established · -2.1 capabilitymarket resourcedomain

Telemetry

Score 25.4 / 100 72 providers +73 via APIs 114 APIs Search apis.io →
Business capabilities this tag reaches
SaaS Platform Operations Management 3 Product Telemetry & Experimentation Management 3 Farm Land & Asset Management 1 Connected Product & Firmware Management 1 Shipment Visibility & Tracking Management 1 Vehicle Connected Services Management 1

Providers using this tag (72)

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

Exemplar 5 Complete, well-documented, and agent-ready
Kontakt.ioCompanyIoTRTLSHealthcare4 APIs71.4The Things Network / The Things StackLoRaWANIoTOpen SourceNetwork Server9 APIs70.9Hubble NetworkCompanyIoTBluetoothSatellite2 APIs70.5LosantIoTDevicesEdge ComputeEmbedded1 API70.0AWS LambdaServerlessMonitoringObservabilityLogging2 APIs68.4
Strong 12 Solid coverage with minor gaps
ChronosphereObservabilityAIOpsMonitoringMetrics4 APIs60.9Sift StackObservabilityAerospaceDefense1 API57.4Splunk Observability CloudObservabilityAPMMonitoring48 APIs66.3Google Cloud LoggingCloudLoggingMonitoringObservability1 API66.1Grafana LokiCompanyLogsLoggingLog Aggregation3 APIs66.1Enphase EnergyEnergyUnited StatesSolarDER3 APIs65.2Cisco IntersightInfrastructureCloud OperationsData CenterCompute11 APIs60.3Epsilon3CompanyAerospaceSpaceDefense3 APIs60.3ThingsBoardIoTDevice ManagementOpen Source15 APIs59.7Cisco Catalyst CenterNetwork AutomationIntent-Based NetworkingNetworkingAssurance27 APIs58.8ConvivaAnalyticsStreamingVideoObservability9 APIs58.4Elastic ObservabilityAIOpsObservabilityAPMLogging1 API58.0
Developing 18 Usable, with meaningful gaps to close
KentikNetwork ObservabilityNetwork MonitoringFlow AnalyticsBGP20 APIs54.0bitdriftCompanyDeveloper ToolsObservabilityMobile1 API52.8ThingSpeakIoTAnalyticsTime SeriesMQTT2 APIs50.9CriblConfigurationData LakeData PipelineData Routing6 APIs50.6Constellation SpaceCompanySatelliteSpace1 API45.4MezmoObservabilityLogsTelemetry Pipeline7 APIs45.0ApicaCompanyObservabilityArtificial Intelligence1 API44.6VoltusEnergyUnited StatesElectricityDemand Response1 API51.2OximyCompanyAI GovernanceLLM ObservabilityAI Adoption1 API49.4Cisco CrossworkNetwork AutomationService ProvidersOrchestrationNetworking50 APIs49.0May MobilityCompanyAutonomous VehiclesTransportationMobility2 APIs48.1Voyant.ioArtificial IntelligenceContext ManagementBrand GovernanceProduct Marketing2 APIs45.0StarlinkNon-Terrestrial NetworkStarlinkTelecommunicationsUnited States1 API43.3CloudZeroBudgetsCloud Cost ManagementCost AllocationCost Optimization1 API41.8Tarana WirelessCompanyNetworkingTelecommunicationsFixed Wireless Access1 API41.6TagoIOIoTDevicesData StorageDashboards1 API40.7GuidewheelCompanyManufacturingIndustrial IoTMachine Monitoring1 API40.0Vapor IOCompanyEdge ComputingData CenterColocation2 APIs39.8
