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 39 Complete, well-documented, and agent-ready

Dynatrace Business Events API v2The Dynatrace Business Events API v2 enables ingestion of business event data in JSON format into Dynatrace...86.3 Dynatrace Configuration APIThe Dynatrace Configuration API provides access to environment-level configuration settings including alert...86.3 Dynatrace DQL/Grail Query APIThe Dynatrace DQL/Grail Query API enables execution of DQL (Dynatrace Query Language) queries against the G...86.3 Dynatrace Environment APIThe Dynatrace Environment API provides access to monitoring data and configuration settings for a specific ...86.3 Dynatrace Extensions API 2.0The Dynatrace Extensions API 2.0 provides endpoints for managing monitoring extensions including uploading,...86.3 Dynatrace OpenPipeline APIThe Dynatrace OpenPipeline API enables configuration of data ingestion pipelines that handle observability,...86.3 Dynatrace Releases APIThe Dynatrace Releases API provides an overview of releases deployed in your monitored environment. It allo...86.3 Dynatrace Service-Level Objectives APIThe Dynatrace Service-Level Objectives API is a management API for creating, editing, listing, deleting, an...86.3 Dynatrace Settings API 2.0The Dynatrace Settings API 2.0 is the modern, schema-driven configuration API for managing Dynatrace enviro...86.3 Dynatrace Synthetic API v2The Dynatrace Synthetic API v2 provides programmatic access to synthetic monitoring resources including bro...86.3 Redocly Respect MonitoringRespect Monitoring is Redocly's continuous, API-aware monitoring product powered by OpenAPI Arazzo workflow...82.6 Cloudflare Observability APIThe Observability API from Cloudflare — 2 operation(s) for observability.80.6 Sentry SDK APISentry provides official SDKs for 22+ platforms including JavaScript, Python, PHP, .NET, Java, Go, Ruby, Ru...80.0 Postman Monitors APIThe Monitors API runs Postman Collections on a recurring schedule to validate API health, performance, and ...79.6 Datadog Observability APIThe Observability API from Datadog — 2 operation(s) for observability.79.1 New Relic ControlNew Relic Control is an observability control plane that unifies Fleet Control, Agent Control, and Pipeline...72.3 New Relic NerdGraph APINerdGraph is New Relic's primary GraphQL API for querying observability data, managing account configuratio...72.3 Grafana Cloud APIManage Grafana Cloud stacks (instances), plugins, data sources, regions, access policies, and tokens at `ht...71.0 Grafana Loki HTTP APIQuery and push logs to Grafana Loki. Endpoints include `/loki/api/v1/push` (log ingestion), `/loki/api/v1/q...71.0 Grafana Mimir HTTP APIHorizontally scalable, multi-tenant, long-term Prometheus-compatible metrics storage. Exposes Prometheus re...71.0 Grafana Pyroscope HTTP APIContinuous profiling backend. Ingest pprof and Pyroscope-format CPU, memory, and lock profiles, query flame...71.0 Grafana Synthetic Monitoring APICreate and manage synthetic probes (HTTP, HTTPS, DNS, TCP, ICMP/ping, traceroute, multi-step scripted brows...71.0 Grafana Tempo HTTP APIHigh-volume, minimal-dependency distributed tracing backend. Supports OTLP ingestion, trace lookup by ID (`...71.0 Red Hat Service Logs APIAPI for receiving and maintaining logs from internal sources related to OpenShift clusters, providing centr...70.6 AWS Lambda Extensions APIThe Lambda Extensions API enables you to create extensions that integrate with the Lambda execution environ...69.8 AWS Lambda Telemetry APIThe Lambda Telemetry API lets you collect telemetry data directly from the Lambda execution environment. Ex...69.8 IBM Cloud Activity TrackerConfigure and manage auditing events to track how users and applications interact with IBM Cloud services a...69.1 IBM Cloud LogsA scalable logging service for persisting, querying, tailing, and visualizing logs across IBM Cloud resources.69.1 IBM Cloud MonitoringGain operational visibility into the performance and health of applications, services, and platforms runnin...69.1 NVIDIA NIM Health APILiveness, readiness, and startup probes exposed by self-hosted NIM containers (/v1/health/live, /v1/health/...68.0 BrowserStack Test Reporting and Analytics APIThe BrowserStack Test Reporting and Analytics API provides programmatic access to upload JUnit XML and Allu...67.8 .NET AspireCloud-ready stack for building observable, production-ready distributed applications in .NET with built-in ...67.7 Honeycomb Boards APIThe Honeycomb Boards API allows developers to programmatically create and manage boards, which are collecti...66.5 Honeycomb Datasets APIThe Honeycomb Datasets API provides management capabilities for datasets, which represent collections of re...66.5 Honeycomb Environments APIThe Honeycomb Environments API provides administrative capabilities for managing environments within a Hone...66.5 Honeycomb Events APIThe Honeycomb Events API is the lowest-level interface for sending event data to Honeycomb. It supports bot...66.5 Honeycomb Markers APIThe Honeycomb Markers API enables developers to create and manage markers that indicate points in time on g...66.5 Honeycomb Queries APIThe Honeycomb Queries API allows developers to programmatically create and manage query specifications with...66.5 Honeycomb Triggers APIThe Honeycomb Triggers API allows developers to programmatically configure alerting rules that fire when qu...66.5

