established · 1.3 marketcapability domainschema

Compute

Score 28.1 / 100 115 providers 57 APIs Search apis.io →
Variants seen in the corpus: Computecompute

Providers using this tag (115)

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

Exemplar 1 Complete, well-documented, and agent-ready
falArtificial IntelligenceGenerative AIGenerative MediaImage-Generation12 APIs69.7
Strong 20 Solid coverage with minor gaps
HyperbolicArtificial IntelligenceDecentralizedDePIN6 APIs64.7ThingSpeakIoTInternet of ThingsAnalyticsTime Series12 APIs62.7IBMAPI ManagementArtificial IntelligenceBillingCloud Computing55 APIs62.6CloudflareAI GatewayAPI GatewayArtificial IntelligenceCDN87 APIs62.0Amazon Web Services (AWS)AnalyticsArtificial IntelligenceCloud ComputingComputing8 APIs60.6KoyebCloud PlatformDeploymentPlatform-as-a-ServiceServerless42 APIs60.5PaperspaceGPUCloudArtificial IntelligenceMachine-Learning25 APIs60.2Microsoft Azure FunctionsAzureCloudEvent-Driven23 APIs59.5DatabricksArtificial IntelligenceAnalyticsApache SparkBig Data57 APIs59.1Cisco IntersightInfrastructureCloud OperationsData-Center11 APIs58.7TensorDockGPUCloudMarketplace9 APIs58.6Microsoft AzureAPI ManagementCloudCloud ComputingEnterprise1667 APIs57.3Azure DatabricksAnalyticsApache SparkBig DataData Engineering39 APIs56.5Amazon EC2 Auto ScalingAmazon Web ServicesAuto-ScalingEC265 APIs56.3Dedalus LabsCompanyArtificial IntelligenceAgentsMCP16 APIs56.2Amazon EC2Cloud ComputingInfrastructure-as-a-ServiceInfrastructure8 APIs56.1AWS FargateContainersDockerKubernetes8 APIs56.0MithrilCompanyGPU CloudAI InfrastructureMachine-Learning14 APIs55.9The San Francisco Compute CompanyCompanyGPUCloud Infrastructure14 APIs55.2Amazon LambdaEvent-DrivenFunction-as-a-ServiceFunctions2 APIs54.5
Developing 37 Usable, with meaningful gaps to close
OracleCloudDatabaseEnterpriseInfrastructure378 APIs53.0Azure Virtual MachinesCloud ComputingInfrastructure-as-a-ServiceInfrastructure10 APIs52.7RunPodArtificial IntelligenceCloudGPU10 APIs52.2Vast.aiArtificial IntelligenceCloudGPU11 APIs52.2ngrokAI GatewayAPI GatewayDeveloper Tools24 APIs51.8Alice BobCompanyQuantum ComputingQuantumCloud Computing3 APIs51.0LambdaArtificial IntelligenceCloudCluster13 APIs50.9BoltzCompanyDigital BiologyDrug DiscoveryArtificial Intelligence7 APIs49.9LambdaArtificial IntelligenceCloud ComputingDeep Learning5 APIs49.3Google Cloud Compute EngineGoogle CloudInfrastructure-as-a-ServiceInfrastructure4 APIs47.9Google Cloud Kubernetes EngineContainersGKEGoogle Cloud3 APIs47.9SF ComputeGPUMarketplaceH1007 APIs47.0Amazon BatchBatch ComputingContainersHPC2 APIs46.9Google Cloud BatchBatch ProcessingGoogle CloudHPC2 APIs46.9Amazon Deadline CloudMediaRenderingVisual Effects5 APIs46.7NVIDIA Run:aiCompanyArtificial IntelligenceGPUMachine-Learning62 APIs46.3Google Cloud App EngineApp EngineGoogle CloudPlatform-as-a-Service4 APIs45.6QuadrillionCompanyArtificial IntelligenceAI AgentsResearch51 APIs45.6Sahara AICompanyCryptoArtificial IntelligenceMachine-Learning2 APIs45.2FuriosaAIArtificial IntelligenceMachine-LearningInferenceSemiconductors3 APIs44.6CoreWeaveArtificial IntelligenceCloudGPUHPC6 APIs44.2Novita AIArtificial IntelligenceLLMInferenceGPU2 APIs44.2Packet HostCompanyBare MetalCloud InfrastructureInfrastructure-as-a-Service40 APIs43.5HorizonIQCompanyEnterpriseCloudBare Metal9 APIs43.2Google BigQueryAnalyticsBig DataCloudData Warehouse11 APIs42.8StrangeworksCompanyQuantum ComputingOptimizationHigh Performance Computing3 APIs42.7Amazon FargateContainersECSEKS6 APIs42.5Apache IgniteCachingCompute GridDistributed DatabaseIn-Memory15 APIs42.2VersCompanyVirtualizationMicroVM12 APIs41.2TessellDatabasesDatabase-as-a-ServiceMulti-CloudOracle82 APIs41.0Amazon Web Services (AWS)Cloud ComputingInfrastructure-as-a-ServiceInfrastructurePlatform-as-a-Service5 APIs40.8Azure FunctionsCloudEvent-DrivenFunctions1 API40.3ExoscaleCloudInfrastructureStorage37 APIs40.2Akash NetworkDecentralized CloudGPUDePIN11 APIs39.9Digital OceanCloudServersInfrastructure37 APIs39.9Jupyter ServerInteractive ComputingKernelNotebooks8 APIs39.8Azure Function AppsAzureFunction-as-a-ServiceFunctions1 API39.3
