API Evangelist area
Machine Learning
1258 related providers on APIs.io
Explore the full Machine Learning area →
Machine Learning is one of the API Evangelist areas on the APIs.io network — a focused corner of the API landscape. The full area lives at machine-learning.apievangelist.com.
30 providers on the network work in this area, including Anthropic, ElevenLabs, Elastic Stack, Amazon CodeGuru Profiler, Seismic, Qlik Sense, and 24 more — each links out to that provider’s APIs, schemas, and governance artifacts.
Related areas: Agents, API Evangelist Search, IDE, and Containers. Browse every area at areas.apis.io.
About this area
An index and topic collection covering machine learning APIs, MLOps platforms, model serving infrastructure, and inference providers. Machine learning APIs span the full ML…
Related providers (1258)
Top 30 of 1258 network providers tagged for this area — search the full set on apis.io.
| Provider | Description | APIs | Rating |
|---|---|---|---|
| Anthropic | Anthropic is an AI safety company and the creator of the Claude family of large language models (Opus, Sonnet, Haiku, and the Fable/Mythos frontier line). The Claude Developer P... | 5 | exemplar |
| ElevenLabs | ElevenLabs is an AI research and product company building voice and audio models, founded in 2022 and launched publicly in January 2023 with the first human-like AI voice model.... | 12 | exemplar |
| Elastic Stack | The Elastic Stack (formerly known as the ELK Stack) is the collection of open-source products from Elastic — Elasticsearch, Logstash, Kibana, and Beats/Elastic Agent — designed ... | 11 | exemplar |
| Amazon CodeGuru Profiler | Amazon CodeGuru Profiler collects runtime performance data from your live applications, providing recommendations to help you reduce CPU utilization, cut costs, and improve appl... | 1 | exemplar |
| Seismic | Seismic is the global leader in enablement, helping organizations engage customers, enable teams, and ignite revenue growth. The Seismic platform provides content management, le... | 4 | exemplar |
| Qlik Sense | Qlik Sense and Qlik Cloud from Qlik Parent, Inc. — a business intelligence, data integration and AI analytics platform. Qlik publishes one of the broadest machine-readable API s... | 78 | exemplar |
| Google Analytics | Google Analytics provides data and insights about website and app usage, enabling businesses to understand their audience and optimize their digital properties through customer-... | 6 | exemplar |
| Google Dialogflow | Google Dialogflow is Google Cloud's conversational-agent platform, shipped as two editions on one API host. Dialogflow ES (Essentials, API v2) builds intent-, entity- and contex... | 2 | exemplar |
| GitHub Copilot | APIs and resources for GitHub Copilot, an AI pair programmer that helps you write code faster. | 1 | exemplar |
| MATLAB | MATLAB is the MathWorks programming platform for engineers and scientists, and its interface surface is unusually split. Most of it is in-process language bindings — the MATLAB ... | 13 | exemplar |
| Amazon Rekognition | Amazon Rekognition is a cloud-based computer vision service that makes it easy to add image and video analysis to your applications, providing capabilities such as object and sc... | 19 | exemplar |
| Edge Impulse | Edge Impulse is the end-to-end edge AI MLOps platform for building datasets, training and optimizing machine learning models, and deploying them directly on device — from the sm... | 2 | exemplar |
| Amazon SageMaker | Amazon SageMaker is a fully managed machine learning platform that enables developers and data scientists to build, train, and deploy machine learning models at scale. SageMaker... | 1 | exemplar |
| Densify | Densify — now trading as Kubex — provides a machine-learning driven cloud, GPU and container optimization platform that continuously right-sizes resources to cut cost and protec... | 23 | exemplar |
| NexGen Cloud | NexGen Cloud Limited is a UK-headquartered AI cloud and GPU infrastructure provider. Its on-demand platform, Hyperstack, sells NVIDIA GPU and CPU virtual machines, managed Kuber... | 3 | exemplar |
| Exec | Exec is an AI-powered roleplay and sales-training platform (exec.com) for practicing high-stakes conversations. Teams run voice-based AI roleplays, automatically score real call... | 1 | exemplar |
| Segmind | Segmind is a serverless GPU inference platform that puts 200+ generative AI models — image, video, audio, 3D and LLM — behind one REST gateway with a single API key. Calls are m... | 1 | exemplar |
| MOLOCO | Moloco is a machine-learning advertising company that operates three developer-facing platforms: Moloco Ads (a performance demand-side platform for app marketers), Moloco Commer... | 6 | exemplar |
| Amazon Kendra | Amazon Kendra is an intelligent enterprise search service powered by machine learning that enables organizations to index and search across multiple data sources, delivering hig... | 1 | exemplar |
