established · -1.8 capability action

Logging

Score 24.4 / 100 46 providers +36 via APIs 52 APIs Search apis.io →
Workflows using this tag
Oracle OCI Soft-Reboot Compute Instance · Oracle Oracle OCI Launch and Verify Compute Instance · Oracle Oracle OCI Find Compute Instance by Display Name · Oracle Oracle OCI Troubleshoot Instance via Console Connection · Oracle Oracle OCI Rename Compute Instance · Oracle Oracle OCI Deprecate and Delete Custom Image · Oracle Oracle OCI Stop Compute Instance · Oracle Oracle OCI Select Shape and Image then Launch · Oracle
Business capabilities this tag reaches
SaaS Platform Operations Management 2

Providers using this tag (46)

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

Exemplar 5 Complete, well-documented, and agent-ready
Google Cloud LoggingCloudMonitoringObservability3 APIs76.2Elastic StackAnalyticsMonitoringObservability11 APIs80.8AWS LambdaServerlessMonitoringObservability19 APIs75.0Azure Log AnalyticsAnalyticsMicrosoft AzureCloud1 API72.0HyperDXCompanyObservabilityMonitoring1 API68.5
Strong 13 Solid coverage with minor gaps
Google Cloud ObservabilityError ReportingGoogle CloudMonitoring3 APIs65.0Splunk Observability CloudObservabilityAPMMonitoringTelemetry48 APIs65.8FastlyCDNEdge CloudEdge ComputeWebAssembly22 APIs65.3Elastic ObservabilityAIOpsObservabilityAPM1 API65.1Grafana LokiCompanyLogsLog Aggregation3 APIs64.9Logz.ioObservabilityMetricsTracing1 API63.3SplunkAnalyticsData AnalysisMachine Data1 API63.1LightrunCompanyDeveloper ToolsObservabilityDebugging1 API62.5Edge DeltaCompanyObservabilityTelemetry Pipelines1 API62.0LogBrewObservabilityMonitoringAnalytics1 API60.9ChronosphereObservabilityAIOpsMonitoringMetrics4 APIs59.5bitdriftCompanyDeveloper ToolsObservabilityMobile1 API58.4CodagCompanyDeveloper ToolsObservability1 API56.1
Developing 8 Usable, with meaningful gaps to close
Highlight (highlight.io)ObservabilitySession ReplayError MonitoringAPM5 APIs54.1FlareCompanyMonitoringError TrackingPerformance1 API53.7elmah.ioCompanyMonitoring.NET1 API48.7FluentdData CollectionOpen Source1 API39.6SuperlogCompanyObservabilityOpenTelemetryMonitoring1 API51.9SematextCompanyObservabilityMonitoring1 API51.8Sumo LogicObservabilitySecurityMonitoring1 API46.6FluxtailCompanyCentralizedMCP2 APIs41.9
Thin 16 Limited public surface area
Log10LLMObservabilityEvaluation1 API27.6AuralogsArtificial IntelligenceMonitoringSDK1 API26.9CalyptiaCompanyInfrastructureObservabilityTelemetry1 API39.0OpenTelemetryCloud-NativeMetricsMonitoring1 API39.0Axiom ControllerAnalyticsCloud-NativeMonitoring4 APIs38.2LogRocketSession ReplayProduct AnalyticsFrontend Monitoring1 API35.5LogglyCompanyDeveloper ToolsLog Management2 APIs35.0KibanaAlertingAnalyticsDashboardsElastic Stack1 API34.2MemfaultAlertsAndroidCrash ReportingDevice Management1 API33.9GagarinCloudDeploymentMonitoringAlerts2 APIs32.8Fluent BitObservabilityMetricsOpen Source1 API32.6GlitchTipError TrackingPerformance MonitoringUptime MonitoringApplication Monitoring1 API32.0TimberCompanyDeveloper ToolsObservabilityLogs1 API31.6systemdBootCgroupsContainersD-Bus7 APIs29.4LokiObservabilityOpen SourceGrafana5 APIs28.2HumioCompanyBig DataLog ManagementObservability1 API26.4
Emerging 3 Early or largely undocumented
Apache Log4jApacheDebuggingJavaLibrary2 APIs16.4AirbrakeError MonitoringApplication Performance MonitoringObservabilityDevOps1 API25.8SazabiCompanyObservabilityMonitoringArtificial Intelligence16.2
Minimal 1 Almost no public developer surface
GraylogObservabilityLog ManagementSIEM1 API10.6

APIs with this tag (52)