Thin 27 Limited public surface area
JarvisLabsArtificial IntelligenceGPUCloudInfrastructure5 APIs38.9DataCrunchGPU CloudInfrastructureInference11 APIs37.9DiggerCompanyAI AgentsCloud Sandbox1 API37.8BlaxelArtificial IntelligenceAgentsInfrastructureSandboxes11 APIs37.6ValgoCompanyInsuranceRisk ManagementAutonomous Vehicles8 APIs37.2evrocCompanyCloud ComputingSovereign CloudInfrastructure36.9ShadeformGPUCloudMarketplace5 APIs36.8Platform9CompanyInfrastructurePrivate CloudOpenStack1 API36.5UCloudCompanyEnterpriseCloud ComputingInfrastructure-as-a-Service1 API36.5Thunder ComputeGPUCloudInfrastructureArtificial Intelligence8 APIs36.0GridGainCachingData GridDistributed DatabaseIn-Memory Computing26 APIs35.6OVH CloudCloudServersHosting1 API35.6Together AIArtificial IntelligenceLLMInferenceFoundation Models28 APIs35.1HathoraGame ServersMultiplayerHosting11 APIs35.0ShadowCompanyCloud ComputingGPUCloud Gaming1 API34.2Google Cloud VMware EngineGoogle CloudMigrationPrivate Cloud3 APIs34.0CrusoeAI CloudGPUInference48 APIs33.7ModalServerlessGPUAI Infrastructure8 APIs33.3Cisco HardwareHardwareInfrastructureNetworkingRouter11 APIs32.5RescaleCompanyHigh Performance ComputingSimulationCloud2 APIs32.5Scalable InfrastructureCloud InfrastructureDevOpsInfrastructure as Code3 APIs30.6FluidstackArtificial IntelligenceGPUCloud7 APIs30.5Hewlett Packard EnterpriseCloudEdge to CloudInfrastructure-as-a-Service4 APIs30.0AWS BatchBatch ComputingHPCJob Scheduling7 APIs29.9HyperbolicArtificial IntelligenceLLMInferenceGPU7 APIs28.7JupyterData ScienceEducationInteractive ComputingNotebooks12 APIs27.2AnyscaleArtificial IntelligenceDistributed ComputingRayML Platform10 APIs26.9
Emerging 17 Early or largely undocumented
io.netArtificial IntelligenceGPUDecentralized ComputeDePIN8 APIs26.1NebiusArtificial IntelligenceCloudGPU6 APIs25.6OuterboundsCompanyData AnalyticsMachine-LearningMLOps25.3RayDistributed ComputingMachine-LearningAI InfrastructurePython5 APIs21.6Apache LibcloudAbstraction LayerCloudMulti-CloudOpen-Source3 APIs21.4FermyonFunctionsWebAssemblyServerless15 APIs20.9Apache JcloudsAbstraction LayerCloudJavaMulti-Cloud2 APIs20.8Chick-fil-AFast FoodRestaurantFood and BeverageLoyalty14 APIs17.6Oracle PlatformsAnalyticsCloud ComputingDatabaseEnterprise Software8 APIs17.3JD.com (Jingdong)E-CommerceMarketplaceChinaCloud Platform17 APIs16.6HydrahostCompanyGPU CloudBare MetalArtificial Intelligence1 API16.5Descartes LabsGeospatialGeospatial IntelligenceEarth ObservationSatellite Imagery6 APIs15.9NaverSearchTranslationMapsCloud Platform18 APIs15.8d-MatrixCompanyArtificial IntelligenceInference15.1SpheronGPUGPU CloudDecentralized Compute1 API14.5Ali TechCompanyArtificial IntelligenceAI Infrastructure12.9PhasecraftCompanyQuantum ComputingQuantum Algorithms11.3
Minimal 13 Almost no public developer surface
FractileCompanyArtificial IntelligenceSemiconductorsAI Inference10.6NextSiliconCompanyHigh Performance ComputingSemiconductors10.0BinarisCompanyServerlessFunctions as a ServiceFunction-as-a-Service8.9OctoAIAcquiredDefunctAI InferenceGenerative AI5 APIs8.2AMP FundCompanyArtificial IntelligenceInfrastructure5.7VathysCompanyArtificial IntelligenceDeep LearningHardware5.7ParasmaCompanyBiological ComputeNeurotechnologyArtificial Intelligence5.5StarcloudCompanyArtificial IntelligenceData CentersCloud Computing5.5Vertical SemiconductorCompanySemiconductorsPower Electronics5.5ProjectxCompanyCloudOperating SystemAI Agents5.0Snowcap ComputeCompanySuperconductingSemiconductors5.0xLightCompany4.1Power LatticeCompanySemiconductorsPower Management3.3

