established · 1.1 capability action

Logging

Score 27.1 / 100 40 providers +32 via APIs 47 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 1

Providers using this tag (40)

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

Exemplar 3 Complete, well-documented, and agent-ready
Elastic StackAnalyticsMonitoringObservability19 APIs78.0AWS LambdaServerlessMonitoringObservability2 APIs69.8Google Cloud LoggingCloudMonitoringObservability1 API67.4
Strong 11 Solid coverage with minor gaps
Grafana LokiCompanyLogsLog Aggregation3 APIs66.1Splunk Observability CloudObservabilityAPMMonitoringTelemetry48 APIs65.7FastlyCDNEdge CloudEdge ComputeWebAssembly22 APIs65.2Logz.ioObservabilityMetricsTracing1 API65.0Highlight (highlight.io)ObservabilitySession ReplayError MonitoringAPM5 APIs63.6HyperDXCompanyObservabilityMonitoring1 API62.5ChronosphereObservabilityAIOpsMonitoringMetrics4 APIs62.4SplunkAnalyticsData AnalysisMachine Data1 API60.5Azure Log AnalyticsAnalyticsAzureCloud5 APIs60.3Elastic ObservabilityAIOpsObservabilityAPM1 API59.5LightrunCompanyDeveloper ToolsObservabilityDebugging1 API55.8
Developing 11 Usable, with meaningful gaps to close
Edge DeltaCompanyObservabilityTelemetry Pipelines1 API52.9bitdriftCompanyDeveloper ToolsObservabilityMobile1 API52.7Sumo LogicObservabilitySecurityMonitoring1 API49.1CodagCompanyDeveloper ToolsObservability1 API47.0Google Cloud ObservabilityError ReportingGoogle CloudMonitoring1 API45.4AxiomAnalyticsLog ManagementObservability15 APIs44.7SuperlogCompanyObservabilityOpenTelemetryMonitoring1 API42.4GlitchTipError TrackingPerformance MonitoringUptime MonitoringApplication Monitoring1 API40.6FluentdData CollectionOpen Source1 API40.2MemfaultAlertsAndroidCrash ReportingDevice Management1 API40.0OpenTelemetryCloud-NativeMetricsMonitoring1 API39.7
Thin 10 Limited public surface area
Log10LLMObservabilityEvaluation1 API38.0Axiom ControllerAnalyticsCloud-NativeMonitoring4 APIs37.7LogglyCompanyDeveloper ToolsLog Management2 APIs36.3CalyptiaCompanyInfrastructureObservabilityTelemetry1 API35.8LogRocketSession ReplayProduct AnalyticsFrontend Monitoring1 API35.2KibanaAlertingAnalyticsDashboardsElastic Stack1 API34.0Fluent BitObservabilityMetricsOpen Source1 API31.6TimberCompanyDeveloper ToolsObservabilityLogs1 API31.6systemdBootCgroupsContainersD-Bus7 APIs30.1LokiObservabilityOpen SourceGrafana5 APIs28.4
Emerging 5 Early or largely undocumented
AirbrakeError MonitoringApplication Performance MonitoringObservabilityDevOps1 API25.6Apache Log4jApacheDebuggingJavaLibrary2 APIs18.7SazabiCompanyObservabilityMonitoringArtificial Intelligence15.2HumioCompanyBig DataLog ManagementObservability1 API15.1GraylogObservabilityLog ManagementSIEM1 API12.3

APIs with this tag (47)

