Providers using this tag (98)
Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.
Exemplar 2 Complete, well-documented, and agent-ready
Strong 7 Solid coverage with minor gaps
Developing 27 Usable, with meaningful gaps to close
Thin 27 Limited public surface area
Emerging 23 Early or largely undocumented
Minimal 12 Almost no public developer surface
APIs with this tag (42)
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
Strong 6 Solid coverage with minor gaps
Scope3 Gpu APIThe Gpu API from Scope3 — 2 operation(s) for gpu.Hyperbolic GPU Marketplace APIDecentralized on-demand GPU compute marketplace renting idle H100, H200, A100, and RTX 4090 capacity from t...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...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 11 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...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 ...CoreWeave Kubernetes Service APIThe CKS API provisions and manages CoreWeave Kubernetes Service clusters and node pools on bare-metal GPU a...LanceDB EnterpriseDistributed, multi-tenant multimodal lakehouse. Adds curation and deduplication, Python UDF feature enginee...Novita AI GPU APIOn-demand GPU instance management and templates plus serverless GPU endpoints. Create, start, stop, and del...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.Colab Runtime and Kernel ManagementGoogle Colab provides internal APIs for managing notebook runtimes and kernels, including connecting to hos...
Thin 7 Limited public surface area
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...Modal Images and GPUDefine container images programmatically with modal.Image (from_registry, debian_slim, pip_install, run_com...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...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 17 Early or largely undocumented
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...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...Unreal Render Hardware Interface (RHI)The Render Hardware Interface is Unreal's abstraction over graphics APIs (Direct3D 11/12, Vulkan, Metal, Op...PennyLane LightningThe Lightning plugin family — `lightning.qubit` (C++ CPU), `lightning.gpu` (cuQuantum), and `lightning.kokk...NVIDIA Developer APINVIDIA provides developer APIs for GPU computing, AI/ML model training and inference, and graphics. The pla...PennyLane LightningLightning is the family of high-performance state-vector and tensor-network quantum simulators written in C...Pasqal Emulators (EMU-MPS, EMU-SV)Pasqal's PyTorch-based GPU-accelerated emulator monorepo housing EMU-MPS (matrix-product-state emulator for...HorovodHorovod is a distributed deep learning training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.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...Newton Physics EngineNewton is a Python library and physics simulation engine. It is consumed programmatically via Python (not a...Spheron GPU Cloud APIREST API for programmatically managing GPU deployments across the Spheron marketplace. Covers provider and ...NVIDIA DGX Cloud Lepton APIManaged AI platform API exposing model endpoints (HTTP server with OpenAI-compatible chat surface), dev ses...
Score breakdown
Frequency
57.8
log-scaled weighted occurrences
Breadth
2.7
spread across providers
Quality lift
39.6
mean composite of providers using it
Cohesion
25.7
strength of nearest seed neighbor
Related tags
Inference 45 co-occurrences
Compute 34 co-occurrences
OpenAI-Compatible 19 co-occurrences
SSH Keys 12 co-occurrences
AI Infrastructure 17 co-occurrences
NVIDIA 9 co-occurrences
Instances 13 co-occurrences
Completions 11 co-occurrences
Where this tag comes from
Provider tag86
Api tag43
Openapi tag1
Openapi op tag5
Cohort brief
Auto-generatedThe 98 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
98
all scored
Mean Kin Score
32.9
+12.2 vs catalog 20.7
Mean Agent Readiness
16.1
+6.4 vs catalog 9.7
Spread
5–71.2
median 34.7 · σ 16.8
How the 98 split by band
Exemplar 2Strong 7Developing 27Thin 27Emerging 23Minimal 12
Facet averages, against the whole catalog
| Facet | This cohort | Catalog | Difference | Scored |
|---|---|---|---|---|
| Developer Ergonomics | 35.9 | 17.9 | +18 | 98 |
| Contract Quality | 34.1 | 17.5 | +16.6 | 98 |
| Access Clarity | 32.4 | 22.3 | +10.1 | 98 |
| Operational Transparency | 21 | 11.3 | +9.7 | 98 |
| Discoverability | 69.6 | 60.4 | +9.2 | 98 |
| Contract Governance | 8.8 | 6.4 | +2.4 | 98 |
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) | 20% | 16% | +4 |
| MCP server (first-party) | 7% | 7% | 0 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 5% | 9% | -4 |
| Security | 95% | 88% | +7 |
| Arazzo workflows | 4% | 2% | +2 |
| Governance rules | 26% | 13% | +13 |
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 71.2
- 2 fal 69.7
- 3 Modal 65.1
- 4 Scope3 65
- 5 Hyperbolic 64.7
- 6 Paperspace 60.2
- 7 TensorDock 58.6
- 8 Mithril 55.9
- 9 The San Francisco Compute Company 55.2
- 10 RightNow AI 53.5
Top by Agent Readiness
- 1 Scope3 66.6
- 2 The San Francisco Compute Company 53.4
- 3 OpenRelay 40.6
- 4 Polar Signals 37.6
- 5 fal 36.6
- 6 Fireworks AI 33.7
- 7 Together AI 33.5
- 8 Vast.ai 32.3
- 9 Mithril 32.2
- 10 FriendliAI 31.5
All 98 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.
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.
Call it yourself
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As a scored cohort
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The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/gpu/stats" \
-H "X-API-Key: $APIS_IO_KEY"Discovery needs no key. Ratings and market analysis are Pro.