emerging · 0.0 market domain

AIOps

Score 23.4 / 100 50 providers +2 via APIs 39 APIs Search apis.io →
Variants seen in the corpus: AIOpsai-ops

Providers using this tag (50)

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

Exemplar 4 Complete, well-documented, and agent-ready
HoneycombObservabilityTracingDistributed TracingTelemetry13 APIs80.6SodaData QualityData ObservabilityData Contracts1 API71.6AkuityGitOpsContinuous DeliveryKubernetesArgoCD8 APIs71.5BigPandaIncidentsMonitoringPlatform27 APIs70.3
Strong 9 Solid coverage with minor gaps
FireHydrantIncident ManagementOn-CallAlerting1 API65.5Logz.ioObservabilityLoggingMetricsTracing19 APIs64.9GroundcoverObservabilityKuberneteseBPF1 API61.2MoogsoftIncident ManagementObservabilityAlerting17 APIs61.2ScienceLogicIT OperationsObservabilityMonitoring5 APIs59.5MetaplaneData ObservabilityData QualityAnomaly Detection1 API59.4LogicMonitorMonitoringObservabilityInfrastructure2 APIs58.6Elastic ObservabilityObservabilityAPMLogging1 API58.4DeployxaPlatform-as-a-ServiceCloud DeploymentDevOpsCI/CD1 API56.0
Developing 11 Usable, with meaningful gaps to close
7SIGNALWireless Network MonitoringWi-Fi Experience MonitoringDigital Experience MonitoringNetwork Performance Monitoring1 API54.1KentikNetwork ObservabilityNetwork MonitoringFlow AnalyticsBGP20 APIs54.1ChronosphereObservabilityMonitoringMetrics3 APIs51.2ZenossMonitoringObservabilityInfrastructure3 APIs50.6Virtana (Virtual Instruments)CompanyInfrastructureObservabilityMonitoring3 APIs47.7OpsMillCompanyInfrastructure SaasNetwork AutomationSource of Truth1 API47.2IncidentFox (Brownie)CompanyIncident ResponseSRE1 API47.0Juniper Mist AIArtificial IntelligenceNetworkingWi-Fi1 API46.5RunWhenCompanySREDevOps1 API46.5ChamberGPUMachine-LearningMLOps1 API44.2DeeptraceCompanySite Reliability EngineeringObservability1 API43.3
Thin 9 Limited public surface area
MotadataMonitoringObservabilityITSM2 APIs36.2Doctor DroidCompanyArtificial IntelligenceSRE1 API35.5NeubirdCompanyArtificial IntelligenceAI SREIncident Response1 API35.3KeepAlertingIncident ManagementObservability1 API30.0Incident.ioIncident Management25 APIs28.9RootlyIncident Management7 APIs28.0Kosmos AI LabsCompanyOperational IntelligenceObservabilityOpenTelemetry1 API27.9Carrot LabsCompanyArtificial IntelligenceFinOps1 API27.4StriveworksCompanyArtificial IntelligenceMachine-LearningMLOps1 API27.0
Emerging 10 Early or largely undocumented
BlamelessSREIncident ManagementReliability1 API23.1HPE Aruba NetworkingNetworkingSwitchingWi-FiSD-WAN10 APIs23.1CoralogixObservability1 API23.0Riverbed TechnologyCompanyEnterprise SoftwareObservabilityNetwork Monitoring21.9OpsRampIT Operations10 APIs21.6HygroundCompanyAi MlSite Reliability EngineeringDevOps20.6OneAPMCompanyApplication Performance ManagementAPMObservability19.3Resolve SystemsCompanyIT AutomationIT Operations15.0ApiphaniCompanyManaged ServiceSAPApplication Management13.4NileNetworkingEnterprise NetworkingNetwork as a ServiceNaaS13.0
Minimal 6 Almost no public developer surface
SevOne (Turbonomic)CompanyAI InfrastructureNetwork MonitoringObservability8.6Dorado Software IncCompanyInfrastructure ManagementNetwork ManagementDCIM8.5NebuCompanyDevOpsCloudArtificial Intelligence7.9Augtera NetworksCompanyAI InfrastructureNetworking5.3VelocityCompanyDevOpsSREIncident Management5.0ZebriumCompanyArtificial IntelligenceMachine-Learning5.0
Unrated 1 Not yet scored
ShorelineAutomationIncident ResponseSite Reliability Engineering1 API

