established · -2.2 capability action

Logging

Score 24.9 / 100 41 providers +34 via APIs 50 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 (41)

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

Exemplar 3 Complete, well-documented, and agent-ready
Elastic StackAnalyticsMonitoringObservability10 APIs76.9AWS LambdaServerlessMonitoringObservability2 APIs68.4HyperDXCompanyObservabilityMonitoring1 API68.1
Strong 12 Solid coverage with minor gaps
Google Cloud LoggingCloudMonitoringObservability1 API66.1Highlight (highlight.io)ObservabilitySession ReplayError MonitoringAPM5 APIs56.9Splunk Observability CloudObservabilityAPMMonitoringTelemetry48 APIs66.3Grafana LokiCompanyLogsLog Aggregation3 APIs66.1FastlyCDNEdge CloudEdge ComputeWebAssembly22 APIs63.7ChronosphereObservabilityAIOpsMonitoringMetrics4 APIs60.9Logz.ioObservabilityMetricsTracing1 API59.7Edge DeltaCompanyObservabilityTelemetry Pipelines1 API59.3SplunkAnalyticsData AnalysisMachine Data1 API59.2Azure Log AnalyticsAnalyticsMicrosoft AzureCloud5 APIs58.9Elastic ObservabilityAIOpsObservabilityAPM1 API58.0LightrunCompanyDeveloper ToolsObservabilityDebugging1 API56.2
Developing 7 Usable, with meaningful gaps to close
Google Cloud ObservabilityError ReportingGoogle CloudMonitoring1 API45.2bitdriftCompanyDeveloper ToolsObservabilityMobile1 API52.8AxiomAnalyticsLog ManagementObservability15 APIs51.4Sumo LogicObservabilitySecurityMonitoring1 API48.1CodagCompanyDeveloper ToolsObservability1 API47.1SematextCompanyObservabilityMonitoring1 API45.5SuperlogCompanyObservabilityOpenTelemetryMonitoring1 API42.9
Thin 13 Limited public surface area
FluentdData CollectionOpen Source1 API38.9Log10LLMObservabilityEvaluation1 API29.1OpenTelemetryCloud-NativeMetricsMonitoring1 API38.6LogglyCompanyDeveloper ToolsLog Management2 APIs36.3Axiom ControllerAnalyticsCloud-NativeMonitoring4 APIs36.2MemfaultAlertsAndroidCrash ReportingDevice Management1 API34.1LogRocketSession ReplayProduct AnalyticsFrontend Monitoring1 API33.7KibanaAlertingAnalyticsDashboardsElastic Stack1 API33.1GlitchTipError TrackingPerformance MonitoringUptime MonitoringApplication Monitoring1 API31.9TimberCompanyDeveloper ToolsObservabilityLogs1 API31.7Fluent BitObservabilityMetricsOpen Source1 API30.3systemdBootCgroupsContainersD-Bus7 APIs30.2LokiObservabilityOpen SourceGrafana5 APIs27.0
Emerging 4 Early or largely undocumented
Apache Log4jApacheDebuggingJavaLibrary2 APIs17.2AirbrakeError MonitoringApplication Performance MonitoringObservabilityDevOps1 API25.6SazabiCompanyObservabilityMonitoringArtificial Intelligence15.3HumioCompanyBig DataLog ManagementObservability1 API15.2
Minimal 2 Almost no public developer surface
ObservabilityMonitoringObservabilityTracing1.7GraylogObservabilityLog ManagementSIEM1 API10.8

APIs with this tag (50)