Strong 56 Solid coverage with minor gaps

F5 Telemetry Streaming APIDeclarative API for aggregating, normalizing, and forwarding BIG-IP statistics and events to third-party an...66.1 Grafana Cloud Logs APIGrafana Cloud Logs is the fully managed Grafana Loki service. It serves the same Loki HTTP API on a per-sta...66.1 Loki HTTP APIThe Grafana Loki HTTP API — 40 documented endpoints for pushing logs (native and OTLP), querying with LogQL...66.1 OCI Logging Analytics APICloud-based log analytics service for indexing, enriching, and aggregating log data from applications and i...66.0 OCI Logging APIAPIs for centralized log management across Oracle Cloud Infrastructure, enabling ingestion, search, and ana...66.0 OCI Monitoring APIAPIs for actively and passively monitoring cloud resources using metrics and alarms, with support for custo...66.0 Databricks Quality Monitors APIThe Databricks Quality Monitors API allows you to create, update, get, and delete data quality monitors for...65.3 Gravitee Alert EngineGravitee Alert Engine (AE) is a real-time API monitoring solution that tracks performance, availability, er...65.2 Embrace Custom Metrics APIA REST management API for creating, retrieving and deleting the custom metrics of an Embrace organization. ...65.0 Embrace MCP ServerA hosted Model Context Protocol server over Streamable HTTP that exposes an Embrace organization's real-use...65.0 Embrace Metrics APIA Prometheus-compatible read API for querying Embrace metrics with PromQL. Standard Embrace metrics and any...65.0 Orange Business EVPL Monitoring APIReal-time monitoring API for EVPL and adjacent Orange Business network services — fetch link health, throug...64.9 Nasuni Portal MCP ServerHosted, OAuth 2.0-authenticated Model Context Protocol server that exposes the Nasuni Portal to AI clients ...64.8 GroundcoverThe groundcover platform REST API. Data query endpoints run gcQL pipelines against logs (POST /api/logs/v2/...64.0 Highlight Private GraphQL APIInternal GraphQL API that powers the Highlight dashboard at `https://pri.highlight.io`. Used to list, searc...63.6 Highlight Self-Hosted DeploymentSelf-hosted deployment of the open-source Highlight stack. Three tiers — Dev (single-host docker-compose), ...63.6 Highlight Webhooks APIOutbound webhooks delivered when Highlight alerts fire. POST JSON payload to a customer-supplied URL with a...63.6 TreblleTreblle analyzes 40 API-specific data points for every API request. All data is consolidated and easily acc...63.2 Treblle API IntelligenceTreblle API Intelligence is a federated platform that provides 50+ API-specific data points for every reque...63.2 Seekr Observability APIThe Observability API from Seekr — 2 operation(s) for observability.63.0 HyperDX (ClickStack) MCP ServerFirst-party Model Context Protocol server shipped inside the HyperDX API package, served at /api/mcp on you...62.5 Raygun Applications APIList, retrieve, and regenerate API keys for applications under your Raygun organization. Applications are t...61.6 Raygun Crash Reporting Ingestion APIPOST /entries ingestion endpoint at api.raygun.com used by all language SDKs and providers to submit crash ...61.6 Raygun Customers APIList and retrieve customer (end-user) records associated with sessions and error instances. Supports both i...61.6 Raygun Deployments APIRecord release markers and correlate them with error groups. Supports SCM integration (GitHub, GitLab, Bitb...61.6 Raygun Errors APITriage error groups and instances — list, get, resolve, activate, ignore, permanently ignore, and comment o...61.6 Raygun Flutter Symbols APIUpload and manage Flutter debug-symbol artifacts so Raygun can symbolicate native crashes from Flutter mobi...61.6 Raygun Invitations