established · 0.0 market industry

Fleet Management

Score 24.4 / 100 238 providers +48 via APIs 96 APIs Search apis.io →
Variants seen in the corpus: FleetFleetsFleet Management

Providers using this tag (238)

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

Exemplar 2 Complete, well-documented, and agent-ready
Strong 10 Solid coverage with minor gaps
Developing 35 Usable, with meaningful gaps to close
DecisivCompanycommercial-vehicleservice-relationship-management7 APIs53.8BalenaContainersDevice ManagementEdgeEmbedded Linux1 API53.1AutopayParkingParking PaymentsPermits1 API52.2INRIXTransportationTrafficMobilityParking3 APIs51.8LocoNavCompanyTelematicsGPS Tracking1 API49.4AzugaCompanyGPS TrackingTelematics1 API48.8FlipturnCompanyEV ChargingElectric Vehicles1 API48.5AutomileTelematicsGPS TrackingVehicles1 API47.5SERTICAMaritimeShippingMaintenance1 API46.6ShiftmoveCompanyMobilityAutomotive1 API46.2TessieCompanyTeslaAutomotive1 API46.1AloftDronesAirspaceUTMLAANC1 API44.5FinditPartsCompanyE-CommerceMarketplaceAutomotive1 API41.6CedaraiCompanyRailTransportationLogistics8 APIs40.8silvercarCompanyAutomotiveCar Rental1 API40.1CircuitCompanyDeliveryLogisticsLast Mile Delivery2 APIs54.2Track-PODDeliveryLast Mile DeliveryLogisticsProof of Delivery1 API52.2OneRailLast Mile DeliveryDelivery OrchestrationLogisticsSupply Chain2 APIs51.7KardinalCompanySoftware-as-a-ServiceRoute OptimizationVehicle Routing1 API50.5Mercedes-Benz Mercedes meAutomotiveConnected VehiclesDaimler4 APIs50.4RoutificRoute OptimizationVRPPickup and DeliveryLogistics1 API50.0BluesIoTCellularConnectivityDevice Management1 API49.9ChargefoxEnergyAustraliaEV ChargingElectricity1 API49.5ShellAviationEV ChargingEnergy3 APIs49.4VolterasCompanyElectric VehiclesConnected VehiclesAutomotive1 API49.1HighnoteIssuingAcquiringCreditMoney Movement1 API49.0BringgLast Mile DeliveryDelivery OrchestrationFulfillmentLogistics3 APIs48.5May MobilityCompanyAutonomous VehiclesTransportationMobility2 APIs48.1RunBuggyCompanyAutomotiveLogisticsTransportation3 APIs47.9MileIQCompanyConsumerMileage TrackingExpense Management1 API47.6BPEnergyOilGasRenewables6 APIs46.1Bear RoboticsRoboticsAutonomous Mobile RobotsHospitality1 API46.0Maven MachinesTransportationLogisticsTrucking21 APIs42.7The Mobility HouseCompanyEnergyElectric VehiclesEV Charging2 APIs42.6TrimbleConstructionTransportationGeospatialGPS2 APIs41.1
Thin 31 Limited public surface area
RevvoCompanyTransportationTire Management1 API37.7AutomileabGPS TrackingMileage LoggingSoftware-as-a-Service1 API37.3GeotabTelematicsVehicle TrackingELD Compliance1 API36.9Ryder SystemLogisticsSupply ChainTransportation3 APIs35.1FleetworthyCompanyComplianceTransportation3 APIs34.5ToitCompanySoftware-as-a-ServiceIoTEmbedded33.0FleetsuCompanyTelematicsGPS Tracking2 APIs30.1FleetioVehiclesMaintenanceTelematics1 API29.6FleetbaseLogisticsSupply ChainLast Mile Delivery1 API28.4GPS InsightCompanyGPS TrackingTelematics27.4SmartcarAutomotiveConnected VehiclesIoTMobility1 API38.5Scale ComputingEdge ComputingHyperconverged InfrastructureVirtualizationInfrastructure Management2 APIs38.3SimplirouteCompanyLogisticsRoute OptimizationLast Mile Delivery1 API37.9ProemionCompanyTelematicsIoTOff-Highway Equipment3 APIs37.1SkydioAutonomous SystemsDefenseDronesEnterprise1 API36.0MoveInSyncCompanyVertical SoftwareTransportationEmployee Commute1 API35.8Avis Budget GroupFortune 500Car RentalTravelMobility2 APIs35.5TekmetricAutomotiveAuto RepairShop Management1 API35.4By MasonIoTDevice ManagementEnterprise Hardware1 API34.4TravelCenters of AmericaTravel CentersTruck ServiceRetailFuel1 API33.2BirdMicromobilityShared MobilityElectric ScootersE-Scooter1 API32.6SamsaraAsset TrackingConnected OperationsELD1 API31.8ToyotaAutomobilesCarsVehiclesConnected Vehicles2 APIs31.1Gaussian RoboticsCompanyFrontier TechRoboticsAutonomous Robots1 API30.5PickerCompanyLogisticsDeliveryLast Mile Delivery1 API30.2ToroLandscapingIrrigationGolfEquipment2 APIs30.2BigChangeField Service ManagementJob ManagementSchedulingWorkforce Management2 APIs29.1ChargePointEV ChargingElectric VehiclesEnergy Management7 APIs27.5Vehicle DatabasesAutomotiveMaintenanceRecalls5 APIs27.3FordAutomobilesCarsVehiclesConnected Vehicles1 API27.0WorkWaveField Service ManagementRoute OptimizationLast Mile Delivery1 API26.8