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 9 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 ...83.2Statsig Events APIThe Statsig Events API handles the ingestion of event data from both client and server SDKs. It receives ex...76.7Jitterbit 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...74.0Red Hat Service Logs APIAPI for receiving and maintaining logs from internal sources related to OpenShift clusters, providing centr...70.6Confluence Audit APIThe Audit API from Confluence — 4 operation(s) for audit.70.1AWS Lambda Logs APIThe Lambda Logs API enables extensions to subscribe to log streams generated by the Lambda platform, functi...69.8AWS Lambda Telemetry APIThe Lambda Telemetry API lets you collect telemetry data directly from the Lambda execution environment. Ex...69.8IBM Cloud LogsA scalable logging service for persisting, querying, tailing, and visualizing logs across IBM Cloud resources.69.1Couchbase Logging APIEndpoints for retrieving Eventing Function application logs.68.8
Strong 8 Solid coverage with minor gaps
Loki HTTP APIThe Grafana Loki HTTP API — 40 documented endpoints for pushing logs (native and OTLP), querying with LogQL...66.1OCI Logging Analytics APICloud-based log analytics service for indexing, enriching, and aggregating log data from applications and i...66.0OCI Logging APIAPIs for centralized log management across Oracle Cloud Infrastructure, enabling ingestion, search, and ana...66.0Oracle Logging APIThe Logging API from Oracle — 1 operation(s) for logging.66.0Splunk HTTP Event Collector (HEC) APIThe Splunk HTTP Event Collector (HEC) is a high-performance REST API data input that accepts JSON or raw te...60.5Amazon Web Services Logging APIThe Logging API from Amazon Web Services — 2 operation(s) for logging.59.6IBM WebSphere Logging APILog access and configuration58.0Amazon IoT SiteWise Logging APIThe Logging API from Amazon IoT SiteWise — 1 operation(s) for logging.55.5
Developing 11 Usable, with meaningful gaps to close
AgentGateway Logging APIThe Logging API from AgentGateway — 1 operation(s) for logging.54.2Amazon IoT Events Logging APIThe Logging API from Amazon IoT Events — 1 operation(s) for logging.53.0Windows Event Log APIAPI for instrumenting, querying, and consuming event logs on Windows Server for diagnostics, monitoring, an...48.1MedAdvisor Logging APIThe Logging API from MedAdvisor — 1 operation(s) for logging.46.4Envoy Logging APILog level management endpoints44.0Inductive Automation Logging APILogging configuration41.9W&B Import API (HTTP)The wandb client uses an HTTP file/import endpoint to push run metrics, system stats, and artifacts. Genera...41.3Fluentd Forward ProtocolThe Fluentd Forward Protocol is a binary protocol used to transport event streams between Fluentd nodes and...40.2Proofpoint on Demand (PoD) Log APIThe PoD Log API is Proofpoint's streaming surface rather than a request/response one: a client opens a WebS...40.0OpenTelemetry Protocol (OTLP) gRPC APIThe OTLP gRPC API defines Protocol Buffers service definitions for exporting traces, metrics, and logs over...39.7OpenTelemetry SDK APIThe OpenTelemetry SDK API specifies language-level interfaces for instrumentation, including the Tracer, Me...39.7
Thin 13 Limited public surface area
Tailscale Logging APIThe Logging API from Tailscale — 4 operation(s) for logging.39.1Keywords AI Logging APIAsynchronous request / span logging.38.87digital Logging APIStream / preview / subscription play reporting required for licensor royalty calculations.38.5Swimlane Logging APIJob logging and status endpoints37.7Triton Inference Server Logging APIServer logging configuration37.6Envoy Proxy Logging APILogging level management endpoints.37.2Loggly Event Retrieval APIREST API (apiv2) for searching and retrieving log events: initiate a search to get an RSID, then page resul...36.3Loggly HTTP/S Event EndpointBulk/single event ingestion API. POST or GET log events to Loggly using a customer token; supports plain te...36.3Athina AI Logging APILog LLM inferences and prompt runs.35.9Greenhouse Audit Log APIThe Audit Log API offers a record of important events, providing insight into who accessed or edited inform...31.9CDAP Logging MicroservicesRetrieve and download logs emitted by CDAP system services and by user applications and programs, with filt...31.2CafeX Audit Events APIThe CafeX Audit Events API allows the retrieval of audit event data for CafeX tenants. Events can be filter...30.4LogControl1 (org.freedesktop.LogControl1)Generic D-Bus interface that systemd daemons (and other services) implement to expose runtime log level and...30.1
Emerging 6 Early or largely undocumented
Log4j APIThe logging facade providing a feature-rich Java interface for application logging. Applications code again...18.7Log4j CoreThe reference implementation of the Log4j API providing appenders, layouts, filters, lookups and configurat...18.7Varnish Logging ToolsVarnish ships with a suite of log-analysis tools that read from the Varnish Shared Log (VSL). Tools include...18.5Feign SLF4JFeign SLF4J module routes Feign request and response logging through the SLF4J facade, integrating with the...14.8Moodle Events APIDefines event handlers for inter-plugin communication and logging, enabling decoupled, observer-style integ...13.2Graylog REST APIGraylog provides a REST API for managing log data, streams, dashboards, alerts, users, and system configura...12.3