APISend, list, retrieve, and revoke organization-member invitations. Used to programmatically onboard and offb...61.6 Raygun Metrics APIQuery time-series and histogram metrics for page performance and error rates with flexible bucket, range, a...61.6 Raygun Outbound WebhooksOutbound webhook surface that POSTs JSON events to a customer-configured HTTPS endpoint when error notifica...61.6 Raygun Pages APIList and retrieve monitored pages for an application — the per-URL aggregation surface for RUM timing, Core...61.6 Raygun Plans APIList the available Raygun subscription plans so dashboards and automations can inspect entitlement levels a...61.6 Raygun Pulse RUM API (Legacy)Legacy enterprise-only Real User Monitoring read API at api.raygun.com/api/v1/pulse. Uses a Client ID/Secre...61.6 Raygun Sessions APIList and retrieve Real User Monitoring sessions captured for an application. Each session contains page vie...61.6 Raygun Source Maps APIUpload, list, retrieve, update, and delete JavaScript source maps for symbolicating minified front-end stac...61.6 Raygun Teams APIList and retrieve teams in your Raygun organization. Teams group members and grant shared access to a curat...61.6 Hookdeck Issues APITrack issues that occur on events, requests, and backpressure, and manage the triggers (rules) that open an...60.8 Hookdeck Metrics APIQuery aggregated metrics for events, requests, and attempts — success counts, failure counts, response time...60.8 Hookdeck Notifications APIManage how your team is notified when issues occur — channel routing, mute windows, per-team subscriptions,...60.8 Splunk Observability Cloud APIThe Splunk Observability Cloud API provides REST endpoints for sending and managing metrics, traces, and ev...60.5 ScienceLogicThe ScienceLogic AI Platform (Skylar) — AIOps, IT infrastructure and application observability, service man...60.3 Skylar One GraphQL APIThe GraphQL API for Skylar One (formerly SL1). ScienceLogic's forward-looking interface — the default AP2 u...60.3 Skylar One REST APIThe REST API for Skylar One (formerly SL1), giving external systems programmatic access to tickets, devices...60.3 LiveRamp Data Pipeline Visibility API (Beta)Beta API giving customers visibility into the state of their LiveRamp data pipelines. In beta as of this pr...60.1 Junos Telemetry Interface (JTI)Streaming telemetry from Junos and Junos EVO devices to a collector over gRPC (gNMI and native sensors) or ...59.7 Cloud Foundry LoggregatorLoggregator is Cloud Foundry's distributed log and metric pipeline that aggregates application logs, platfo...58.8 Freestyle Observability APIAPIs for observability.58.1 Dagger CloudDagger Cloud is the hosted control plane providing pipeline traces, checks, module observability, and team ...57.0 Traefik AI GatewaySelf-hosted Kubernetes-native gateway for LLM traffic. OpenAI-compatible unified API in front of OpenAI, An...57.0 Traefik DashboardBuilt-in single-page web UI rendering routers, services, middlewares, entry points, providers, version, and...57.0 Crusoe Observability APIThe Observability API from Crusoe — 5 operation(s) for observability.56.9 Axway Amplify EngageAxway Amplify Engage is a centralized API marketplace solution that curates, packages, and monetizes APIs. ...56.1 AWS App Runner Observability APIManage observability configurations56.0 Goldmane Flows APIGoldmane is the Calico flow aggregation and network-observability service introduced in Calico Open Source ...55.9 Soracom Stats and Diagnostics APIRetrieve cellular data usage statistics (per SIM/subscriber/group/account), API and Napter audit logs, oper...55.1 Hatchet Observability APIThe Observability API from Hatchet — 1 operation(s) for observability.54.9

