -3

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 Akuity 67.8
  2. 2 Logz.io 65.2
  3. 3 Honeycomb 60
  4. 4 Kentik 55.1
  5. 5 OpsMill 48.6
  6. 6 Virtana (Virtual Instruments) 48
  7. 7 IncidentFox (Brownie) 47.3
  8. 8 Splunk 46.5
  9. 9 Chamber 46.2
  10. 10 RunWhen 45.6
Top by Agent Readiness
  1. 1 RunWhen 42.6
  2. 2 Honeycomb 34
  3. 3 Splunk 34
  4. 4 Virtana (Virtual Instruments) 31.3
  5. 5 OpsMill 30.1
  6. 6 Kentik 28.8
  7. 7 Juniper Mist AI 28.4
  8. 8 Akuity 28.2
  9. 9 Doctor Droid 28.1
  10. 10 IncidentFox (Brownie) 26.1
All 49 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/aiops"
All tags 
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort 
curl "https://apis.io/api/v1/cohorts/tag/aiops"
The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/aiops/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

Discovery needs no key. Ratings and market analysis are Pro.

Get an API key

Free tier, no email required.

GitHub Google LinkedIn

A second provider on the same verified email joins the account you already have.