Companies reaching this through an API (32)

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 Web Services Appwrite Athina AI CafeX Communications Cask Confluence Couchbase Envoy Envoy Proxy Feign Greenhouse IBM IBM WebSphere Inductive Automation Jitterbit Keywords AI MedAdvisor Microsoft Windows Server Moodle Oracle Proofpoint Red Hat Statsig Swimlane Tailscale Triton Inference Server Varnish Cache Weights & Biases

Score breakdown

Frequency
55.1
log-scaled weighted occurrences
Breadth
1.0
spread across providers
Quality lift
56.1
mean composite of providers using it
Cohesion
12.4
strength of nearest seed neighbor

Where this tag sits

Observability broader

Related tags

Observability 46 co-occurrences Tracing 10 co-occurrences Monitoring 37 co-occurrences OpenTelemetry 9 co-occurrences Log Management 6 co-occurrences Metrics 24 co-occurrences SIEM 7 co-occurrences Session Replay 5 co-occurrences

Where this tag comes from

Api tag47
Provider tag40
Openapi tag17
Openapi op tag42

Cohort brief

Auto-generated

The 40 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
40
all scored
Mean Kin Score
45.6
+22.7 vs catalog 22.9
Mean Agent Readiness
28.5
+16.6 vs catalog 11.9
Spread
12.3–78
median 43.6 · σ 16.7
How the 40 split by band
Exemplar 3Strong 11Developing 11Thin 10Emerging 5Minimal 0
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 50.6 23.2 +27.4 40
Operational Transparency 39.4 13.7 +25.7 40
Contract Quality 42.9 17.6 +25.3 40
Access Clarity 46.7 26.5 +20.2 40
Discoverability 66.2 58.1 +8.1 40
Contract Governance 12.9 6.3 +6.6 40

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) 48% 14% +34
MCP server (first-party) 40% 12% +28
Agent Skills 0% 0% 0
OAuth scopes 18% 11% +7
Security 100% 98% +2
Arazzo workflows 18% 2% +16
Governance rules 40% 14% +26

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 78
  2. 2 AWS Lambda 69.8
  3. 3 Google Cloud Logging 67.4
  4. 4 Grafana Loki 66.1
  5. 5 Splunk Observability Cloud 65.7
  6. 6 Fastly 65.2
  7. 7 Logz.io 65
  8. 8 Highlight (highlight.io) 63.6
  9. 9 HyperDX 62.5
  10. 10 Chronosphere 62.4
Top by Agent Readiness
  1. 1 Chronosphere 56.6
  2. 2 Lightrun 55.8
  3. 3 Splunk 52.6
  4. 4 Superlog 50.7
  5. 5 Grafana Loki 49.8
  6. 6 Axiom 48.9
  7. 7 Google Cloud Logging 46.8
  8. 8 Elastic Stack 46.4
  9. 9 LogRocket 43.8
  10. 10 Sumo Logic 43.7
All 40 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 5 October 2026, across 29093 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/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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