Developing 40 Usable, with meaningful gaps to close

AgentGatewayAgentGateway provides AI-native gateway capabilities for routing LLM traffic, federating MCP tools, enablin...54.2 Vespa Metrics APIVespa exposes a family of metrics endpoints (/metrics/v1, /metrics/v2, /prometheus/v1) that publish Vespa e...54.2 Vespa State APIThe Vespa State API (/state/v1) exposes per-service health, version, and metrics endpoints for any Vespa no...54.2 SearchApi Account & Analytics APIThe two account-management endpoints SearchApi documents alongside its SERP surface. GET /api/v1/me returns...54.1 Buoyant CloudBuoyant Cloud is the hosted control surface for Linkerd fleets — health checks, golden metrics, multi-clust...54.0 Linkerd Service MeshLinkerd is a CNCF-graduated service mesh for Kubernetes that transparently adds mutual TLS encryption, late...54.0 Zilla PlatformThe Zilla Platform adds an enterprise management layer on top of Zilla Gateway, providing API data products...53.2 bitdrift Public APIThe bitdrift Capture public API — schema-first protobuf service definitions exposed over gRPC, Connect, and...52.7 Encore Observability APIEncore captures distributed traces, structured logs, and runtime metrics automatically from every api(), da...52.5 Operations for Applications REST APIREST API for Operations for Applications providing access to metrics, dashboards, alerts, events, and integ...52.3 VMware Aria Operations for Logs APIREST API for VMware Aria Operations for Logs providing programmatic access to log data ingestion, querying,...52.3 Virtana Service Observability APIVersioned /v1 REST API for the Zenoss (Virtana Service Observability) platform. Covers the data receiver (m...51.6 FAA NMS System Metrics FeedUnauthenticated JSON feed backing the NOTAM Management Service system metrics dashboard — cumulative NOTAMs...51.1 Corelayer APIThe Corelayer v1 REST API (api/v1) provides programmatic access to issues, groups, integrations, events, an...50.4 ETSI NFV SOL009 NFV-MANO Management APIsThe RESTful protocols and data models of ETSI GS NFV-SOL 009 for managing the NFV management-and-orchestrat...50.2 etcd Metrics APIetcd exposes a Prometheus-compatible metrics endpoint that provides operational insights into the etcd clus...49.9 CrewAI AMP Webhook StreamingOutbound event streaming for AMP crew executions. When you kick off a crew you can supply three callback UR...49.7 OpenShift Monitoring APIAPI for managing monitoring and observability resources including Prometheus, Alertmanager, ServiceMonitor,...49.5 Pixie Plugin System APIPlugin API that allows configuring PxL scripts to export observability data from Pixie at regularly schedul...48.7 Pixie PxL Script APIPython-dialect domain-specific language and API for querying and analyzing telemetry data collected by Pixi...48.7 Unravel REST APIREST API for the Unravel data observability platform. Query and collect data from your monitored clusters a...48.3 Golioth LoggingCentralized device logging. Firmware emits structured log lines that are collected, indexed, and made query...48.0 Lumigo APIProgrammatic access to the Lumigo observability platform, authenticated with an API token (x-api-key header...47.7 Continue Mission ControlObservability surface for tracking check outcomes, agent runs, and adoption metrics across an organization'...47.2 Datadog Anomaly Monitor APIDatadog's Monitors API supports anomaly detection monitors that identify unusual metric behavior using hist...46.9 Bazel Build Event ProtocolThe Build Event Protocol (BEP) is Bazel's structured stream of build events — target configured, progress, ...45.9 Braintrust APIThe Braintrust REST API provides programmatic access to projects, experiments, datasets, prompts, functions...45.6 gRPC Health Checking ServiceThe gRPC Health Checking Protocol defines a standard service that gRPC servers implement to expose health s...43.9 Hubble APIThe Hubble API is a gRPC-based observability API built on top of Cilium and eBPF that provides deep visibil...43.9 Hubble Relay APIThe Hubble Relay API is a gRPC service that aggregates and relays network flow data from multiple Hubble ag...43.9 Tetragon APIThe Tetragon gRPC API provides access to eBPF-based security observability and runtime enforcement capabili...43.9 Employ Inc Status APIThe public Atlassian Statuspage API on status.employinc.com. Eight anonymous endpoints report the rollup av...43.2 Monoscope CLITerminal-based client for Monoscope. Same auth, same primitives, same JSON as the REST API and MCP server. ...42.8 Monoscope MCP ServerHosted Model Context Protocol endpoint exposing approximately 50 auto-derived REST tools plus workflow tool...42.8 W&B Weave (LLM Observability)LLM observability and evaluation platform providing tracing, output evaluation, cost estimation, prompt pla...41.7 HAMi WebUI APIThe HAMi WebUI backend API. Four gRPC services — Card, Node, Container and Monitor — expose cluster acceler...40.8 ReqKey REST APIREST API for API key management, usage credits/metering, rate limiting, and traffic analytics. POST/JSON en...40.7 NetApp Cloud Insights APIAPI for infrastructure monitoring and analytics.39.7 OpenTelemetry Collector APIThe OpenTelemetry Collector is a vendor-agnostic proxy for receiving, processing, and exporting telemetry d...39.7 OpenTelemetry Protocol (OTLP) gRPC APIThe OTLP gRPC API defines Protocol Buffers service definitions for exporting traces, metrics, and logs over...39.7