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 6 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 ...82.3Statsig Events APIThe Statsig Events API handles the ingestion of event data from both client and server SDKs. It receives ex...75.2Jitterbit 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...72.5Confluence Audit APIThe Audit API from Confluence — 4 operation(s) for audit.70.4AWS Lambda Logs APIThe Lambda Logs API enables extensions to subscribe to log streams generated by the Lambda platform, functi...68.4AWS Lambda Telemetry APIThe Lambda Telemetry API lets you collect telemetry data directly from the Lambda execution environment. Ex...68.4
Strong 11 Solid coverage with minor gaps
IBM Cloud LogsA scalable logging service for persisting, querying, tailing, and visualizing logs across IBM Cloud resources.66.4Loki 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...65.9OCI Logging APIAPIs for centralized log management across Oracle Cloud Infrastructure, enabling ingestion, search, and ana...65.9Oracle Logging APIThe Logging API from Oracle — 1 operation(s) for logging.65.9Couchbase Logging APIEndpoints for retrieving Eventing Function application logs.64.4Red Hat Service Logs APIAPI for receiving and maintaining logs from internal sources related to OpenShift clusters, providing centr...60.8Splunk HTTP Event Collector (HEC) APIThe Splunk HTTP Event Collector (HEC) is a high-performance REST API data input that accepts JSON or raw te...59.2Amazon Web Services Logging APIThe Logging API from Amazon Web Services — 2 operation(s) for logging.58.5IBM WebSphere Logging APILog access and configuration58.4Amazon IoT SiteWise Logging APIThe Logging API from Amazon IoT SiteWise — 1 operation(s) for logging.55.4
Developing 11 Usable, with meaningful gaps to close
AgentGateway Logging APIThe Logging API from AgentGateway — 1 operation(s) for logging.52.9Amazon IoT Events Logging APIThe Logging API from Amazon IoT Events — 1 operation(s) for logging.52.8Windows Event Log APIAPI for instrumenting, querying, and consuming event logs on Windows Server for diagnostics, monitoring, an...46.6MedAdvisor Logging APIThe Logging API from MedAdvisor — 1 operation(s) for logging.46.5Sematext Logs API (Elasticsearch-compatible)Elasticsearch-API-compatible endpoint for indexing log events (including _bulk) and searching them, address...45.5W&B Import API (HTTP)The wandb client uses an HTTP file/import endpoint to push run metrics, system stats, and artifacts. Genera...44.3Inductive Automation Logging APILogging configuration43.9Weidmüller Logging APICentralized system logging, capture and reporting API for u-OS43.6Envoy Logging APILog level management endpoints42.6Tailscale Logging APIThe Logging API from Tailscale — 4 operation(s) for logging.40.5Proofpoint on Demand (PoD) Log APIThe PoD Log API is Proofpoint's streaming surface rather than a request/response one: a client opens a WebS...40.1
Thin 15 Limited public surface area
Fluentd Forward ProtocolThe Fluentd Forward Protocol is a binary protocol used to transport event streams between Fluentd nodes and...38.9OpenTelemetry Protocol (OTLP) gRPC APIThe OTLP gRPC API defines Protocol Buffers service definitions for exporting traces, metrics, and logs over...38.6OpenTelemetry SDK APIThe OpenTelemetry SDK API specifies language-level interfaces for instrumentation, including the Tracer, Me...38.6Triton Inference Server Logging APIServer logging configuration36.7Loggly 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...36.3Envoy Proxy Logging APILogging level management endpoints.35.9Greenhouse Audit Log APIThe Audit Log API offers a record of important events, providing insight into who accessed or edited inform...34.7CafeX Audit Events APIThe CafeX Audit Events API allows the retrieval of audit event data for CafeX tenants. Events can be filter...33.0Swimlane Logging APIJob logging and status endpoints33.07digital Logging APIStream / preview / subscription play reporting required for licensor royalty calculations.32.1CDAP Logging MicroservicesRetrieve and download logs emitted by CDAP system services and by user applications and programs, with filt...31.2Keywords AI Logging APIAsynchronous request / span logging.31.0LogControl1 (org.freedesktop.LogControl1)Generic D-Bus interface that systemd daemons (and other services) implement to expose runtime log level and...30.2Athina AI Logging APILog LLM inferences and prompt runs.27.6
Emerging 6 Early or largely undocumented
Saaras prologue APISaaras prologue API as documented publicly: 4 operations. Contract generated from the documentation by API ...19.9Log4j APIThe logging facade providing a feature-rich Java interface for application logging. Applications code again...17.2Log4j CoreThe reference implementation of the Log4j API providing appenders, layouts, filters, lookups and configurat...17.2Varnish Logging ToolsVarnish ships with a suite of log-analysis tools that read from the Varnish Shared Log (VSL). Tools include...17.0Feign SLF4JFeign SLF4J module routes Feign request and response logging through the SLF4J facade, integrating with the...13.3Moodle Events APIDefines event handlers for inter-plugin communication and logging, enabling decoupled, observer-style integ...11.6
Minimal 1 Almost no public developer surface
Graylog REST APIGraylog provides a REST API for managing log data, streams, dashboards, alerts, users, and system configura...10.8

Companies reaching this through an API (34)

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 Saaras Statsig Swimlane Tailscale Triton Inference Server Varnish Cache Weidmüller Weights & Biases

Score breakdown

Frequency
54.9
log-scaled weighted occurrences
Breadth
0.9
spread across providers
Quality lift
45.9
mean composite of providers using it
Cohesion
12.0
strength of nearest seed neighbor

Where this tag sits

Observability broader

Related tags

Observability 47 co-occurrences Tracing 12 co-occurrences OpenTelemetry 10 co-occurrences Monitoring 39 co-occurrences Log Management 7 co-occurrences Metrics 24 co-occurrences SIEM 7 co-occurrences Session Replay 5 co-occurrences

Where this tag comes from

Api tag49
Provider tag42
Openapi tag19
Openapi op tag47

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 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
43.8
+21.6 vs catalog 22.2
Mean Agent Readiness
27.5
+15.5 vs catalog 12
Spread
1.7–76.9
median 45.2 · σ 18
How the 41 split by band
Exemplar 3Strong 12Developing 7Thin 13Emerging 4Minimal 2
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 49.8 23.2 +26.6 41
Operational Transparency 37.4 13 +24.4 41
Contract Quality 41.5 17.2 +24.3 41
Access Clarity 40.5 23.9 +16.6 41
Contract Governance 15 6.5 +8.5 41
Discoverability 66.1 57.9 +8.2 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) 44% 13% +31
MCP server (first-party) 39% 12% +27
Agent Skills 0% 0% 0
OAuth scopes 15% 11% +4
Security 95% 98% -3
Arazzo workflows 17% 2% +15
Governance rules 41% 16% +25

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 76.9
  2. 2 AWS Lambda 68.4
  3. 3 HyperDX 68.1
  4. 4 Splunk Observability Cloud 66.3
  5. 5 Google Cloud Logging 66.1
  6. 6 Grafana Loki 66.1
  7. 7 Fastly 63.7
  8. 8 Chronosphere 60.9
  9. 9 Logz.io 59.7
  10. 10 Edge Delta 59.3
Top by Agent Readiness
  1. 1 Lightrun 56.5
  2. 2 Chronosphere 55.4
  3. 3 Splunk 53.5
  4. 4 Superlog 51.8
  5. 5 Grafana Loki 49.8
  6. 6 Google Cloud Logging 47.9
  7. 7 Sumo Logic 45.1
  8. 8 LogRocket 45
  9. 9 Elastic Stack 43.9
  10. 10 HyperDX 37.7
All 41 members of this roster resolve to a scored provider in the catalog.
Coverage caveat. 29 of 41 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 24 October 2026, across 31984 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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