Emerging 61 Early or largely undocumented
MotiveTruckingLogisticsGPS Tracking1 API25.8TRONITYConnected VehiclesElectric VehiclesTelematics1 API25.8ServiceUpCompanyVehicle RepairAutomotive1 API25.5Goodyear Tire & RubberConnected VehiclesIoTTelematics2 APIs24.6MudflapCompanyFintechFuelTrucking1 API23.6MobillisCompanyFintechMobilityPayments1 API23.5RynseCompanyWashingVehicle Care1 API20.6KoviCompanyMobilityCar RentalCar Subscription19.6WebfleetCompanyGPS TrackingVehicle Telematics1 API19.4PortsideCompanyBusiness AviationAviation SoftwareFlight Operations18.9PauaCompanyEV ChargingElectric Vehicles1 API18.8BeamMobilityMicromobilityShared Transportation18.7CoastCompanyPaymentsFintech1 API18.7Platform ScienceCompanyTelematicsConnected Vehicles18.6HDVI (High Definition Vehicle Insurance)CompanyInsuranceInsurtechCommercial Trucking18.2SynopCompanyElectric VehiclesEV Charging18.1AutofleetMobilityTransportationLogistics1 API18.0WialonCompanyTelematicsGPS Tracking1 API18.0NautoCompanyDeep TechFleet Safety17.8RidecellCompanyEnterprise SaasMobility16.2Verizon ConnectTelematicsGPS TrackingVehicle Tracking18 APIs15.2FueloyalCompanyConnected VehiclesIoT15.0SmartHopCompanyTruckingFreightLogistics14.5Fleet CompleteTelematicsGPS TrackingIoT7 APIs14.4BeyondTrucksCompanyTransportationArtificial IntelligenceLogistics14.1CorcentricFinanceB2BCloud13.9CloudTrucksCompanyMarketplaceTruckingFreight13.7Zonar SystemsCompanyTelematicsSafety1 API13.5PapayaCompanyArtificial IntelligenceLogistics1 API12.5FreteriumCompanyTransport ManagementLogisticsSupply Chain12.3bp pulseCompanyEV ChargingSustainability12.0AperiatechnologiesIoTTire InflationTransportation11.8DatakrewCompanyMobilityElectric VehiclesBattery Intelligence11.2Enterprise MobilityTravelUnited StatesCar RentalGround Transportation4 APIs25.5Markforged3D PrintingIndustrialEiger1 API25.3EverlanceCompanyConsumerMileage TrackingExpense Management1 API24.3AuterionCompanyArtificial IntelligenceDronesUAV22.3Aska ChargeElectric VehiclesSoftware-as-a-ServiceCharging21.9Leaf LogisticsLogisticsFreightTransportationSupply Chain1 API20.9Boston DynamicsAtlasBoston DynamicsgRPC1 API20.8HarbingerCompanyAutomotiveElectric VehiclesCommercial Vehicles1 API20.0DriverCompanyArtificial IntelligenceDash CamMobile1 API19.8SwvlMobilityTransportationOn-Demand1 API17.5UptakeCompanyIndustrial AIPredictive MaintenanceAsset Performance Management1 API17.5TerexAerial Work PlatformsConstruction EquipmentManufacturing1 API16.3Rush EnterprisesCommercial VehiclesTelematicsTruck Dealerships3 APIs16.1WABCO HoldingsCommercial VehiclesTelematicsSafety Systems1 API15.6HonkRoadside AssistanceInsurance SolutionsLogistics Management13.7SpiffyCompanyAutomotiveMobile Vehicle ServiceDealership Software13.4AdastecCompanyAutonomous VehiclesAutomated DrivingPublic Transit13.1Slate AutoCompanyElectric VehiclesAutomotiveElectric Truck13.0Astera LabsCompanySemiconductorsHardwareAI Infrastructure12.6BizzyCarCompanyAutomotiveRecall ManagementDealership12.3SmartDrive SystemsVideo SafetyTransportation IntelligenceTelematics12.3Blue White RoboticsCompanyRoboticsAutonomous VehiclesAgriculture12.2LetaCompanyLogisticsDeliveryLast Mile Delivery12.1PrestoCompanyEV ChargingElectric VehiclesMobility12.1Evie NetworksEnergyAustraliaEV ChargingElectricity11.9FleaseCompanyMarketplaceAutomotiveVehicle Leasing11.6Euler MotorsCompanyAutomotiveElectric VehiclesCommercial Vehicles11.1FordPass / Ford ProAutomotiveConnected VehiclesTelematics11.0
Minimal 75 Almost no public developer surface