APIs with this tag (56)

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 1 Complete, well-documented, and agent-ready
fal Compute APIProvision and manage dedicated GPU instances (H100, H200, A100, B200) with full SSH access for training, fi...69.7
Strong 17 Solid coverage with minor gaps
Hyperbolic GPU Marketplace APIDecentralized on-demand GPU compute marketplace renting idle H100, H200, A100, and RTX 4090 capacity from t...64.7ThingSpeak MATLAB Analysis APIRun scheduled or React-triggered MATLAB code against channel data — the differentiator that separates Thing...62.7IBM Cloud Virtual Private CloudProvision and manage isolated virtual network environments for compute, storage, and networking resources o...62.6Cloudflare Containers APIThe Cloudflare Containers API allows developers to run container workloads on Cloudflare's global network, ...62.0AWS Fargate APIAWS Fargate is a serverless compute engine for containers that works with both Amazon ECS and Amazon EKS re...60.6Paperspace Machines APIProgrammatically manage Paperspace virtual machines — GPU and CPU compute instances. Covers the machine lif...60.2Databricks Command Execution APIThe Databricks Command Execution API allows you to execute Python, Scala, SQL, or R commands on running Dat...59.1Databricks Global Init Scripts APIThe Databricks Global Init Scripts API enables workspace administrators to manage global initialization scr...59.1Databricks Instance Pools APIThe Databricks Instance Pools API allows you to create, edit, delete, and list instance pools. Instance poo...59.1Databricks Vector Search Endpoints APIThe Databricks Vector Search Endpoints API allows you to create, list, get, and delete vector search endpoi...59.1Cisco Intersight HyperFlex APIHyperFlex hyperconverged cluster profiles, node configuration, capacity forecasting and cluster recommendat...58.7Cisco Intersight Server APIServer profiles, BIOS/boot/adapter/storage policies, firmware upgrade, chassis and equipment inventory, and...58.7Cisco Intersight Virtualization APIHypervisor, virtual machine, datastore and virtual-console operations for VMware, Hyper-V and Intersight-ma...58.7TensorDock Instances APIThe current TensorDock Instances API (v2) at https://dashboard.tensordock.com/api/v2/instances for creating...58.6Microsoft Azure Functions APIAzure Functions is an event-driven serverless compute platform that enables developers to build and run app...57.3Clusters APIManage Databricks clusters for running Spark jobs including creating, starting, editing, listing, terminati...56.5Instance Pools APICreate and manage instance pools to reduce cluster start and autoscaling times by maintaining a set of idle...56.5
Developing 13 Usable, with meaningful gaps to close
Oracle Compute APIThe compute API from Oracle — 82 operation(s) for compute.53.0RunPod GraphQL APIThe RunPod GraphQL API provides programmatic access to Pods, templates, and Serverless endpoints via GraphQ...52.2Lambda Cloud APIThe Lambda Cloud API is the REST control plane for launching, listing, starting, stopping, and terminating ...50.9NVIDIA Run:ai Compute APIA compute resource is a building block that represents compute resources such as GPUs, CPU cores, and CPU m...46.3Quadrillion compute APIThe compute API from Quadrillion — 2 operation(s) for compute.45.6CoreWeave Sandbox Control Plane APIThe Sandbox Control Plane API provisions ephemeral compute sandboxes for short-lived, isolated workloads on...44.2Novita AI GPU APIOn-demand GPU instance management and templates plus serverless GPU endpoints. Create, start, stop, and del...44.2BigQuery Reservation APIThe BigQuery Reservation API allows developers to manage slot reservations and capacity commitments for Big...42.8Apache Ignite compute APIThe compute API from Apache Ignite — 3 operation(s) for compute.42.2Tessell Compute APIThe Compute API from Tessell — 2 operation(s) for compute.41.0Amazon EC2Scalable virtual servers in the cloud.40.8Amazon LambdaRun code without thinking about servers or clusters.40.8Exoscale compute APIHost anything from simple applications to complex architectures. Start a compute instance in seconds and sc...40.2