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 15 Complete, well-documented, and agent-ready
Appwrite Activities APIThe Activities service allows you to list and inspect project activity events. 2 operations across 2 paths ...84.6Amazon IoT SiteWise Logging APIThe Logging API from Amazon IoT SiteWise — 1 operation(s) for logging.81.1Confluence Audit APIThe Audit API from Confluence — 4 operation(s) for audit.77.7Greenhouse Audit Log APIThe Audit Log API offers a record of important events, providing insight into who accessed or edited inform...77.3Statsig Events APIThe Statsig Events API handles the ingestion of event data from both client and server SDKs. It receives ex...75.7AWS Lambda Logs APIThe Lambda Logs API enables extensions to subscribe to log streams generated by the Lambda platform, functi...75.0AWS Lambda Telemetry APIThe Lambda Telemetry API lets you collect telemetry data directly from the Lambda execution environment. Ex...75.0Amazon Managed Service for Prometheus Managed Prometheus Logging APIThe Managed Prometheus Logging API from Amazon Managed Service for Prometheus — 1 operation(s) for managed ...73.7Jitterbit API Manager Log Service API (Beta)An asynchronous REST API for retrieving API Manager log files as CSV or JSON, as an alternative to the Down...73.1OCI Logging Analytics APICloud-based log analytics service for indexing, enriching, and aggregating log data from applications and i...70.4OCI Logging APIAPIs for centralized log management across Oracle Cloud Infrastructure, enabling ingestion, search, and ana...70.4Oracle Logging APIThe Logging API from Oracle — 1 operation(s) for logging.70.4Amazon Web Services Logging APIThe Logging API from Amazon Web Services — 2 operation(s) for logging.68.5Red Hat Service Logs APIAPI for receiving and maintaining logs from internal sources related to OpenShift clusters, providing centr...67.3Windows Event Log APIAPI for instrumenting, querying, and consuming event logs on Windows Server for diagnostics, monitoring, an...66.9
Strong 6 Solid coverage with minor gaps
IBM Cloud LogsA scalable logging service for persisting, querying, tailing, and visualizing logs across IBM Cloud resources.65.8Couchbase Logging APIEndpoints for retrieving Eventing Function application logs.65.1Loki HTTP APIThe Grafana Loki HTTP API — 40 documented endpoints for pushing logs (native and OTLP), querying with LogQL...64.9Amazon Bedrock Bedrock Logging APIThe Bedrock Logging API from Amazon Bedrock — 1 operation(s) for bedrock logging.64.3Splunk HTTP Event Collector (HEC) APIThe Splunk HTTP Event Collector (HEC) is a high-performance REST API data input that accepts JSON or raw te...63.1IBM WebSphere Logging APILog access and configuration59.8
Developing 10 Usable, with meaningful gaps to close
AgentGateway Logging APIThe Logging API from AgentGateway — 1 operation(s) for logging.53.1Sematext Logs API (Elasticsearch-compatible)Elasticsearch-API-compatible endpoint for indexing log events (including _bulk) and searching them, address...51.8MedAdvisor Logging APIThe Logging API from MedAdvisor — 1 operation(s) for logging.46.5W&B Import API (HTTP)The wandb client uses an HTTP file/import endpoint to push run metrics, system stats, and artifacts. Genera...45.4Envoy Logging APILog level management endpoints43.9Inductive Automation Logging APILogging configuration43.4Weidmüller Logging APICentralized system logging, capture and reporting API for u-OS42.9Proofpoint on Demand (PoD) Log APIThe PoD Log API is Proofpoint's streaming surface rather than a request/response one: a client opens a WebS...41.3Tailscale Logging APIThe Logging API from Tailscale — 4 operation(s) for logging.40.1Fluentd Forward ProtocolThe Fluentd Forward Protocol is a binary protocol used to transport event streams between Fluentd nodes and...39.6
Thin 14 Limited public surface area
OpenTelemetry Protocol (OTLP) gRPC APIThe OTLP gRPC API defines Protocol Buffers service definitions for exporting traces, metrics, and logs over...39.0OpenTelemetry SDK APIThe OpenTelemetry SDK API specifies language-level interfaces for instrumentation, including the Tracer, Me...39.07digital Logging APIStream / preview / subscription play reporting required for licensor royalty calculations.38.4Triton Inference Server Logging APIServer logging configuration37.2Envoy Proxy Logging APILogging level management endpoints.36.4CafeX Audit Events APIThe CafeX Audit Events API allows the retrieval of audit event data for CafeX tenants. Events can be filter...35.2Loggly Event Retrieval APIREST API (apiv2) for searching and retrieving log events: initiate a search to get an RSID, then page resul...35.0Loggly HTTP/S Event EndpointBulk/single event ingestion API. POST or GET log events to Loggly using a customer token; supports plain te...35.0Gcore Logging APIThe Logging API from Gcore — 8 operation(s) for logging.33.7Swimlane Logging APIJob logging and status endpoints32.2Keywords AI Logging APIAsynchronous request / span logging.30.5CDAP Logging MicroservicesRetrieve and download logs emitted by CDAP system services and by user applications and programs, with filt...29.6LogControl1 (org.freedesktop.LogControl1)Generic D-Bus interface that systemd daemons (and other services) implement to expose runtime log level and...29.4Athina AI Logging APILog LLM inferences and prompt runs.28.3
Emerging 5 Early or largely undocumented
Saaras prologue APISaaras prologue API as documented publicly: 4 operations. Contract generated from the documentation by API ...20.1Log4j APIThe logging facade providing a feature-rich Java interface for application logging. Applications code again...16.4Log4j CoreThe reference implementation of the Log4j API providing appenders, layouts, filters, lookups and configurat...16.4Varnish Logging ToolsVarnish ships with a suite of log-analysis tools that read from the Varnish Shared Log (VSL). Tools include...15.8Feign SLF4JFeign SLF4J module routes Feign request and response logging through the SLF4J facade, integrating with the...14.2
Minimal 2 Almost no public developer surface
Graylog REST APIGraylog provides a REST API for managing log data, streams, dashboards, alerts, users, and system configura...10.6Moodle Events APIDefines event handlers for inter-plugin communication and logging, enabling decoupled, observer-style integ...10.6