PretecktCompanyPredictive MaintenanceTransportation10.1FleetlineCompanyArtificial IntelligenceTrucking10.0AutoTracGPS TrackingTelematicsVehicle Tracking4 APIs9.9OmnitracsTelematicsELDHours of Service3 APIs9.8PitPro AutomationCompanyFleet MaintenanceAutomotiveAutomation9.8Payment24CompanyPaymentsFuel Payments9.4Pelikan MobilityCompanyMobilityElectric Vehicles9.3Carnot FleetCompanyCold ChainLogisticsSupply Chain9.2Coco RoboticsDeliveryAutonomous VehiclesRoboticsAdvertising9.0VolteumCompanyElectric VehiclesFleet Electrification8.7Ubiq (now NECTURE)CompanyMobilityShared Mobility8.3Shift EVCompanyElectric VehiclesEV Retrofit7.5Wise SystemsCompanyLogisticsLast Mile DeliveryRoute Optimization7.4ISAAC InstrumentsTruckingTelematicsELD8 APIs7.3Car IQCompanyPaymentsFintech1 API7.2AssetWorksCompanyAsset ManagementEnterprise Asset Management7.1NEO TECH MOBILITY HOLDINGS LIMITEDCompanyElectric VehiclesMobility7.1YoshiCompanyMobilityAutomotive6.9Onramp PaymentsCompanyPaymentsFintechTrucking6.7DayjobCompanyLogisticsTransportationWaste Management6.0OpenEyes InsuranceCompanyInsuranceInsurtechCommercial Auto Insurance4.9Alba RobotCompanyRoboticsAutonomous MobilityMicromobility4.4Cosmic RoboticsCompanyRoboticsConstruction TechnologyAutomation4.3FlockCompanyInsuranceInsurtechCommercial Motor3.9QuickshipperCompanyLogisticsLast Mile Delivery3.9PurismEVCompanyElectric VehiclesEnergy Management3.6SparkChargeCompanyElectric VehiclesEV ChargingEnergy3.6MeridianfleetservicesCompanyFleet-ServicesTransportation3.4RuedataCompanyTire ManagementPredictive Analytics3.4VontierMobilityFuelingEV Charging3.4Koffie FinancialCompanyInsurtechInsuranceCommercial Trucking2.3GetaroundCar SharingMobilityConnected Vehicles2 APIs0.0Blink ChargingEV ChargingElectric VehiclesCharging StationsOCPI1 API10.9CycleCompanyMicromobilityE-BikesUrban Mobility10.7ZipcarCar SharingMobilityTransportationVehicle Rental10.7Circle KRetailConvenience StoresFuelLoyalty5 APIs10.6VirtuoCompanyCar RentalMobilityTravel10.6ZumCompanyTransportationStudent TransportationMobility10.6Scan My TeslaCompanyAutomotiveTelemetryDiagnostics1 API10.5Applied EVCompanyRoboticsAutonomous VehiclesElectric Vehicles10.4HertzFortune 500Car RentalVehicle RentalTravel10.3Moj.ioCompanyConnected VehiclesTelematicsMobility10.3Forum MobilityCompanyElectric VehiclesTrucking10.2Drover AICompanyMicromobilityComputer VisionArtificial Intelligence10.1Bayapay Sdn BhdCompanyPaymentsFintechPrepaid Cards10.0MotorqCompanyConnected VehiclesTelematics10.0OxaCompanyAutonomous VehiclesAutomotiveRobotics9.9CarziqoCompanyAutonomous DrivingMobilityArtificial Intelligence9.8Agility RoboticsRoboticsHumanoid RobotsBipedal RobotsIndustrial Automation9.1KarnottCompanyFood & AgritechAgricultureIoT8.6Aiden AutoCompanyAutomotiveConnected VehiclesMobility8.5Acacus GroupCompanyTransportationLogistics7.9CyngnCompanyAutonomous VehiclesRoboticsIndustrial Automation7.9EvrekaCompanyWaste ManagementRecyclingSustainability7.5FernrideCompanyLogisticsAutonomous VehiclesTrucking7.5Audi Connect / myAudiAutomotiveConnected VehiclesTelematicsMobility6.9MisMarCompanyAutomotiveCar MaintenanceVehicle Repair5.3EQUIPTALCompanyConstructionHeavy EquipmentEquipment Rental5.2BattlemotorsCompanyTrucksManufacturingVocational Vehicles4.8YassirSuper AppRide HailingFood DeliveryGrocery Delivery4.6GM OnStarAutomotiveConnected VehiclesTelematics4.4DeepWay 深向CompanyAutomotiveAutonomous VehiclesElectric Vehicles4.1Movel AICompanyRoboticsRobotic AutomationAutonomous Mobile Robots3.9RubiconWaste ManagementRecyclingSustainabilityCircular Economy3.9SwiftmileCompanyMicromobilityEV ChargingTransportation3.9dstzcCompanyLogisticsElectric Vehicles3.6TractableInsuranceInsurtechClaimsAuto Insurance3.6PenskeTransportationLogisticsTruck LeasingAutomotive3.4GreenQCompanyWaste ManagementSmart CityIoT3.3Kobo360LogisticsFreightTruckingDigital Freight Marketplace3.2CarangMobilityTechAutomotiveSouth Korea3.1VR MotionCompanyVirtual RealitySimulationTraining2.6Fluid TruckCompanyTransportationLogisticsVehicle Rental0.0Moxion Power CoCompanyEnergy StorageMobile PowerBattery6 APIs0.0SuperpedestrianCompanyMicromobilityTransportationMobility0.0
Unrated 24 Not yet scored

