API Evangelist area
Machine Learning
1180 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 ElevenLabs, Anthropic, Elastic Stack, Amazon CodeGuru Profiler, Google Analytics, Qlik Sense, and 24 more — each links out to that provider’s APIs, schemas, and governance artifacts.
Related areas: Agents, Containers, Gateway, and Observability. 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 (1180)
Top 30 of 1180 network providers tagged for this area — search the full set on apis.io.
| Provider | Description | APIs | Rating |
|---|---|---|---|
| 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 |
| 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 | 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 |
| 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 |
| 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 |
| 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 |
| 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... | 43 | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 | 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 | strong |
| 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 | strong |
| GitHub Copilot | APIs and resources for GitHub Copilot, an AI pair programmer that helps you write code faster. | 1 | 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 |
| 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... | 2 | strong |
| 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 | strong |
| IBM | A collection of IBM's public APIs and developer resources. | 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 |
| 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... | 10 | 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 |
| Galileo Technologies | Galileo (Galileo Technologies Inc., formerly Rungalileo) is an AI observability and evaluation platform for teams building generative-AI applications and agents. Its REST API an... | 9 | strong |
| Eden AI | Eden AI is a French AI gateway that puts one API, one key and one invoice in front of 500+ AI models from 50+ providers. Its v3 surface is deliberately OpenAI-wire-compatible — ... | 13 | 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 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 (4 shared)
Containers (2 shared)
Gateway (2 shared)
Observability (2 shared)
Serverless (2 shared)
IDE (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
68
+45.1 vs catalog 22.9
Mean Agent Readiness
41.3
+29.3 vs catalog 12
Spread
62.1–82.3
median 66.5 · σ 5.1
How the 30 split by band
Exemplar 15Strong 15Developing 0Thin 0Emerging 0Minimal 0
Facet averages, against the whole catalog
| Facet | This cohort | Catalog | Difference | Scored |
|---|---|---|---|---|
| Access Clarity | 79.9 | 26.4 | +53.5 | 30 |
| Developer Ergonomics | 73.8 | 23.1 | +50.7 | 30 |
| Operational Transparency | 62.7 | 13.6 | +49.1 | 30 |
| Contract Quality | 57.6 | 17.6 | +40 | 30 |
| Contract Governance | 25.6 | 6.3 | +19.3 | 30 |
| Discoverability | 73.4 | 58.2 | +15.2 | 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) | 73% | 15% | +58 |
| MCP server (first-party) | 73% | 12% | +61 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 63% | 11% | +52 |
| Security | 100% | 98% | +2 |
| Arazzo workflows | 27% | 2% | +25 |
| Governance rules | 50% | 13% | +37 |
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 ElevenLabs 82.3
- 2 Anthropic 78.8
- 3 Elastic Stack 78.5
- 4 Amazon CodeGuru Profiler 73.6
- 5 Google Analytics 73.6
- 6 Qlik Sense 72.5
- 7 MATLAB 72.4
- 8 Densify 69.5
- 9 Edge Impulse 69.4
- 10 Segmind 68.8
Top by Agent Readiness
- 1 Bria 65
- 2 MOLOCO 57
- 3 AIMLAPI 55.1
- 4 ElevenLabs 52.7
- 5 Celonis 51.8
- 6 Seismic 51.5
- 7 Amazon Nova 49.5
- 8 Pluralsight 48.7
- 9 Eden AI 47.1
- 10 Elastic Stack 46.4
All 30 members of this roster resolve to a scored provider in
the catalog.Generated from the catalog build of
3 October 2026, across 28834
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.