GPU
Variants seen in the corpus:
GPUGpu
Providers using this tag (91)
Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.
Exemplar 3 Complete, well-documented, and agent-ready
Strong 6 Solid coverage with minor gaps
Developing 29 Usable, with meaningful gaps to close
Thin 24 Limited public surface area
Emerging 17 Early or largely undocumented
Minimal 12 Almost no public developer surface
APIs with this tag (44)
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 2 Complete, well-documented, and agent-ready
Strong 7 Solid coverage with minor gaps
Scope3 Gpu APIThe Gpu API from Scope3 — 2 operation(s) for gpu.NexGen Cloud GPU APIGPU model availability and stock per region.Paperspace Deployments APIContainer-as-a-service deployments that run user-provided images on Paperspace GPU machines with a managed ...Paperspace Machines APIProgrammatically manage Paperspace virtual machines — GPU and CPU compute instances. Covers the machine lif...Hyperbolic GPU Marketplace APIDecentralized on-demand GPU compute marketplace renting idle H100, H200, A100, and RTX 4090 capacity from t...TensorDock Instances APIThe current TensorDock Instances API (v2) at https://dashboard.tensordock.com/api/v2/instances for creating...TensorDock Secrets APIThe TensorDock Secrets API (v2) for managing SSH keys and generic secrets that are encrypted at rest and in...
Developing 13 Usable, with meaningful gaps to close
RunPod GraphQL APIThe RunPod GraphQL API provides programmatic access to Pods, templates, and Serverless endpoints via GraphQ...RunPod ServerlessRunPod Serverless provides pay-as-you-go inference endpoints with autoscaling workers, queue-based and load...Vast.ai REST APIThe Vast.ai REST API is the control plane for the GPU marketplace. It supports searching offers across host...LanceDB EnterpriseDistributed, multi-tenant multimodal lakehouse. Adds curation and deduplication, Python UDF feature enginee...Lambda 1-Click ClustersLambda 1-Click Clusters provision interconnected clusters of 16 to 2,000+ NVIDIA H100 SXM or B200 GPUs for ...Lambda Cloud APIThe Lambda Cloud API is the REST control plane for launching, listing, starting, stopping, and terminating ...Novita AI GPU APIOn-demand GPU instance management and templates plus serverless GPU endpoints. Create, start, stop, and del...CoreWeave Kubernetes Service APIThe CKS API provisions and manages CoreWeave Kubernetes Service clusters and node pools on bare-metal GPU a...Akash Console Network Data APIPublicly accessible indexed API for querying provider information, GPU availability, resource statistics, a...Akash Network Gpu APIThe Gpu API from Akash Network — 4 operation(s) for gpu.NVIDIA Triton Inference Server HTTP APINVIDIA Triton Inference Server is an open-source inference serving software that implements the KServe Open...vLLM OpenAI-Compatible APIvLLM is a high-throughput and memory-efficient inference engine for LLMs, implementing PagedAttention for e...Colab Runtime and Kernel ManagementGoogle Colab provides internal APIs for managing notebook runtimes and kernels, including connecting to hos...
Thin 9 Limited public surface area
AnyscaleAnyscale is the production-scale AI platform built on Ray by the creators of Ray, supporting LLM inference ...NVIDIA NIMNVIDIA NIM is a set of inference microservices for streamlined AI model deployment, prebuilt and optimized ...Together AITogether AI is a full-stack AI Native Cloud for inference, fine-tuning, and GPU clusters powered by researc...IO Cloud Container-as-a-Service APIContainer-as-a-Service REST API for deploying GPU-backed containers across io.net's decentralized network. ...IO Cloud MCP ServerHosted Model Context Protocol server at https://mcp.io.solutions/mcp that exposes IO Cloud provisioning and...IO Cloud VM-as-a-Service APIVM-as-a-Service REST API for provisioning, extending, and terminating GPU virtual machines on io.net. Surfa...Modal Images and GPUDefine container images programmatically with modal.Image (from_registry, debian_slim, pip_install, run_com...PennyLane LightningThe Lightning plugin family — `lightning.qubit` (C++ CPU), `lightning.gpu` (cuQuantum), and `lightning.kokk...Hyperbolic 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...
