established · 0.1 capability action

Logging

Score 26.1 / 100 41 providers +38 via APIs 58 APIs Search apis.io →
Variants seen in the corpus: Logginglogging

Providers using this tag (41)

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

Exemplar 1 Complete, well-documented, and agent-ready
Elastic Stack (ELK Stack)AnalyticsMonitoringObservability3 APIs76.7
Strong 9 Solid coverage with minor gaps
Highlight (highlight.io)ObservabilitySession ReplayError MonitoringAPM5 APIs65.5Logz.ioObservabilityMetricsTracing19 APIs64.9Google Cloud LoggingCloudMonitoringObservability1 API64.2HyperDXCompanyObservabilityMonitoring1 API63.3Grafana LokiCompanyLogsLog Aggregation3 APIs62.5FastlyCDNEdge CloudEdge ComputeWebAssembly22 APIs62.3Splunk Observability CloudObservabilityAPMMonitoringTelemetry48 APIs60.8Elastic ObservabilityAIOpsObservabilityAPM1 API58.4Azure Log AnalyticsAnalyticsAzureCloud5 APIs58.0
Developing 15 Usable, with meaningful gaps to close
LightrunCompanyDeveloper ToolsObservabilityDebugging1 API54.2bitdriftCompanyDeveloper ToolsObservabilityMobile1 API51.5ChronosphereObservabilityAIOpsMonitoringMetrics3 APIs51.2Edge DeltaCompanyObservabilityTelemetry Pipelines1 API51.2CodagCompanyDeveloper ToolsObservability1 API47.5SplunkAnalyticsData AnalysisMachine Data1 API45.3Sumo LogicObservabilitySecurityMonitoring1 API45.0AxiomAnalyticsLog ManagementObservability15 APIs44.7Google Cloud Operations SuiteError ReportingGoogle CloudMonitoring1 API43.6GlitchTipError TrackingPerformance MonitoringUptime MonitoringApplication Monitoring1 API43.0OpenTelemetryCloud-NativeMetricsMonitoring1 API42.7FluentdData CollectionOpen-Source1 API42.1MemfaultAlertsAndroidCrash ReportingDevice Management1 API42.1SuperlogCompanyObservabilityOpenTelemetryMonitoring1 API42.0Log10LLMObservabilityEvaluation1 API40.7
Thin 11 Limited public surface area
Axiom ControllerAnalyticsCloud-NativeMonitoring4 APIs38.1KibanaAlertingAnalyticsDashboardsElastic Stack1 API37.0LogRocketSession ReplayProduct AnalyticsFrontend Monitoring1 API35.7CalyptiaCompanyInfrastructureObservabilityTelemetry1 API35.0LogglyCompanyDeveloper ToolsLog Management2 APIs34.2Fluent BitObservabilityMetricsOpen-Source1 API33.6TimberCompanyDeveloper ToolsObservabilityLogs1 API32.4LokiObservabilityOpen-SourceGrafana5 APIs30.1Stackdriver (Google)CompanyAI InfrastructureObservabilityMonitoring3 APIs29.0AirbrakeError MonitoringApplication Performance MonitoringObservabilityDevOps1 API27.6systemdBootCgroupsContainerD-Bus7 APIs27.6
Emerging 5 Early or largely undocumented
Elastic StackAnalyticsMonitoringObservability7 APIs25.1Apache Log4jApacheDebuggingJavaLibrary2 APIs19.1HumioCompanyBig DataLog ManagementObservability1 API16.0SazabiCompanyObservabilityMonitoringArtificial Intelligence15.9GraylogObservabilityLog ManagementSIEM1 API14.0

APIs with this tag (57)