Thin 36 Limited public surface area

Tetrate Service Bridge Observability APIThe TSB Observability API exposes metrics, topology, and service observability data for workloads managed b...39.2 Celery Monitoring and Events APIEvent streaming and monitoring API for inspecting workers, tasks, and queues. Supports the curses-based cel...39.1 Motadata ObserveOpsObserveOps (formerly Motadata AIOps) is a unified observability platform correlating metrics, logs, traces,...38.6 Tempo TraceQL APITraceQL is a query language developed for Grafana Tempo that allows filtering and selecting spans within tr...38.4 HeliconeHelicone is an open-source AI observability and routing platform centered on requests, sessions, prompts, d...37.4 LangDBLangDB is an enterprise AI gateway for routing and governing LLM traffic across providers, with observabili...37.4 PortkeyPortkey is a production-grade AI gateway and control plane that fronts 1,600+ LLMs with unified routing, fa...37.4 Envoy Proxy gRPC Access Log Service APIThe Envoy gRPC Access Log Service (ALS) API provides a streaming gRPC interface for receiving access log en...37.2 Envoy Proxy Metrics Service APIThe Envoy Metrics Service API is a gRPC-based interface for streaming Envoy's statistics and metrics to a r...37.2 Cerebrium Logs / Status APISurfaces app logs, metrics, and platform status through the CLI (cerebrium logs, cerebrium status), the app...37.1 GraphQL Hive Console GraphQL APIThe public GraphQL API for Hive Console allows developers to build custom workflows, administer users and a...36.7 Sensu Go Backend REST APIThe Sensu Go backend REST API for managing observability resources: checks, events, entities, filters, hand...36.5 Istio Telemetry APIThe Istio Telemetry API (telemetry.istio.io) provides configuration resources for managing observability wi...36.4 Loggly Event Retrieval APIREST API (apiv2) for searching and retrieving log events: initiate a search to get an RSID, then page resul...36.3 Spacetime Status APIThe Status API is a small operational gRPC service exposed by every Spacetime instance. GetVersion returns ...36.3 Estuary Flow OpenMetrics APIOpenMetrics-compatible endpoint that exposes per-task pipeline metrics for captures, materializations, and ...35.7 Kotzilla MCP ServerHosted remote Model Context Protocol server that connects an AI coding assistant to the Kotzilla Platform. ...35.7 Moda Ingestion APIHTTP ingestion API for sending LLM/agent conversation events to Moda. Accepts batched events (conversation_...35.6 Point One Platform GraphQL APIThe single-endpoint GraphQL API behind the Point One web application, covering device registration and meta...35.3 Bitmovin Analytics APIREST API for querying player and streaming quality-of-experience metrics including buffering, startup time,...34.2 Blacksmith Dashboard and ObservabilityWeb dashboard at app.blacksmith.sh for organization setup, runner and cache management, and observability -...33.6 Traceable API Security PlatformTraceable provides an intelligent API security platform offering API discovery, threat detection and protec...33.4 Vert.x Health CheckA Vert.x component for implementing health check endpoints for Kubernetes liveness and readiness probes. Pr...32.0 CDAP Logging MicroservicesRetrieve and download logs emitted by CDAP system services and by user applications and programs, with filt...31.2 Agora Analytics APIThe Agora Analytics API surfaces quality, performance, and usage metrics for all RTC, signaling, chat, and ...30.6 Kosmos OTLP Ingest APIOpenTelemetry Protocol (OTLP) ingest endpoint for sending traces, metrics and logs into the Kosmos operatio...30.6 Unravel REST APIREST APIs for querying and collecting data from an Unravel instance — application details, recommendations ...30.2 LogControl1 (org.freedesktop.LogControl1)Generic D-Bus interface that systemd daemons (and other services) implement to expose runtime log level and...30.1 Layer (Runtime)Commercial runtime security product that monitors and controls AI applications in production with deep visi...30.0 Ray Dashboard APIInternal REST API powering the Ray Dashboard, exposing endpoints for nodes, actors, tasks, placement groups...29.7 Glama MCP GatewayReverse-proxy MCP gateway that fronts hosted, remote, and custom MCP servers under a per-user endpoint of t...29.6 Apache Flink Monitoring APIMonitoring REST API for accessing job metrics, checkpoints, and cluster statistics for Apache Flink deploym...29.5 SAP Alert Notification Service APIREST API for configuring and receiving alerts about events in SAP BTP services. Enables proactive monitorin...29.3 DBOS CloudDBOS Cloud is the managed, serverless hosting platform for DBOS workflows, queues, and scheduled jobs. The ...29.0 Lightstep APIThe Lightstep API provides programmatic access to observability data including traces, spans, streams, dash...27.8 Middleware APIThe Middleware Public API provides programmatic access to observability data including metrics, logs, trace...27.0