Emerging 13 Early or largely undocumented
Cumulus Inference GatewayOpenAI-compatible HTTP inference gateway. One client works against every upstream provider; per-workflow ro...Nebius Compute APIThe Nebius Compute API provisions and manages virtual machines and GPU clusters with NVIDIA GPUs and Infini...Nebius Managed Kubernetes APIThe Managed Kubernetes API provisions Kubernetes clusters with GPU and InfiniBand support for distributed t...HorovodHorovod is a distributed deep learning training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.Newton Physics EngineNewton is a Python library and physics simulation engine. It is consumed programmatically via Python (not a...PennyLane LightningLightning is the family of high-performance state-vector and tensor-network quantum simulators written in C...Unreal Render Hardware Interface (RHI)The Render Hardware Interface is Unreal's abstraction over graphics APIs (Direct3D 11/12, Vulkan, Metal, Op...NVIDIA Developer APINVIDIA provides developer APIs for GPU computing, AI/ML model training and inference, and graphics. The pla...Spheron GPU Cloud APIREST API for programmatically managing GPU deployments across the Spheron marketplace. Covers provider and ...Pasqal Emulators (EMU-MPS, EMU-SV)Pasqal's PyTorch-based GPU-accelerated emulator monorepo housing EMU-MPS (matrix-product-state emulator for...Spector.jsBrowser extension and embeddable library that captures and inspects WebGL / WebGPU frames — every draw call...JD Cloud Compute (VM) APIJD Cloud Compute APIs manage Cloud Virtual Machines (CVM), lightweight VMs, GPU instances, bare metal serve...NVIDIA DGX Cloud Lepton APIManaged AI platform API exposing model endpoints (HTTP server with OpenAI-compatible chat surface), dev ses...
Companies reaching this through an API (12)
These companies publish an API, specification or operation carrying “GPU” 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.
AI Gateway
Babylon.js
Google Colab
JD.com (Jingdong)
LanceDB
LF AI and Data
Pasqal
Scalable Inference Serving
Scope3
Unreal Engine
Xanadu
Xanadu
Score breakdown
Frequency
58.4
log-scaled weighted occurrences
Breadth
2.5
spread across providers
Quality lift
38.5
mean composite of providers using it
Cohesion
24.3
strength of nearest seed neighbor
Related tags
Inference 47 co-occurrences
Compute 34 co-occurrences
OpenAI-Compatible 19 co-occurrences
SSH Keys 11 co-occurrences
AI Infrastructure 17 co-occurrences
Cloud Computing 13 co-occurrences
Instances 13 co-occurrences
Completions 11 co-occurrences
Where this tag comes from
Provider tag91
Api tag45
Openapi tag3
Openapi op tag10
Cohort brief
Auto-generatedThe 89 providers in the APIs.io catalog tagged GPU, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.
Providers
89
all scored
Mean Kin Score
34.6
+10.7 vs catalog 23.9
Mean Agent Readiness
17.4
+5.4 vs catalog 12
Spread
5–68.3
median 36.3 · σ 16.6
How the 89 split by band
Exemplar 3Strong 6Developing 29Thin 24Emerging 17Minimal 10
Facet averages, against the whole catalog
| Facet | This cohort | Catalog | Difference | Scored |
|---|---|---|---|---|
| Developer Ergonomics | 41.5 | 23.4 | +18.1 | 89 |
| Contract Quality | 34.8 | 19.8 | +15 | 89 |
| Access Clarity | 36.3 | 26.5 | +9.8 | 89 |
| Operational Transparency | 23.3 | 14 | +9.3 | 89 |
| Discoverability | 66.8 | 61.2 | +5.6 | 89 |
| Contract Governance | 7.4 | 6.4 | +1 | 89 |
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) | 11% | 10% | +1 |
| MCP server (first-party) | 15% | 13% | +2 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 4% | 11% | -7 |
| Security | 98% | 97% | +1 |
| Arazzo workflows | 4% | 2% | +2 |
| Governance rules | 22% | 14% | +8 |
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 NVIDIA NIM 68.3
- 2 fal 67.6
- 3 Segmind 67.2
- 4 Modal 64.4
- 5 NexGen Cloud 64.3
- 6 Paperspace 61
- 7 Hyperbolic 59.4
- 8 TensorDock 56.7
- 9 Advanced Micro Devices 55.2
- 10 Mithril 53.1
Top by Agent Readiness
- 1 The San Francisco Compute Company 53.4
- 2 NexGen Cloud 47.2
- 3 OpenRelay 40.6
- 4 FriendliAI 37.9
- 5 Polar Signals 37.6
- 6 fal 36.6
- 7 Fireworks AI 35.9
- 8 Novita AI 35.8
- 9 Advanced Micro Devices 34
- 10 Mithril 33.9
All 91 members of this roster resolve to a scored provider in
the catalog.Generated from the catalog build of
15 September 2026, across 27661
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.