APIs with this tag (39)

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 1 Complete, well-documented, and agent-ready
Soda Cloud API v4The Soda Cloud public REST API (v4). 103 operations across 15 resources — datasources, datasets, discovered...71.6
Strong 26 Solid coverage with minor gaps
FireHydrantFireHydrant is an incident management platform providing automated runbooks, status pages, and retrospectiv...65.5Logz.io Insights APIRetrieve the cognitive-insights and anomaly findings surfaced by Logz.io's AI observability layer. Returns ...64.9GroundcoverThe groundcover platform REST API. Data query endpoints run gcQL pipelines against logs (POST /api/logs/v2/...61.2Moogsoft Alerts/Incidents APIThis API enables you to retrieve and update alerts and incidents, and other APIs relating to them61.2Moogsoft Amazon CloudWatch APIAPI for Apex AIOps Incident Management Cloudwatch Service61.2Moogsoft Azure Application Insights APIUse Apex AIOps Incident Management API for sending/receiving alerts, events, and incidents61.2Moogsoft Collector V2 APIThis API enables you to work with collectors61.2Moogsoft Config APIThis API allows you to save and retrieve config, catalogs, credentials, watchers, menu actions, and mainten...61.2Moogsoft Create Your Own Integration APIThis API enables you to create and manage custom endpoints for inbound integrations.61.2Moogsoft Events Integration APIAPI for Apex AIOps Incident Management Events Integration.61.2Moogsoft Metrics APIThis API enables you to create metrics and manage metrics policies.61.2Moogsoft On-Call APIThis API allows you to save and retrieve on-call schedules, escalation policies61.2Moogsoft PagerDuty Integration APIThis API enables you to create and manage Pager Duty integrations.61.2Moogsoft Probable Root Cause APIThis API enables you to retrieve and update Probable Root Cause, and other APIs relating to them61.2Moogsoft Rollup Service APIRollup Service API for the Moogsoft metric processor. The published contract carries development servers (h...61.2Moogsoft Similar Incidents APIAPI for the similar incidents service.61.2Moogsoft UI Services APIAPIs for handling features requests and some UI driven queries.61.2Moogsoft User Management APIAPI for User Service61.2Moogsoft Webhook APIYou can use this API to create, retrieve, update, delete, and test webhoook integrations.61.2Moogsoft Workflow Engine APIThis API enables you to create and manage workflows61.2ScienceLogicThe ScienceLogic AI Platform (Skylar) — AIOps, IT infrastructure and application observability, service man...59.5Metaplane APIThe Metaplane REST API — 23 operations over connections, monitors, monitor evaluations, datapoint ingestion...59.4LogicMonitor MCP ServerA Model Context Protocol server over the LogicMonitor REST API v3, published to npm as logicmonitor-api-mcp...58.6LogicMonitor REST API v3The LogicMonitor platform API. Swagger 2.0, 220 paths, 403 operations and 743 definitions covering devices ...58.6Elastic ObservabilityThe Elastic Observability product surface: logs, metrics, APM traces, synthetics, RUM, universal profiling ...58.4Deployxa PlatformAI-first autonomous cloud deployment platform API. The published OpenAPI 3.0.3 contract covers project crea...56.0
Developing 5 Usable, with meaningful gaps to close
7SIGNAL MCP ServerRemote, OAuth-protected Model Context Protocol server that lets Claude, ChatGPT, Microsoft Copilot and othe...54.17SIGNAL Platform API (Gateway v2)The 7SIGNAL public REST API gateway. 215 operations across 32 tags covering authentication, users, roles, g...54.1ChronosphereThe Chronosphere HTTP/JSON API surface for Observability Platform, served from a per-customer subdomain. Th...51.2Virtana Service Observability APIVersioned /v1 REST API for the Zenoss (Virtana Service Observability) platform. Covers the data receiver (m...50.6Splunk IT Service Intelligence (ITSI) REST APIThe Splunk IT Service Intelligence (ITSI) REST API allows bulk creation and updating of ITOA interface obje...45.3
Thin 4 Limited public surface area
Motadata ObserveOpsObserveOps (formerly Motadata AIOps) is a unified observability platform correlating metrics, logs, traces,...36.2DrDroid Platform (MCP + Agent)The DrDroid platform surface — the hosted Model Context Protocol (MCP) server and DroidAgent investigation ...35.5Monte Carlo MCP ServerA first-party, fully hosted Model Context Protocol server that gives AI agents direct access to Monte Carlo...34.7Chariot Platform APIPer-tenant REST API for the Chariot AI operations platform, organized as versioned microservice paths under...27.0
Emerging 2 Early or largely undocumented
BlamelessThe Blameless platform API — incidents, incident types, severities, roles, SLOs, SLIs and error budgets — s...23.1CoralogixCoralogix is an observability platform providing log analytics, metrics, tracing, and AI-powered insights.23.0
Unrated 1 Not yet scored
ShorelineThe Shoreline cluster API — the backend that alarms, actions, bots, runbooks, notebooks, resources, files, ...