Companies reaching this through an API (36)

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

7digital AgentGateway Amazon Bedrock Amazon IoT SiteWise Amazon Managed Service for Prometheus Amazon Web Services Appwrite Athina AI CafeX Communications Cask Confluence Couchbase Envoy Envoy Proxy Feign Gcore Greenhouse IBM IBM WebSphere Inductive Automation Jitterbit Keywords AI MedAdvisor Microsoft Windows Server Moodle Oracle Proofpoint Red Hat Saaras Statsig Swimlane Tailscale Triton Inference Server Varnish Cache Weidmüller Weights & Biases

Score breakdown

Frequency
52.7
log-scaled weighted occurrences
Breadth
0.6
spread across providers
Quality lift
47.0
mean composite of providers using it
Cohesion
11.3
strength of nearest seed neighbor

Where this tag sits

Observability broader

Related tags

Observability 48 co-occurrences Tracing 11 co-occurrences OpenTelemetry 10 co-occurrences Monitoring 43 co-occurrences Log Management 6 co-occurrences Traces 7 co-occurrences SLO 5 co-occurrences Metrics 25 co-occurrences

Where this tag comes from

Api tag49
Provider tag46
Openapi tag18
Openapi op tag66

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
Observability20%

Cohort brief

Auto-generated

The 46 providers in the APIs.io catalog tagged Logging, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
46
all scored
Mean Kin Score
47
+22.9 vs catalog 24.1
Mean Agent Readiness
29.9
+15.8 vs catalog 14.1
Spread
10.6–80.8
median 47.7 · σ 17.8
How the 46 split by band
Exemplar 5Strong 13Developing 8Thin 16Emerging 3Minimal 1
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 52.3 24.5 +27.8 46
Contract Quality 44 18.6 +25.4 46
Operational Transparency 34.9 13.2 +21.7 46
Access Clarity 50.6 30 +20.6 46
Contract Governance 19.7 9.7 +10 46
Discoverability 68.3 59.1 +9.2 46

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) 46% 18% +28
MCP server (first-party) 43% 16% +27
Agent Skills 0% 0% 0
OAuth scopes 17% 13% +4
Security 100% 99% +1
Arazzo workflows 15% 1% +14
Governance rules 80% 36% +44

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 Elastic Stack 80.8
  2. 2 Google Cloud Logging 76.2
  3. 3 AWS Lambda 75
  4. 4 Azure Log Analytics 72
  5. 5 HyperDX 68.5
  6. 6 Splunk Observability Cloud 65.8
  7. 7 Fastly 65.3
  8. 8 Elastic Observability 65.1
  9. 9 Google Cloud Observability 65
  10. 10 Grafana Loki 64.9
Top by Agent Readiness
  1. 1 LogBrew 63.1
  2. 2 Chronosphere 59.6
  3. 3 Lightrun 56.5
  4. 4 Splunk 53.5
  5. 5 Superlog 51.8
  6. 6 Google Cloud Logging 50.5
  7. 7 Grafana Loki 49.8
  8. 8 Sumo Logic 49.2
  9. 9 AWS Lambda 46.5
  10. 10 LogRocket 45
All 46 members of this roster resolve to a scored provider in the catalog.
Coverage caveat. 27 of 46 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.

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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 →

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