Thin 15 Limited public surface area
Axiom ControllerAnalyticsCloud-NativeLoggingMonitoring4 APIs36.2TelemetronCompanyArtificial IntelligenceCustomer ServiceIoT4 APIs29.6OpenF1Formula 1MotorsportsReal-Time1 API27.1Lunar EnergyEnergyHome BatterySolarVirtual Power Plant2 APIs37.3AalyriaCompanyNetworkingSatelliteSpace4 APIs36.3PrometheusPrometheusMonitoringMetricsObservability2 APIs35.4Pica8NetworkingOpen NetworkingSoftware Defined NetworkingNetwork Automation1 API34.9Tempus ExCompanySports DataSportsVideo1 API34.4Urban SkyCompanyAerospaceStratospheric BalloonsRemote Sensing1 API33.3NominalCompanyDeep TechTest and MeasurementHardware1 API32.5FormantRoboticsRobot Fleet ManagementTeleoperationObservability1 API31.8GameAnalyticsAnalyticsGamesGamingPlayer Behavior1 API31.5CosmoplatCompanyIndustrial InternetIndustrial IoTIoT1 API28.9BlynkIoTNo-CodeLow-CodeConnected Devices3 APIs27.5InfostellarCompanySpaceSatelliteGround Station1 API26.4
Emerging 14 Early or largely undocumented
UbidotsIoTTime SeriesMQTT3 APIs20.6MQTTMQTTMessagingPublish SubscribeIoT2 APIs16.0StreamfoldCompanyOpenTelemetryObservability15.6Track TitanCompanyConsumerSim Racing12.6Tank UtilityPropaneTank MonitoringIoTFuel Delivery1 API22.9Aria NetworksCompanyNetworkingData CenterArtificial Intelligence1 API19.5LiveActionCompanyNetwork MonitoringNetwork ObservabilityNetwork Performance Monitoring16.8MatternetDrone DeliveryLogisticsHealthcareAutonomous1 API16.5Sea Machines RoboticsMarineAutonomyRoboticsMaritime1 API16.43DRCompanyDronesUAVRobotics14.2Monarch TractorCompanyAgricultureAgTechRobotics13.7Astera LabsCompanySemiconductorsHardwareAI Infrastructure12.6AtomBeamCompanyData CompressionIoTEdge Computing12.5UtilidataCompanyEnergyElectric GridUtilities11.5
Minimal 8 Almost no public developer surface
TeseracCompanyArtificial IntelligenceData CenterObservability8.3ObservoCompanyData PipelineObservabilitySecurity3.4Data Sciences InternationalCompanyLife SciencesPreclinical ResearchPhysiology9.8Cumulus NetworksCompanyNetworkingNetwork Operating SystemLinux6.0DaqstraCompanyTest InfrastructureData AcquisitionAerospace5.0Curtiss-WrightAerospaceAvionicsData AcquisitionDefense3.7ConstelliCompanyDefenseAerospaceSignal Processing3.0Moxion Power CoCompanyEnergy StorageMobile PowerBattery6 APIs0.0