APIs with this tag (95)

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 8 Complete, well-documented, and agent-ready
Strong 11 Solid coverage with minor gaps
Developing 17 Usable, with meaningful gaps to close
Balena Cloud APIThe balenaCloud REST API is the primary interface to the balena platform. It exposes resources for devices,...53.1Balena Fleets (Applications) APIManage balena fleets, formerly known as applications, that group devices and releases for deployment.53.1Autopay Fleet APIFleet vehicle management and parking/toll service retrieval52.2Autopay Fleet APIThe Autopay Fleet API provides fleet information for company vehicle fleets, enabling fleet managers to tra...52.2Mercedes-Benz Fleet APIThe Mercedes-Benz Fleet API integrates vehicle data into fleet management systems without retrofit hardware...50.4AWS CodeBuild Codebuild Fleet APIThe Codebuild Fleet API from AWS CodeBuild — 5 operation(s) for codebuild fleet.50.2Chargefox Fleets APIThe Fleets API from Chargefox — 4 operation(s) for fleets.49.5May 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...48.1Pure Storage Fleets APIA fleet is a collection of Arrays.48.0DNV Vessel RegisterDNV Vessel Register provides access to DNV's public registry of classified vessels including vessel identif...47.0Golioth Device SettingsCloud-managed settings pushed to one device, a group, or an entire fleet. Firmware subscribes to settings k...46.9Bear Robotics Fleet Management APIFleet-level operations46.0TMT Fleet Maintenance APIThe TMT (Trimble Maintenance Technology) REST API provides fleet maintenance management operations for comm...41.1Laka Fleets APIThe fleets API from Laka — 1 operation(s) for fleets.40.5MarineTraffic Fleets APIThe Fleets API from MarineTraffic — 4 operation(s) for fleets.40.5silvercar Fleets APIFleet actions and resources40.1
Thin 23 Limited public surface area
Revvo Fleet APIThe Fleet API37.7Proemion AEMP APIExport machine data from the DataPlatform according to the AEMP (ISO 15143-3) telematics data-exchange stan...37.1MyAdmin APIThe MyAdmin API provides reseller and partner access to Geotab's administrative platform for managing datab...36.9Skydio Cloud APIThe Skydio Cloud API is an HTTP-based REST API with JSON request and response bodies that lets developers m...36.0Memfault Devices APIList, search, and update devices including hardware version, software version, cohort membership, and metad...35.8Ryder System Fleet APIFleet vehicle information and specifications35.1OpenRouteService Optimization APISolves vehicle routing problems using the VROOM engine, optimizing routes for fleets of up to 3 vehicles an...34.9Kibana Fleet APIThe Fleet API from Kibana — 1 operation(s) for fleet.34.7Fleetworthy Asset Management APICreate, read, update, and delete asset (vehicle/equipment) information to sync fleet asset data with extern...34.5Formant Admin APIFormant's primary REST API, served from `https://api.formant.io/v1/admin`. Covers devices, fleets, streams,...31.8Samsara Fleets APIThe Fleets API from Samsara — 7 operation(s) for fleets.31.8Toyota Fleet APIFleet vehicle management operations31.1Airlabs Aircraft Fleet Database APIAccess global aircraft fleet data with registration numbers, ICAO hex codes, manufacturer serial numbers, a...30.5Airlabs Fleets APIAircraft fleet records30.5Gausium Cloud Open APIREST API for the Gausium Cloud platform. Authenticated with OAuth 2.0 bearer tokens (custom open-access gra...30.5United Rentals Fleet APIFleet and worksite management30.4Toro myTurfToro myTurf Pro is a web-based equipment management solution for golf courses and sports fields that provid...30.2Xerox Managed Print Services APIThe Xerox MPS-API and Support Assistant API (SA-API) provide a secure common interface allowing third parti...29.6Fleetbase Fleets APIGroupings of drivers and vehicles.28.4US Bank Voyager Fleet APIThe Voyager Fleet API suite provides fleet management capabilities for the Voyager network, enabling access...28.0Edgegap Fleets APIPrivate fleet deployments and host inventory.27.8ChargePoint Fleet Management APIManage electric vehicle fleet charging through ChargePoint's platform. Access vehicle registration, driver ...27.5ChargePoint Station Groups APIManage and query ChargePoint station groups that organize charging infrastructure by location, fleet, or or...27.5
Emerging 22 Early or largely undocumented
Motive Fleet APICore REST API providing access to driver management, vehicle tracking, Hours of Service logs, IFTA trip rep...25.8ServiceUp MCP ServerLive Model Context Protocol server operated by ServiceUp at api.serviceup.com/mcp, exposing the agentic rep...25.5AAR Trax Aviation SoftwareTrax is AAR's aviation software subsidiary, wholly owned since 2023. Its flagship eMRO is a browser-based, ...25.2Goodyear Service Ticket APIThe Goodyear Service Ticket API provides management of service tickets for commercial truck tire services.24.6Goodyear Work Order APIThe Goodyear Work Order API enables management of service work orders for commercial truck tire services.24.6Stellantis Capabilities APIAccess to Vehicles details & onboard capabilities24.3DNA Script SYNTAX Console GraphQL APIThe GraphQL API behind DNA Script's SYNTAX Console Software — the fleet-management layer customers use to d...20.8Thermo King ConnectedSuiteConnectedSuite is Thermo King's umbrella of connected products — TracKing telematics, TracKing Pro (energy ...20.5Thermo King TracKing TelematicsThermo King TracKing is the flagship telematics platform for transport refrigeration units (TRUs) — trailer...20.5Coast APICoast's stable v2 REST API for programmatic access to fleet and fuel expense data — cards, drivers, vehicle...18.7Autofleet Platform APIAutofleet's public REST API and webhook surface for its fleet and mobility optimization platform — vehicles...18.0Condition Monitoring and Fleet ManagementWabtec's condition monitoring platform (FleetONE and CMMS - Condition Monitoring Management System) provide...17.9WabtecONE PlatformWabtecONE is Wabtec's digital intelligence platform enabling railroads and industrial operators to connect ...17.9Uptake Platform APIUptake's customer-provisioned REST API. The gateway is live at api.uptake.com (AWS API Gateway behind Cloud...17.5Ecorobotix Portal APIThe authenticated REST API behind the Ecorobotix cloud portal at portal.ecorobotix.cloud, which customers u...17.3Terex Telematics APITerex digital solutions including MyTerex fleet management, Connected Dealer Inventory (CDI), and telematic...16.3RushCare Service ConnectRushCare Service Connect is a technology platform that provides a single portal integrated with OEMs, third...16.1WABCO Fleet Management APIWABCO's fleet management and telematics capabilities, now delivered through ZF's Commercial Vehicle Control...15.6Verizon Connect Driver APIRetrieves and manages the drivers in a Reveal account and their profile data. Endpoints modeled from the pu...15.2Verizon Connect Vehicle APIRetrieves the vehicles tracked within a Reveal account and their configuration and metadata. Related docume...15.2Aether Fleet Management (RDFM)The authenticated fleet-management and over-the-air update API behind Aethero's "Aether" user portal at clo...14.5AutoLeap Vehicles APICreate, list, get, update, and archive customer vehicle records in bulk, including filtering, searching, an...12.2
Minimal 4 Almost no public developer surface
Unrated 10 Not yet scored