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 4 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 ...80.5Qlik Audits APIAccess events emitted upon each action taken in a tenant for detailed audit logging and compliance.70.5Jitterbit 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...70.1Confluence Audit APIAccess and manage audit log records for compliance and security tracking in Confluence Cloud.67.8
Strong 20 Solid coverage with minor gaps
Cloudera Audit Service APIRead, archive and configure retention for CDP control plane audit events. 11 operations.64.9Logz.io Archive and Restore APIConfigure long-term archive destinations (S3, ADLS, Google Cloud Storage), test connectivity, list and dele...64.9Logz.io Drop Filters APICreate, list, activate, deactivate, and delete drop filters that discard matching events before they enter ...64.9Logz.io Lookup Lists APICRUD for reference data used to enrich and filter logs and alerts. Customers upload lookup lists of IPs, ho...64.9Logz.io OpenSearch Snapshots APIDrive the OpenSearch / Kibana saved-object snapshot lifecycle inside Logz.io — import and export visualizat...64.9Logz.io Parsing Pipelines APIManage Sawmill log-type pipelines and external mapping uploads. Sawmill is Logz.io's open-source JSON trans...64.9Logz.io Search Logs APIQuery indexed logs against the Logz.io managed Elasticsearch / OpenSearch cluster using a request body that...64.9Amazon S3 Logging (bucket-level)2 operation(s) from the Amazon S3 REST API, generated from the authoritative AWS service model.64.4Loki HTTP APIThe Grafana Loki HTTP API — 40 documented endpoints for pushing logs (native and OTLP), querying with LogQL...62.5AWS Lambda Logs APIThe Lambda Logs API enables extensions to subscribe to log streams generated by the Lambda platform, functi...60.3AWS Lambda Telemetry APIThe Lambda Telemetry API lets you collect telemetry data directly from the Lambda execution environment. Ex...60.3OCI Logging Analytics APICloud-based log analytics service for indexing, enriching, and aggregating log data from applications and i...60.2OCI Logging APIAPIs for centralized log management across Oracle Cloud Infrastructure, enabling ingestion, search, and ana...60.2Oracle Logging APIThe Logging API from Oracle — 1 operation(s) for logging.60.2IBM Cloud LogsA scalable logging service for persisting, querying, tailing, and visualizing logs across IBM Cloud resources.60.0Clerk.io Logging APIThe Logging API from Clerk.io — 9 operation(s) for logging.59.1Red Hat Service Logs APIAPI for receiving and maintaining logs from internal sources related to OpenShift clusters, providing centr...57.5Fenergo Nebula LoggingCentre 1.0Fenergo Nebula LoggingCentre — OpenAPI 3.0.1 contract published by Fenergo for the logging-centre service o...57.2Amazon IoT SiteWise Logging APIThe Logging API from Amazon IoT SiteWise — 1 operation(s) for logging.54.4IBM WebSphere Logging APILog access and configuration54.3
Developing 15 Usable, with meaningful gaps to close
AgentGateway Logging APIThe Logging API from AgentGateway — 1 operation(s) for logging.54.0Couchbase Logging APIEndpoints for retrieving Eventing Function application logs.54.0Amazon IoT Events Logging APIThe Logging API from Amazon IoT Events — 1 operation(s) for logging.51.9MedAdvisor Logging APIThe Logging API from MedAdvisor — 1 operation(s) for logging.49.5Windows Event Log APIAPI for instrumenting, querying, and consuming event logs on Windows Server for diagnostics, monitoring, an...48.3Splunk HTTP Event Collector (HEC) APIThe Splunk HTTP Event Collector (HEC) is a high-performance REST API data input that accepts JSON or raw te...45.3Envoy Logging APILog level management endpoints44.0OpenTelemetry Protocol (OTLP) gRPC APIThe OTLP gRPC API defines Protocol Buffers service definitions for exporting traces, metrics, and logs over...42.7OpenTelemetry SDK APIThe OpenTelemetry SDK API specifies language-level interfaces for instrumentation, including the Tracer, Me...42.7W&B Import API (HTTP)The wandb client uses an HTTP file/import endpoint to push run metrics, system stats, and artifacts. Genera...42.6Fluentd Forward ProtocolThe Fluentd Forward Protocol is a binary protocol used to transport event streams between Fluentd nodes and...42.1Keywords AI Logging APIAsynchronous request / span logging.41.1Triton Inference Server Logging APIServer logging configuration39.97digital Logging APIStream / preview / subscription play reporting required for licensor royalty calculations.39.4Athina AI Logging APILog LLM inferences and prompt runs.39.4
Thin 11 Limited public surface area
Envoy Proxy Logging APILogging level management endpoints.39.1Swimlane Logging APIJob logging and status endpoints38.9Statsig Events APIThe Statsig Events API handles the ingestion of event data from both client and server SDKs. It receives ex...37.0Inductive Automation logging APILogging configuration35.4Loggly Event Retrieval APIREST API (apiv2) for searching and retrieving log events: initiate a search to get an RSID, then page resul...34.2Loggly HTTP/S Event EndpointBulk/single event ingestion API. POST or GET log events to Loggly using a customer token; supports plain te...34.2Tailscale Logging APIThe Logging API from Tailscale — 4 operation(s) for logging.30.5CDAP Logging MicroservicesRetrieve and download logs emitted by CDAP system services and by user applications and programs, with filt...30.1CafeX Audit Events APIThe CafeX Audit Events API allows the retrieval of audit event data for CafeX tenants. Events can be filter...28.6LogControl1 (org.freedesktop.LogControl1)Generic D-Bus interface that systemd daemons (and other services) implement to expose runtime log level and...27.6Greenhouse Audit Log APIThe Audit Log API offers a record of important events, providing insight into who accessed or edited inform...26.6
Emerging 7 Early or largely undocumented
Moodle Events APIDefines event handlers for inter-plugin communication and logging, enabling decoupled, observer-style integ...22.1Varnish Logging ToolsVarnish ships with a suite of log-analysis tools that read from the Varnish Shared Log (VSL). Tools include...20.2Log4j APIThe logging facade providing a feature-rich Java interface for application logging. Applications code again...19.1Log4j CoreThe reference implementation of the Log4j API providing appenders, layouts, filters, lookups and configurat...19.1Amazon Web Services Logging APIThe Logging API from Amazon Web Services — 2 operation(s) for logging.17.4Feign SLF4JFeign SLF4J module routes Feign request and response logging through the SLF4J facade, integrating with the...17.3Graylog REST APIGraylog provides a REST API for managing log data, streams, dashboards, alerts, users, and system configura...14.0