APIs with this tag (114)

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 10 Complete, well-documented, and agent-ready
Optimizely Telemetry APIThe Telemetry API from Optimizely — 2 operation(s) for telemetry.81.3Elastic Stack (ELK Stack) Telemetry APIThe Telemetry API from Elastic Stack (ELK Stack) — 1 operation(s) for telemetry.76.9Kontakt.io Telemetry APIThe Telemetry API from Kontakt.io — 1 operation(s) for telemetry.71.4New Relic OpenTelemetry OTLP EndpointNew Relic provides a native OTLP (OpenTelemetry Protocol) endpoint that accepts metrics, traces, and logs f...71.0New Relic Telemetry SDKsThe New Relic Telemetry SDKs are open source client libraries for sending metrics, events, logs, and traces...71.0Progress Software Telemetry APIThe Telemetry API from Progress Software — 1 operation(s) for telemetry.69.4AWS Lambda Telemetry APIThe Lambda Telemetry API lets you collect telemetry data directly from the Lambda execution environment. Ex...68.4PAN-OS OpenConfig APIManagement interface for PAN-OS based on OpenConfig standard data models, providing gNMI and gNOI services ...68.2Cumulocity MQTT and SmartREST APIConstrained-device MQTT broker fronting the Cumulocity REST API with a CSV-based SmartREST 2.0 payload form...68.1Better Stack Telemetry APIThe Telemetry API from Better Stack — manage log, trace and metric sources, fields, metric expressions, das...67.0
Strong 15 Solid coverage with minor gaps
F5 Telemetry Streaming APIDeclarative API for aggregating, normalizing, and forwarding BIG-IP statistics and events to third-party an...65.1Honeycomb Events APIThe Honeycomb Events API is the lowest-level interface for sending event data to Honeycomb. It supports bot...65.0Red Hat Ansible Automation Platform Telemetry APIThe telemetry API from Red Hat Ansible Automation Platform — 1 operation(s) for telemetry.65.0Openwork Telemetry APITelemetry event ingestion and adoption analytics.64.1Cisco Identity Services Engine Telemetry APIThe telemetry API from Cisco Identity Services Engine — 1 operation(s) for telemetry.62.5PixieBrix Telemetry APIThe telemetry API from PixieBrix — 4 operation(s) for telemetry.62.3Replicated Telemetry APIThe telemetry API from Replicated — 3 operation(s) for telemetry.62.0Moesif Collector APIThe Moesif Collector API is the high-volume ingestion endpoint that receives API event data from server, cl...61.9Cisco Intersight Telemetry APIThe telemetry API from Cisco Intersight — 8 operation(s) for telemetry.60.3Epsilon3 Realtime APISocketIO and webhook realtime interface for integrating third-party systems with running Epsilon3 procedure...60.3Junos Telemetry Interface (JTI)Streaming telemetry from Junos and Junos EVO devices to a collector over gRPC (gNMI and native sensors) or ...58.7Sift gRPC APIThe gRPC contract that is Sift's primary API — 51 services and 330 RPCs defined across 66 proto3 files publ...57.4OK Capsule Telemetry APIThe Telemetry API from OK Capsule — 2 operation(s) for telemetry.56.5Dagger CloudDagger Cloud is the hosted control plane providing pipeline traces, checks, module observability, and team ...55.7Axway Telemetry APIThe telemetry API from Axway — 1 operation(s) for telemetry.54.6
Developing 42 Usable, with meaningful gaps to close
Avnet Telemetry APITelemetry Module Api List53.9bitdrift Public APIThe bitdrift Capture public API — schema-first protobuf service definitions exposed over gRPC, Connect, and...52.8Antimetal Agent APIs (Protobuf)Public protobuf/Connect definitions for the Antimetal system agent — the component that connects customer i...52.5ECI Solutions Telemetry APIThe Telemetry API from ECI Solutions — 4 operation(s) for telemetry.52.2Letta Telemetry APIRun-step traces and observability data.51.5Voltus Telemetry APIThe Telemetry API from Voltus — 3 operation(s) for telemetry.51.2Waxell Telemetry APILLM calls, spans, steps, and quality scores recorded against a run51.0ThingSpeak Update APIWrite a single channel entry via `/update` or push high-volume telemetry via `/channels/{channel_id}/bulk_u...50.9ERCOT ESR Public Data APIEnergy Storage Resource public data, launched May 29, 2025 per the ERCOT Public Data API release notes, beg...50.2Oximy Telemetry APILLM request/response event ingestion.49.4May Mobility Fleet Batch (REST) APIA REST API that returns historical May Mobility vehicle data between two Unix timestamps. Telemetry is retr...48.1May Mobility Fleet Realtime APIA WebSocket streaming API that delivers live May Mobility vehicle data in two modes. Telemetry mode streams...48.1Weka Telemetry APIThe Telemetry API from Weka — 4 operation(s) for telemetry.47.8Macrometa Telemetry APIThe Telemetry API from Macrometa — 4 operation(s) for telemetry.45.9Juniper