Emerging 18 Early or largely undocumented

Allianz Future Cloud Platform Observability APIMonitoring, metrics, and alerting configuration operations26.1 AgentOps DashboardThe hosted dashboard at app.agentops.ai visualizes agent sessions with waterfall views, time-travel replay,...26.0 Maxim AI APIThe Maxim REST API provides programmatic access to prompts, workflows, agents, datasets, evaluators, test r...24.9 Monitoring and Observability APIsAPIs for application performance monitoring, error tracking, log management, and distributed tracing that s...24.2 Wand Status APIA public, unauthenticated JSON API served by the Wand platform status page. It reports overall platform hea...24.1 Perses APIThe Perses REST API provides programmatic access to dashboards, datasources, ephemeral dashboards, projects...22.7 Apache SkyWalking GraphQL Query APIThe SkyWalking GraphQL Query API provides a comprehensive query interface for retrieving observability data...22.6 Broadcom DX Application Performance ManagementDX APM (formerly CA APM / Introscope / Wily) provides deep application monitoring and transaction tracing f...20.9 Arize AI (Phoenix)Arize AI provides an AI observability and evaluation platform centered on Arize AX (the commercial product)...20.5 HeliconeHelicone is an open-source observability and monitoring platform for LLM applications. The homepage states ...20.5 Varnish Logging ToolsVarnish ships with a suite of log-analysis tools that read from the Varnish Shared Log (VSL). Tools include...18.5 Greymatter Analytics APIThe Greymatter Analytics layer provides observability APIs that unify telemetry, audit trails, and zero tru...18.0 Anyscale Logs and Monitoring APIRetrieves cluster, job, and service logs, metrics, and Ray dashboard data for observability and debugging.16.3 Feign MicrometerFeign Micrometer module exposes Feign client metrics (timings, counts, errors) through Micrometer for shipm...14.8 Feign SLF4JFeign SLF4J module routes Feign request and response logging through the SLF4J facade, integrating with the...14.8 eBPF Userspace APIExtended Berkeley Packet Filter (eBPF) userspace API for loading and interacting with sandboxed programs ru...12.3 Graylog REST APIGraylog provides a REST API for managing log data, streams, dashboards, alerts, users, and system configura...12.3 Collibra Data Quality and Observability APICollibra Data Quality and Observability APIs manage quality rules, monitoring jobs, dataset profiles, anoma...11.7