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
52.6
log-scaled weighted occurrences
Breadth
1.4
spread across providers
Quality lift
43.5
mean composite of providers using it
Cohesion
8.1
strength of nearest seed neighbor

Related tags

Incident Management 11 co-occurrences SRE 7 co-occurrences IT Operations 9 co-occurrences OpenTelemetry 9 co-occurrences Network Monitoring 6 co-occurrences Observability 32 co-occurrences Anomaly Detection 5 co-occurrences Alerting 6 co-occurrences

Where this tag comes from

Provider tag50
Api tag39

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
38.4
+14.5 vs catalog 23.9
Mean Agent Readiness
21.4
+9.4 vs catalog 12
Spread
5–80.6
median 36.2 · σ 20.8
How the 49 split by band
Exemplar 4Strong 9Developing 11Thin 9Emerging 10Minimal 6
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 45.8 23.4 +22.4 49
Access Clarity 42.9 26.5 +16.4 49
Operational Transparency 29.9 14 +15.9 49
Contract Quality 34.2 19.8 +14.4 49
Discoverability 66.8 61.2 +5.6 49
Contract Governance 11.2 6.4 +4.8 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) 36% 10% +26
MCP server (first-party) 38% 13% +25
Agent Skills 0% 0% 0
OAuth scopes 22% 11% +11
Security 100% 97% +3
Arazzo workflows 2% 2% 0
Governance rules 10% 14% -4

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 Honeycomb 80.6
  2. 2 Soda 71.6
  3. 3 Akuity 71.5
  4. 4 BigPanda 70.3
  5. 5 FireHydrant 65.5
  6. 6 Logz.io 64.9
  7. 7 Groundcover 61.2
  8. 8 Moogsoft 61.2
  9. 9 ScienceLogic 59.5
  10. 10 Metaplane 59.4
Top by Agent Readiness
  1. 1 Chronosphere 56.6
  2. 2 Deployxa 56.3
  3. 3 Groundcover 50
  4. 4 ScienceLogic 47.9
  5. 5 Honeycomb 47.1
  6. 6 RunWhen 42.6
  7. 7 BigPanda 41
  8. 8 7SIGNAL 40.1
  9. 9 Soda 35.9
  10. 10 FireHydrant 34.2
All 50 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 15 September 2026, across 27661 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"

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