Mist WebSocket Streaming APIMist exposes a WebSocket channel for real-time event subscriptions including device events, location update...45.8OpsMill Telemetry APIThe Telemetry API from OpsMill — 1 operation(s) for telemetry.45.7Proficy Operations Hub REST APIsTwo REST surfaces on an Operations Hub installation. The integration APIs let a third-party server authenti...45.6Golioth LightDB StreamTime-series ingest endpoint for streaming sensor and telemetry data from devices. Stored data can be querie...45.5Constellation Space Telemetry APIIngest ground telemetry metrics aligned to the fleet graph.45.4Voyant.io Telemetry APISite visitor tracking with IP geolocation and company enrichment. Identify anonymous visitors.45.0Flume Health Telemetry APIThe Telemetry API from Flume Health — 1 operation(s) for telemetry.44.3Eaton Rack PDU G4 REST APIRESTful API exposed by the Network Management Card (NMC) of Eaton's Rack PDU G4 (formerly Tripp Lite). Lets...43.8Unleash Telemetry APIAPI for information about telemetry collection43.8Socket Telemetry APIThe telemetry API from Socket — 1 operation(s) for telemetry.43.6StakPak Telemetry APIThe Telemetry API from StakPak — 1 operation(s) for telemetry.43.6agco Telemetry APIRetrieve machine telemetry and sensor data.43.3Starlink Telemetry Stream APIA low-latency JSON over HTTP streaming API for device telemetry, consumed by repeated small-batch POST requ...43.3Brocade SANnav Northbound Streaming APIThe Brocade SANnav Northbound Streaming API enables real-time streaming of SAN telemetry and event data fro...42.9Dell iDRAC Telemetry Streaming APIServer-Sent Events (SSE) streaming API for real-time telemetry data from Dell PowerEdge servers via iDRAC. ...42.9data.world Telemetry APIThe telemetry API from data.world — 1 operation(s) for telemetry.42.0CloudZero Allocation Telemetry APIAllocation Telemetry sends, edits, and deletes allocation telemetry data for splitting cloud cost across cu...41.8CloudZero Unit Metric Telemetry APIUnit Metric Telemetry ingests business metrics that drive unit-economics calculations (cost per customer, c...41.8Open Mobility Foundation Telemetry APIThe Telemetry API from Open Mobility Foundation — 1 operation(s) for telemetry.41.6Tarana Cloud Suite (TCS) Northbound APIThe TCS northbound REST API is how operators wire the Tarana Cloud Suite into their own OSS/BSS: device inv...41.6Marqo Telemetry APIHealth, readiness, and engine-level metadata.41.2SNHP Telemetry APIOpt-in data sharing + GDPR (export/delete)41.0Epic Online Services Stats APIThe EOS Stats API tracks player statistics over time, providing the data source that powers leaderboards an...40.9PlayFab Events APIThe PlayFab Events API writes PlayStream and custom telemetry events into PlayFab's pipeline for downstream...40.1Guidewheel REST API v1REST over HTTPS with JSON request/response (CSV supported on specific bulk-load endpoints) for integrating ...40.0Synse Plugin gRPC API (V3Plugin)The internal gRPC API for bi-directional communication between Synse Server and Synse plugins. The publishe...39.8Synse Server API (v3)Synse Server exposes a uniform HTTP and WebSocket API for reading from and writing to physical and virtual ...39.8Val Town Telemetry APIThe telemetry API from Val Town — 2 operation(s) for telemetry.39.7
Thin 24 Limited public surface area
Cisco Nexus Dashboard Insights APIAPI for network analytics, telemetry, anomaly detection, and troubleshooting across data center fabrics.39.2Cisco NX-OS gNMI/gRPC APIgRPC Network Management Interface for streaming telemetry and configuration management on Nexus switches.39.2Cisco NX-OS Model-Driven Telemetry APIStreaming telemetry interface for real-time operational data collection from Nexus switches using YANG models.39.2Mastra Telemetry APIThe Telemetry API from Mastra — 2 operation(s) for telemetry.37.7Tetrate Service Bridge Observability APIThe TSB Observability API exposes metrics, topology, and service observability data for workloads managed b...37.7Lunar Energy Telemetry APITime-bucketed per-sensor telemetry readings37.3Afero Cloud Devices APIThe Afero Cloud Devices API lists the devices linked to an Afero account and, via the expansions query para...36.5Spacetime Southbound Interface (SBI / CDPI)The Southbound Interface, also called the Control to Data-plane Interface (CDPI), is the collection of gRPC...36.3Istio Telemetry APIThe Istio Telemetry API (telemetry.istio.io) provides configuration resources for managing observability wi...34.9PICOS RESTCONF / NETCONF / gNMI Device APIStandards-based on-device programmability in the PICOS network operating system. RESTCONF (RFC 8040) expose...34.9APIClarity Telemetry APIThe Telemetry API from APIClarity — 