Thin 12 Limited public surface area
OpenComputer APIREST API for OpenComputer — create and manage persistent cloud sandbox VMs, run commands and files inside t...37.8Blaxel Compute APIThe Compute API from Blaxel — 6 operation(s) for compute.37.6Valgo Compute APIThe Compute API from Valgo — 1 operation(s) for compute.37.2Platform9 Private Cloud Director APIOpenStack-compatible REST API for Platform9 Private Cloud Director, covering Keystone identity/authenticati...36.5UCloud Open APIAction-based RPC API covering every UCloud product (compute, networking, storage, databases, Kubernetes, mo...36.5GridGain compute APIThe compute API from GridGain — 3 operation(s) for compute.35.6Together AI Compute APIThe Compute API from Together AI — 6 operation(s) for compute.35.1Cisco UCS Manager APIThe UCS Manager XML API is the legacy programmatic interface for managing Cisco Unified Computing System bl...32.5HPE GreenLake APIUnified REST API gateway for HPE GreenLake edge-to-cloud services including Compute Ops Management, Data Se...30.0Hyperbolic On-Demand GPU APIBare-metal GPU rental with SSH access for full control. Hourly rates from $1.39-$1.99 with no long-term com...28.7Jupyter ServerBackend that powers Jupyter Notebook, JupyterLab, and other Jupyter web applications. Exposes the core REST...27.2Anyscale Clusters APIProvisions and manages Ray clusters - autoscaling fleets of CPU / GPU nodes underlying Workspaces, Jobs, an...26.9
Emerging 12 Early or largely undocumented
IO Cloud VM-as-a-Service APIVM-as-a-Service REST API for provisioning, extending, and terminating GPU virtual machines on io.net. Surfa...26.1Nebius Compute APIThe Nebius Compute API provisions and manages virtual machines and GPU clusters with NVIDIA GPUs and Infini...25.6Apache Libcloud Compute APIThe Libcloud Compute API provides a unified Python interface for managing virtual machine instances, images...21.4Fermyon Wasm FunctionsFermyon Wasm Functions is a multi-tenant, hosted, globally distributed engine for serverless functions runn...20.9Apache Jclouds Compute APIThe jclouds Compute API provides a unified Java interface for managing virtual machine instances, images, h...20.8Chick-fil-A Compute APIEC2 instances and public IP address operations.17.6Oracle Cloud Infrastructure (OCI) REST APIComprehensive REST API for managing Oracle Cloud Infrastructure resources including compute, storage, netwo...17.3JD Cloud Compute (VM) APIJD Cloud Compute APIs manage Cloud Virtual Machines (CVM), lightweight VMs, GPU instances, bare metal serve...16.6Brokkr APIThe Brokkr REST API provisions, terminates, and manages Hydra Host GPU fleets programmatically across every...16.5Descartes Labs Compute APIThe Compute service ran user-supplied Python code as containerised Functions against the imagery archive at...15.9Naver Cloud Server (Compute) APIServer is Naver Cloud Platform's IaaS compute service, with VPC and Classic deployments, GPU and bare-metal...15.8Spheron GPU Cloud APIREST API for programmatically managing GPU deployments across the Spheron marketplace. Covers provider and ...14.5
Minimal 1 Almost no public developer surface
OctoAI Compute Service APIContainer-deployment API ("Compute Service") that let customers build, register, and serve their own custom...8.2