Companies reaching this through an API (38)

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 IoT Events Amazon IoT SiteWise Amazon S3 Amazon Web Services Appwrite Athina AI AWS Lambda CafeX Communications Cask Clerk.io Cloudera Confluence Couchbase Envoy Envoy Proxy Feign Fenergo Greenhouse IBM IBM WebSphere Inductive Automation Jitterbit Keywords AI MedAdvisor Microsoft Windows Server Moodle Oracle Proofpoint Qlik Sense APIs Red Hat Statsig Swimlane Tailscale Triton Inference Server Varnish Cache Weights & Biases

Score breakdown

Frequency
56.8
log-scaled weighted occurrences
Breadth
1.1
spread across providers
Quality lift
49.1
mean composite of providers using it
Cohesion
11.9
strength of nearest seed neighbor

Related tags

Observability 48 co-occurrences Tracing 11 co-occurrences Monitoring 39 co-occurrences OpenTelemetry 9 co-occurrences Metrics 25 co-occurrences Configuration 19 co-occurrences Log Management 6 co-occurrences Alerting 7 co-occurrences

Where this tag comes from

Api tag58
Provider tag41
Openapi tag19
Openapi op tag54

Cohort brief

Auto-generated

The 41 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
41
all scored
Mean Kin Score
43.3
+19.4 vs catalog 23.9
Mean Agent Readiness
26
+14 vs catalog 12
Spread
14–76.7
median 42.7 · σ 15.1
How the 41 split by band
Exemplar 1Strong 9Developing 15Thin 11Emerging 5Minimal 0
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 49.3 23.4 +25.9 41
Operational Transparency 38.3 14 +24.3 41
Contract Quality 42.2 19.8 +22.4 41
Access Clarity 44.5 26.5 +18 41
Discoverability 68.8 61.2 +7.6 41
Contract Governance 10.7 6.4 +4.3 41

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) 39% 10% +29
MCP server (first-party) 37% 13% +24
Agent Skills 0% 0% 0
OAuth scopes 17% 11% +6
Security 100% 97% +3
Arazzo workflows 15% 2% +13
Governance rules 34% 14% +20

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 (ELK Stack) 76.7
  2. 2 Highlight (highlight.io) 65.5
  3. 3 Logz.io 64.9
  4. 4 Google Cloud Logging 64.2
  5. 5 HyperDX 63.3
  6. 6 Grafana Loki 62.5
  7. 7 Fastly 62.3
  8. 8 Splunk Observability Cloud 60.8
  9. 9 Elastic Observability 58.4
  10. 10 Azure Log Analytics 58
Top by Agent Readiness
  1. 1 Chronosphere 56.6
  2. 2 Superlog 52.9
  3. 3 Lightrun 52.2
  4. 4 Grafana Loki 49.8
  5. 5 Elastic Stack (ELK Stack) 48.8
  6. 6 Google Cloud Logging 46.8
  7. 7 HyperDX 35.9
  8. 8 Kibana 35.2
  9. 9 Splunk Observability Cloud 34.6
  10. 10 Splunk 34
All 41 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

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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

curl for this page
This tag 
curl "https://apis.io/api/v1/tags/logging"
All tags 
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort 
curl "https://apis.io/api/v1/cohorts/tag/logging"
The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/logging/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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