Minimal 3 Almost no public developer surface

Komodor REST APIREST API for managing Komodor clusters, services, monitors, RBAC policies, and integrations programmaticall...10.4 Librato Metrics APIRETIRED. JSON REST API for submitting and retrieving time-series measurements and for managing metrics, met...0.0 WhyLabs Observability PlatformWhyLabs Observability is the historical commercial SaaS that ingested whylogs profiles and LangKit telemetr...0.0

Companies reaching this through an API (76)

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

Aalyria Agora AI Gateway Aklivity Allianz Future Cloud Platform Anyscale Apache Flink AWS App Runner Axway Bazel Bitmovin Blacksmith BrowserStack CA Technologies (Broadcom) Cask Celery Cerebrium Cilium Cloud Foundry Cloudflare Collibra Continue Crusoe Dagger Databricks Datadog DBOS Employ Envoy Proxy Estuary Flow Etcd ETSI F5 Federal Aviation Administration Feign Freestyle Golioth Gravitee Greymatter gRPC Hatchet Istio Juniper Networks Linux LiveRamp Microsoft .NET Moda NetApp NVIDIA NIM Oracle

Show all 76 companies ↓

Score breakdown

Frequency

74.1

log-scaled weighted occurrences

Breadth

8.7

spread across providers

Quality lift

48.3

mean composite of providers using it

Cohesion

31.0

strength of nearest seed neighbor

Where this tag sits

336 providers carry this tag directly, and 345 counting the 7 narrower tags below — 9 more to reach.

Monitoring broader APM 26 providers Application Performance Monitoring 15 providers Distributed Tracing 18 providers Logging 40 providers Logs 17 providers Root Cause Analysis 11 providers Synthetic Monitoring 11 providers

Where this tag comes from

Api tag193

Provider tag336

Openapi tag6

Openapi op tag11

Cohort brief

Auto-generated

The 326 providers in the APIs.io catalog tagged Observability, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers

326

all scored

Mean Kin Score

40.2

+17.3 vs catalog 22.9

Mean Agent Readiness

24.3

+12.4 vs catalog 11.9

Spread

0–86.3

median 39.8 · σ 18.6

How the 326 split by band

Exemplar 23Strong 50Developing 97Thin 83Emerging 48Minimal 25

Facet averages, against the whole catalog

Facet	This cohort	Catalog	Difference	Scored
Developer Ergonomics	46	23.2	+22.8	326
Contract Quality	36.2	17.6	+18.6	326
Operational Transparency	30.8	13.7	+17.1	326
Access Clarity	41.6	26.5	+15.1	326
Discoverability	65.5	58.1	+7.4	326
Contract Governance	12	6.3	+5.7	326

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

Artifact	This cohort	Catalog	Difference
MCP server (any)	42%	14%	+28
MCP server (first-party)	39%	12%	+27
Agent Skills	0%	0%	0
OAuth scopes	16%	11%	+5
Security	99%	98%	+1
Arazzo workflows	6%	2%	+4
Governance rules	29%	14%	+15

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 Dynatrace 86.3
2 Datadog APM 81.9
3 LaunchDarkly 80.8
4 Sentry 80
5 Relevance AI 78.5
6 Bugsnag 78.4
7 Elastic Stack 78
8 ControlUp 75
9 ThousandEyes 75
10 LogicMonitor 74.6

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

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This tag

curl "https://apis.io/api/v1/tags/observability"

All tags

curl "https://apis.io/api/v1/tags?limit=25"

As a scored cohort

curl "https://apis.io/api/v1/cohorts/tag/observability"

The distribution (Pro)

curl "https://apis.io/api/v1/cohorts/tag/observability/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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Observability

Providers using this tag (336)

APIs with this tag (192)