Score breakdown

Frequency
60.2
log-scaled weighted occurrences
Breadth
3.2
spread across providers
Quality lift
44.6
mean composite of providers using it
Cohesion
21.9
strength of nearest seed neighbor

Related tags

GPU 34 co-occurrences Infrastructure-as-a-Service 15 co-occurrences Serverless 27 co-occurrences Instances 17 co-occurrences Cloud Computing 16 co-occurrences Inference 22 co-occurrences SSH Keys 11 co-occurrences Functions 13 co-occurrences

Where this tag comes from

Provider tag81
Api tag57
Openapi tag11
Openapi op tag56

Cohort brief

Auto-generated

The 115 providers in the APIs.io catalog tagged Compute, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
115
all scored
Mean Kin Score
36.9
+16.2 vs catalog 20.7
Mean Agent Readiness
19.4
+9.7 vs catalog 9.7
Spread
3.3–69.7
median 39.3 · σ 16.9
How the 115 split by band
Exemplar 1Strong 20Developing 37Thin 27Emerging 17Minimal 13
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 40.5 17.5 +23 115
Developer Ergonomics 40.1 17.9 +22.2 115
Access Clarity 37.4 22.3 +15.1 115
Operational Transparency 23.4 11.3 +12.1 115
Discoverability 69.4 60.4 +9 115
Contract Governance 11.2 6.4 +4.8 115

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) 24% 16% +8
MCP server (first-party) 8% 7% +1
Agent Skills 0% 0% 0
OAuth scopes 11% 9% +2
Security 97% 88% +9
Arazzo workflows 13% 2% +11
Governance rules 34% 13% +21

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 fal 69.7
  2. 2 Hyperbolic 64.7
  3. 3 ThingSpeak 62.7
  4. 4 IBM 62.6
  5. 5 Cloudflare 62
  6. 6 Amazon Web Services (AWS) 60.6
  7. 7 Koyeb 60.5
  8. 8 Paperspace 60.2
  9. 9 Microsoft Azure Functions 59.5
  10. 10 Databricks 59.1
Top by Agent Readiness
  1. 1 The San Francisco Compute Company 53.4
  2. 2 Microsoft Azure 49.6
  3. 3 Cloudflare 44.5
  4. 4 Dedalus Labs 42.8
  5. 5 Oracle 41.9
  6. 6 Databricks 40.1
  7. 7 IBM 39.4
  8. 8 Koyeb 36.9
  9. 9 fal 36.6
  10. 10 Cisco Intersight 34
All 115 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 25 August 2026, across 26891 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.

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