| Amazon Polly | Amazon Polly is a cloud service that converts text into lifelike speech, enabling you to create applications that talk and build entirely new categories of speech-enabled produc... | 2 | exemplar |
| Cloudera | Cloudera is a hybrid data platform company offering the Cloudera Data Platform (CDP) for data engineering, data warehousing, machine learning, streaming, and operational data. T... | 38 | exemplar |
| Bria | Bria is an enterprise visual generative AI platform that exposes image generation, image editing, video editing, product-shot and automotive imagery, tailored (fine-tuned) model... | 11 | exemplar |
| Amazon QuickSight | Amazon QuickSight is a scalable, serverless, embeddable, machine learning-powered business intelligence service built for the cloud that enables you to create and publish intera... | 1 | exemplar |
| Roboflow | Roboflow is a computer vision platform used by over one million engineers to annotate images, train custom models, and deploy them to production from the cloud to the edge. The ... | 1 | exemplar |
| Amazon Glue DataBrew | AWS Glue DataBrew is a visual data preparation tool that makes it easy for data analysts and data scientists to clean and normalize data to prepare it for analytics and machine ... | 1 | strong |
| Amazon Transcribe | Amazon Transcribe is a speech-to-text service that uses machine learning models to convert audio to text, supporting real-time streaming and batch transcription with automatic s... | 1 | strong |
| Lightricks | Lightricks is a Jerusalem-based creative-technology company behind the Facetune, Photoleap and Videoleap consumer apps and the LTX generative video platform. Its developer-facin... | 1 | strong |
| Hugging Face Transformers | Hugging Face Transformers is an open-source machine learning library providing thousands of pretrained models and pipelines for Natural Language Processing, Computer Vision, Aud... | 1 | strong |
| Pluralsight | APIs for the Pluralsight technology skills and engineering intelligence platform, providing access to courses, learning paths, assessments, user progress, channels, teams, and e... | 30 | strong |
| Paperspace | Paperspace is a GPU cloud platform for AI, ML, and 3D rendering workloads, acquired by DigitalOcean in 2023. The platform combines on-demand GPU/CPU machines (Core), the Gradien... | 4 | strong |
Terms in this area (1)
- MLOps — MLOps (Machine Learning Operations) is an engineering discipline that unifies machine learning development with operations to deploy, monitor, govern, and main…
Related areas
Agents (5 shared)
API Evangelist Search (2 shared)
IDE (1 shared)
Containers (1 shared)
FinOps (1 shared)
Logging (1 shared)
Markets provisional
Kin Score markets whose measured providers carry this area. Share is the fraction of the market's measured providers that carry it — it describes the market, not this area.
| Market | Share of the market's providers |
|---|---|
| AI Model Routing | 42% |
| Cloud Marketplaces (distribution) | 20% |
| Typed Decision Models | 20% |
| Education and Edtech | 18% |
| Object Storage | 12% |
Cohort brief
Auto-generatedThe 30 providers in the APIs.io catalog working in Machine Learning, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.
Providers
30
all scored
Mean Kin Score
71.3
+48.5 vs catalog 22.8
Mean Agent Readiness
41
+27.7 vs catalog 13.3
Spread
65.7–87.5
median 70.6 · σ 5.1
How the 30 split by band
Exemplar 24Strong 6Developing 0Thin 0Emerging 0Minimal 0
Facet averages, against the whole catalog
| Facet | This cohort | Catalog | Difference | Scored |
|---|---|---|---|---|
| Access Clarity | 88.8 | 25 | +63.8 | 30 |
| Developer Ergonomics | 73.9 | 22.1 | +51.8 | 30 |
| Operational Transparency | 62.7 | 12.4 | +50.3 | 30 |
| Contract Quality | 62.1 | 18.2 | +43.9 | 30 |
| Contract Governance | 29.3 | 9.4 | +19.9 | 30 |
| Discoverability | 72.4 | 57.9 | +14.5 | 30 |
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) | 63% | 16% | +47 |
| MCP server (first-party) | 63% | 14% | +49 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 43% | 13% | +30 |
| Security | 100% | 98% | +2 |
| Arazzo workflows | 30% | 2% | +28 |
| Governance rules | 97% | 35% | +62 |
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 Anthropic 87.5
- 2 ElevenLabs 83
- 3 Elastic Stack 80.2
- 4 Amazon CodeGuru Profiler 77.3
- 5 Seismic 74.3
- 6 Qlik Sense 74.2
- 7 Google Analytics 73.9
- 8 Google Dialogflow 73.1
- 9 GitHub Copilot 72.5
- 10 MATLAB 72.4
Top by Agent Readiness
- 1 Bria 63.5
- 2 ElevenLabs 56.3
- 3 MOLOCO 54.9
- 4 Roboflow 52.8
- 5 Seismic 52.4
- 6 GitHub Copilot 49
- 7 Hugging Face Transformers 48.5
- 8 Pluralsight 48.1
- 9 Anthropic 47.6
- 10 Qlik Sense 45.6
All 30 members of this roster resolve to a scored provider in
the catalog.Generated from the catalog build of
7 November 2026, across 38912
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 area here is available over the APIs.io API and to AI agents over MCP.