1 operation(s) for telemetry.34.4FusionFeedFusionFeed aggregates sports data and media (schedules, rosters, official and automated statistics, telemet...34.4Skydio Control & Telemetry ICDReal-time command and control interface for the Skydio X10D using MAVLink/RAS-A, enabling integration with ...34.4Memfault Chunks Ingestion APIUpload chunks of data (events, traces, coredumps, metrics) from devices into Memfault, typically called by ...34.1Cronitor Telemetry APISend events from jobs and heartbeats. Served from cronitor.link.33.6Urban Sky SDK (Real-time Balloon Telemetry)Real-time balloon telemetry feed delivered over WebSocket via the Urban Sky SDK (JavaScript and Python, dis...33.3Formant Agent SDKPython client embedded in the `formant` PyPI package (`pip install formant`, `from formant.sdk.agent.v1 imp...31.8Hiive Platform APIHiive is Newfold's site-connection platform API. The GPL-licensed Newfold data module (wp-module-data), ins...31.3Toyota Telemetry APIReal-time vehicle telemetry data31.1COSMOPlat IoT Telemetry (MQTT)The MQTT publish/subscribe surface of the COSMOPlat IoT development platform, documented in 数据流转引擎 (data fl...28.9Blynk Device HTTPS APIToken-authenticated HTTPS REST API used by individual devices to read and write datastream values, batch up...27.5OpenF1 Telemetry APIThe Telemetry API from OpenF1 — 2 operation(s) for telemetry.27.1StellarStation APIPublic gRPC API for the StellarStation ground-station-as-a-service platform. Lets satellite operators list ...26.4Lightstep APIThe Lightstep API provides programmatic access to observability data including traces, spans, streams, dash...26.3
Emerging 20 Early or largely undocumented
FusionFeedFusionFeed is Infinite Athlete's sports and performance data API, built on the Tempus Ex platform. It provi...24.7AOS-CX Network Analytics Engine (NAE)The Network Analytics Engine (NAE) is the on-box programmable telemetry and analytics framework that runs P...22.4Apache SkyWalking gRPC Data Collect ProtocolThe SkyWalking data collection protocol defines gRPC service definitions for telemetry data ingestion from ...22.4Ki Insurance Telemetry APIThe Telemetry API from Ki Insurance — 1 operation(s) for telemetry.21.5Kuehne+Nagel Telemetry APITelemetry assigned to a cargo item (PACKAGE/CONTAINER/UNKNOWN).21.3Ubidots Data API v1.6The Ubidots Data API v1.6 provides REST endpoints for sending and retrieving time-series data (dots) from I...20.6Ubidots MQTT APIUbidots supports MQTT for lightweight device telemetry ingestion. Devices publish dots to Ubidots broker to...20.6Aria APIThe Aria API is the REST control surface for the Aria Networks Deep Networking platform. Its unauthenticate...19.5Cheniere Energy Telemetry APIClient-side error reporting sink.19.4Electrify America Sessions APIAPI for initiating, monitoring, and retrieving data for EV charging sessions. Enables partner applications ...19.1Mobile Center Streaming APIsMobile Center APIs from Highway 9 Networks enable partners to integrate configuration, device management, m...18.2Ecorobotix Portal APIThe authenticated REST API behind the Ecorobotix cloud portal at portal.ecorobotix.cloud, which customers u...17.3MQTT ProtocolMQTT (Message Queuing Telemetry Transport, ISO/IEC 20922) is a lightweight pub/sub messaging protocol widel...17.3Universal Robots Real-Time Data Exchange (RTDE)Real-Time Data Exchange is Universal Robots' synchronous binary TCP protocol on port 30004 that lets extern...16.7Universal Robots Real-Time InterfaceBinary state interface on port 30003 emitting robot state at the 125 Hz / 500 Hz controller cycle. Predates...16.7Greymatter Analytics APIThe Greymatter Analytics layer provides observability APIs that unify telemetry, audit trails, and zero tru...16.5FleetViewerBrowser-based fleet monitoring and analysis platform for SM300-equipped vessels, offering real-time and his...16.4SMLink Streaming-APIPartner-gated interface announced September 2025 that delivers real-time SM300 vessel telemetry and data fe...16.4teamplay Receiver Plug-in APIPlug-in surface for the teamplay receiver, the on-premises agent that collects operational and clinical tel...16.1Bosch IoT InsightsBosch IoT Insights collects, processes, stores, assesses, and visualizes IoT data. The service provides tel...15.2
Minimal 3 Almost no public developer surface
AutoTrac Telemetria APIThe AutoTrac Telemetria platform provides real-time vehicle telemetry data including speed, fuel consumptio...9.9CropX Telemetry GatewaysTD-series cellular telemetry gateways that connect CropX and third-party sensors to the CropX cloud.8.4LangKitLangKit is an open-source toolkit that extracts telemetry from LLM prompts and responses including relevanc...0.0

