API Evangelist area
Machine Learning
1164 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 Amazon Web Services (AWS), Anthropic, Elastic Stack (ELK Stack), Pluralsight, Amazon CodeGuru Profiler, Qlik Sense APIs, and 24 more — each links out to that provider’s APIs, schemas, and governance artifacts.
Related areas: Agents, Containers, Security, and Serverless. 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 (1164)
Top 30 of 1164 network providers tagged for this area — search the full set on apis.io.
| Provider | Description | APIs | Rating |
|---|---|---|---|
| Amazon Web Services (AWS) | Amazon Web Services is the cloud computing arm of Amazon and the largest public cloud provider in the world, offering more than 200 services across compute, storage, databases, ... | 1 | exemplar |
| 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... | 6 | exemplar |
| Elastic Stack (ELK 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 ... | 3 | exemplar |
| 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 | 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 |
| Qlik Sense APIs | 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... | 82 | 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... | 22 | 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 |
| Oracle Platforms | Oracle Platforms is the API Evangelist index of Oracle's cloud and enterprise platform APIs: the Oracle Cloud Infrastructure (OCI) control plane for compute, storage, networking... | 6 | 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 |
| 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 |
| 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 |
| AIMLAPI | AIMLAPI is a unified AI model API gateway providing access to 400+ state-of-the-art AI models from OpenAI, Anthropic, Google, Meta, DeepSeek, Mistral, Stability AI, and 40+ othe... | 1 | strong |
| 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... | 19 | strong |
| 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 | strong |
| GitHub Copilot | APIs and resources for GitHub Copilot, an AI pair programmer that helps you write code faster. | 1 | strong |
| LALAL.AI | LALAL.AI is an AI-powered audio separation and voice technology platform operated by OmniSale GmbH. It uses proprietary neural networks (Andromeda, Perseus, Orion, Phoenix, Lyra... | 1 | strong |
| Databricks Asset Bundles | Databricks Asset Bundles (DABs) provide an infrastructure-as-code approach to managing Databricks data and AI projects. Bundles enable version control, CI/CD, deployment, and ma... | 1 | strong |
| 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 | strong |
| Go1 | Go1 is an AI-powered corporate learning and development (L&D) platform that consolidates employee training into a single subscription. Its content library aggregates courses fro... | 1 | strong |
| Azure Databricks | Azure Databricks is an Apache Spark-based analytics platform optimized for Microsoft Azure. It provides a collaborative workspace for data engineers, data scientists, and analys... | 1 | strong |
| 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... | 11 | strong |
| Landing.ai | LandingAI, founded by Andrew Ng, builds production AI for visual and document understanding. Its flagship product is Agentic Document Extraction (ADE), which converts real-world... | 4 | strong |
| Refuel | Refuel is an AI data-labeling and data-enrichment platform that uses large language models to label, clean, structure and enrich enterprise datasets. Refuel Cloud exposes a REST... | 3 | strong |
| Celonis | Celonis is the process intelligence and process mining company. Its cloud platform ingests event data from enterprise systems, builds Knowledge Models of how business processes ... | 7 | strong |
| 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 | strong |
| Corti | Corti is a healthcare AI platform for developers, offering a full stack of clinical AI building blocks over a single OAuth 2.0-secured API: real-time speech-to-text (dictation a... | 8 | 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 |
| PyannoteAI | pyannoteAI builds speaker intelligence infrastructure for voice AI: a hosted REST and WebSocket API that answers "who spoke when" (speaker diarization) and "who is speaking" (sp... | 2 | strong |
| Amazon Nova | Amazon Nova is a new generation of state-of-the-art foundation models from Amazon that deliver a compelling combination of accuracy, speed, and cost efficiency. Amazon Nova mode... | 1 | strong |
Related areas
Agents (2 shared)
Containers (2 shared)
Security (2 shared)
Serverless (2 shared)
IDE (1 shared)
API Evangelist Search (1 shared)
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
66.4
+42.6 vs catalog 23.8
Mean Agent Readiness
38.2
+26.6 vs catalog 11.6
Spread
60.7–78.2
median 64.2 · σ 5.2
How the 30 split by band
Exemplar 12Strong 18Developing 0Thin 0Emerging 0Minimal 0
Facet averages, against the whole catalog
| Facet | This cohort | Catalog | Difference | Scored |
|---|---|---|---|---|
| Developer Ergonomics | 75.8 | 23.3 | +52.5 | 30 |
| Access Clarity | 77.4 | 26.3 | +51.1 | 30 |
| Operational Transparency | 60.1 | 13.9 | +46.2 | 30 |
| Contract Quality | 62.1 | 19.8 | +42.3 | 30 |
| Contract Governance | 24.9 | 6.3 | +18.6 | 30 |
| Discoverability | 74.3 | 61 | +13.3 | 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) | 67% | 10% | +57 |
| MCP server (first-party) | 67% | 9% | +58 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 43% | 11% | +32 |
| Security | 100% | 97% | +3 |
| Arazzo workflows | 23% | 2% | +21 |
| Governance rules | 47% | 14% | +33 |
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 Amazon Web Services (AWS) 78.2
- 2 Anthropic 77.8
- 3 Elastic Stack (ELK Stack) 76.7
- 4 Pluralsight 73.8
- 5 Amazon CodeGuru Profiler 73
- 6 Qlik Sense APIs 70.5
- 7 Densify 69.7
- 8 Exec 69.7
- 9 Oracle Platforms 69.5
- 10 Google Analytics 69
Top by Agent Readiness
- 1 MOLOCO 57
- 2 Celonis 51.8
- 3 Amazon Nova 50.8
- 4 Elastic Stack (ELK Stack) 50.3
- 5 AIMLAPI 50
- 6 Pluralsight 45.7
- 7 Oracle Platforms 45
- 8 Exec 43.5
- 9 NexGen Cloud 42.1
- 10 Densify 41.9
All 30 members of this roster resolve to a scored provider in
the catalog.Generated from the catalog build of
9 September 2026, across 27528
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.