Companies reaching this through an API (46)

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

AAR Aethero Airlabs Amazon Deadline Cloud amfionhq-com ArcNautical AutoLeap AWS CodeBuild Bernstein CCP Games Corpay (formerly FLEETCOR) Desktop Metal DNA Script DNV Ecorobotix Edgegap Elastic Elastic Stack emem Enphase Energy EVE Online F5 Fleet Formant Garmin General Services Administration Golioth Google Maps Platform Hive Civilization Kibana Laka MarineTraffic Memfault Nordlet OpenRouteService Pure Storage Red Hat Rollee spicrawl-com Stellantis Trane Technologies Twilio United Rentals US Bancorp Wabtec Xerox

Score breakdown

Frequency
66.3
log-scaled weighted occurrences
Breadth
3.8
spread across providers
Quality lift
24.5
mean composite of providers using it
Cohesion
13.3
strength of nearest seed neighbor

Where this tag sits

Transportation broader

Related tags

Telematics 71 co-occurrences Mobility 57 co-occurrences Transportation 73 co-occurrences Vehicles 39 co-occurrences Electric Vehicles 35 co-occurrences Logistics 80 co-occurrences Automotive 50 co-occurrences Trucking 23 co-occurrences

Where this tag comes from

Api tag92
Provider tag238
Openapi tag23
Openapi op tag87

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.

Cohort brief

Auto-generated

The 221 providers in the APIs.io catalog tagged Fleet Management, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
221
of 241 in the catalog
Mean Kin Score
even vs catalog
Mean Agent Readiness
11.9
-0.9 vs catalog 12.8
Spread
–
median · σ
How the 221 split by band
Exemplar 2Strong 10Developing 37Thin 33Emerging 64Minimal 75
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 18.9 17.7 +1.2 221
Developer Ergonomics 24.9 23.8 +1.1 221
Discoverability 59 58 +1 221
Contract Governance 6.5 7 -0.5 221
Operational Transparency 12.1 13.2 -1.1 221
Access Clarity 24.6 26.5 -1.9 221

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) 6% 15% -9
MCP server (first-party) 5% 13% -8
Agent Skills 0% 0% 0
OAuth scopes 12% 12% 0
Security 100% 98% +2
Arazzo workflows 1% 2% -1
Governance rules 12% 18% -6

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 HERE
  2. 2 raute-io
  3. 3 Switch Labs
  4. 4 Onfleet
  5. 5 Particle
  6. 6 Amazon IoT Device Management
  7. 7 Nash
  8. 8 Foxglove Technologies
  9. 9 Viam
  10. 10 tread.io
Top by Agent Readiness
  1. 1 thinair-co {"score" => 59.5, "band" => "agent-ready"}
  2. 2 HERE {"score" => 55.5, "band" => "agent-native"}
  3. 3 Lytx {"score" => 48.1, "band" => "agent-ready"}
  4. 4 Decisiv {"score" => 46.4, "band" => "agent-native"}
  5. 5 Onfleet {"score" => 46.3, "band" => "agent-ready"}
  6. 6 BP {"score" => 45.6, "band" => "agent-ready"}
  7. 7 Tessie {"score" => 43.6, "band" => "agent-ready"}
  8. 8 Mercedes-Benz Mercedes me {"score" => 43, "band" => "agent-ready"}
  9. 9 Nash {"score" => 41.8, "band" => "agent-native"}
  10. 10 MileIQ {"score" => 41.2, "band" => "agent-ready"}
All 241 members of this roster resolve to a provider in the catalog; 221 carry a score (92%). The figures above describe the scored members only.
Coverage caveat. 197 of 221 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 2 November 2026, across 37080 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

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As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/fleet-management"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/fleet-management/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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