Companies reaching this through an API (73)

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

Afero Agco Antimetal Apache SkyWalking APIClarity AutoTrac Avnet Axway Better Stack Bosch Brocade Cheniere Energy Cisco Identity Services Engine Cisco Nexus Dashboard Cronitor CropX Dagger data.world Dell Servers Eaton ECI Solutions Ecorobotix Elastic Stack Electrify America Epic Games ERCOT F5 Flume Health GE Vernova Golioth Greymatter Highway9 HPE Aruba Networking Infinite Athlete Istio Juniper Mist AI Juniper Networks Ki Insurance Kuehne+Nagel Letta Lightstep Macrometa Marqo Mastra Memfault Moesif New Relic Newfold OK Capsule Open Mobility Foundation
Show all 73 companies ↓
Openwork OpsMill Optimizely Palo Alto Networks PixieBrix PlayFab Progress Software Red Hat Ansible Automation Platform Replicated SCADA Siemens Healthineers Skydio SNHP Socket StakPak Tetrate Toyota Universal Robots Unleash Val Town Waxell Weka WhyLabs

Score breakdown

Frequency
63.2
log-scaled weighted occurrences
Breadth
1.6
spread across providers
Quality lift
38.8
mean composite of providers using it
Cohesion
9.2
strength of nearest seed neighbor

Related tags

Observability 42 co-occurrences Device Management 16 co-occurrences OpenTelemetry 13 co-occurrences Monitoring 31 co-occurrences MQTT 9 co-occurrences Firmware 8 co-occurrences Metrics 24 co-occurrences Devices 16 co-occurrences

Where this tag comes from

Provider tag75
Api tag114
Openapi tag39
Openapi op tag99

Cohort brief

Auto-generated

The 71 providers in the APIs.io catalog tagged Telemetry, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
71
of 72 in the catalog
Mean Kin Score
37.5
+15.3 vs catalog 22.2
Mean Agent Readiness
23
+11 vs catalog 12
Spread
0–71.4
median 37.3 · σ 20.2
How the 71 split by band
Exemplar 5Strong 12Developing 18Thin 15Emerging 14Minimal 7
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 45.4 23.2 +22.2 71
Operational Transparency 32.1 13 +19.1 71
Contract Quality 33.5 17.2 +16.3 71
Access Clarity 34.2 23.9 +10.3 71
Discoverability 64.9 57.9 +7 71
Contract Governance 10.1 6.5 +3.6 71

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) 30% 13% +17
MCP server (first-party) 28% 12% +16
Agent Skills 0% 0% 0
OAuth scopes 23% 11% +12
Security 100% 98% +2
Arazzo workflows 6% 2% +4
Governance rules 23% 16% +7

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 Kontakt.io 71.4
  2. 2 The Things Network / The Things Stack 70.9
  3. 3 Hubble Network 70.5
  4. 4 Losant 70
  5. 5 AWS Lambda 68.4
  6. 6 Splunk Observability Cloud 66.3
  7. 7 Google Cloud Logging 66.1
  8. 8 Grafana Loki 66.1
  9. 9 Enphase Energy 65.2
  10. 10 Chronosphere 60.9
Top by Agent Readiness
  1. 1 Losant 62.7
  2. 2 Chronosphere 55.4
  3. 3 Conviva 53.6
  4. 4 Kontakt.io 53.2
  5. 5 Epsilon3 50
  6. 6 Grafana Loki 49.8
  7. 7 Google Cloud Logging 47.9
  8. 8 Starlink 39.6
  9. 9 Sift Stack 38.6
  10. 10 Cisco Catalyst Center 37.7
All 72 members of this roster resolve to a provider in the catalog; 71 carry a score (99%). The figures above describe the scored members only.
Coverage caveat. 55 of 71 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.

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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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