canonical ↑ 8.0 market

Machine-Learning

Score 37.1 / 100 1087 providers 141 APIs Search apis.io →

Variants seen in the corpus: Machine LearningMachine-Learningmachine learningmachine-learningmachinelearning

Providers using this tag (1087)

Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.

Exemplar 4 Complete, well-documented, and agent-ready

SalesforceFortune 500Artificial IntelligenceAnalyticsCloud294 APIs83.3 DynatraceAI OperationsAnalyticsAPMApplication Performance Monitoring34 APIs71.8 AnthropicArtificial IntelligenceClaudeFoundation ModelsLarge Language Models24 APIs68.6 Google AnalyticsAnalyticsDataGoogleMetrics13 APIs68.4

Strong 50 Solid coverage with minor gaps

Developing 188 Usable, with meaningful gaps to close

Thin 169 Limited public surface area

Emerging 237 Early or largely undocumented

Minimal 439 Almost no public developer surface

APIs with this tag (139)

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 4 Complete, well-documented, and agent-ready

Salesforce Einstein Platform Services APIThe Salesforce Einstein Platform Services API provides REST-based access to Salesforce AI capabilities incl...83.3 Salesforce Einstein Prediction Service APIThe Salesforce Einstein Prediction Service API enables programmatic access to Einstein Analytics prediction...83.3 Salesforce Models APIThe Models API from Salesforce — 2 operation(s) for models.83.3 Dynatrace Davis AI APIThe Dynatrace Davis AI API provides access to the Davis predictive and causal AI platform service for custo...71.8

Strong 25 Solid coverage with minor gaps

Amazon SageMaker Edge Manager APISageMaker Edge Manager dataplane service for communicating with active edge agents running ML models on edg...65.0 Amazon SageMaker Feature Store Runtime APIData plane API operations for the Amazon SageMaker Feature Store supporting put, delete, and retrieve opera...65.0 Amazon SageMaker Geospatial APIAPIs for creating and managing Amazon SageMaker geospatial capabilities including earth observation jobs an...65.0 Amazon SageMaker Metrics Service APIData plane API operations for Amazon SageMaker Metrics for putting and retrieving metrics related to traini...65.0 Amazon SageMaker Runtime APIThe Amazon SageMaker AI runtime API for invoking deployed model endpoints to get real-time inference predic...65.0 ServiceNow AI Assets APIThe ServiceNow AI Assets API provides REST endpoints to retrieve, update, and create AI assets such as syst...64.8 ServiceNow Predictive Intelligence APIThe ServiceNow Predictive Intelligence API provides REST endpoints for accessing machine learning predictio...64.8 IBM watsonx.aiRun text inference, prompt tuning, and more on large language models using the watsonx.ai API for generativ...62.6 IBM watsonx.ai RuntimeBuild, train, and deploy machine learning models with a full range of tools and services for data science a...62.6 GitHub Models APIThe GitHub Models API provides access to the GitHub Models catalog, letting you list and retrieve details a...62.4 Meta Llama APIAccess Meta's Llama large language models including Llama 4 and Llama 3 family for building AI-powered appl...60.9 Crusoe Managed Inference APIOpenAI-compatible inference API from the Crusoe Intelligence Foundry. Send chat/completions and embeddings ...60.6 ChatGPT APIAPI for accessing OpenAI's ChatGPT language models for chat completions and conversations.59.8 TensorFlow QuantumTensorFlow Quantum (TFQ) is a hybrid quantum-classical machine learning library that integrates Cirq circui...59.3 Databricks Experiments APIThe Databricks Experiments API allows you to create, update, list, and manage MLflow experiments. Experimen...59.1 Databricks Model Registry APIThe Databricks Model Registry API provides the workspace model registry for managing the full lifecycle of ...59.1 Databricks Model Versions APIThe Databricks Model Versions API allows you to manage model versions within the Unity Catalog model regist...59.1 Databricks Registered Models APIThe Databricks Registered Models API allows you to create, update, list, and delete registered models in th...59.1 Databricks Serving Endpoints APIThe Databricks Serving Endpoints API allows you to create, update, query, and delete model serving endpoint...59.1 Microsoft Azure AI Foundry APIMicrosoft Foundry is a unified Azure platform-as-a-service offering for enterprise AI operations, model bui...57.3 MLflow APITrack experiments, log metrics, and manage ML models using the MLflow tracking and registry APIs.56.5 Model Registry APIManage registered models and model versions in the Databricks Model Registry for model lifecycle management.56.5 Model Serving Endpoints APICreate and manage model serving endpoints for deploying machine learning models as REST API endpoints.56.5 Online Tables APIManage online tables for low-latency serving of feature data in Unity Catalog.56.5 Registered Models APIManage registered models in Unity Catalog for centralized model governance and sharing.56.5

Developing 26 Usable, with meaningful gaps to close

OCI Data Science APIFully managed serverless platform for data science teams to build, train, deploy, and manage machine learni...53.0 OCI Generative AI APIFully managed service providing customizable large language models for chat, text generation, summarization...53.0 Akkio Public API (Beta)Akkio's current public API, served and documented as "Akkio Public API (Beta)". Covers projects (including ...51.6 Dataloop Platform APIThe Dataloop (Dell Data Orchestration Engine) platform REST API. Every part of the platform — projects, dat...50.0 Azure AI Services APIREST APIs for Azure AI and Machine Learning services including Azure OpenAI Service, Azure Machine Learning...49.8 Dyno Phi — Protein Design APIPhi is a biomodal computation platform for protein design. The REST API lets a caller create datasets from ...49.7 PeopleSoft Data Distribution Framework APIFramework for extracting and flattening PeopleSoft data for machine learning and analytics purposes. Uses P...49.4 TrueFoundry Model Registry APIThe TrueFoundry Model Registry provides a versioned repository for storing and managing machine learning mo...49.1 Gemini Nano On-Device AI APIOn-device generative AI powered by Gemini Nano for summarization, proofreading, rewriting, and image descri...48.6 Google ML Kit Android APIsOn-device machine learning APIs for text recognition, face detection, barcode scanning, image labeling, and...48.6 Neuphonic Voice Cloning APIREST API for creating and managing cloned voices. Accepts audio samples (MP3 or WAV, minimum 6 seconds, und...47.8 VMware Private AI Service APIAPI for VMware Private AI providing on-premises AI and machine learning infrastructure services for deployi...47.7 SAP HANA Predictive Analysis Library (PAL) APIIn-database machine learning and statistical algorithms library providing clustering, classification, regre...47.6 Tableau Analytics Extensions APIThe Analytics Extensions API allows integration of external analytics engines such as Python, R, MATLAB, an...46.6 Oracle APEX Generative AI APIAPIs for integrating generative AI capabilities into APEX applications, including chat, text generation, an...46.2 Google Cloud Natural Language APIThe Cloud Natural Language API provides natural language understanding technologies including sentiment ana...45.2 Google Cloud Speech-to-Text APIThe Cloud Speech-to-Text API enables developers to convert audio to text using powerful neural network mode...45.2 Google Cloud Text-to-Speech APIThe Cloud Text-to-Speech API converts text into natural-sounding speech using an API powered by Google AI t...45.2 Google Cloud Translation APIThe Cloud Translation API uses Google neural machine translation technology to let you dynamically translat...45.2 Google Cloud Vision APIThe Cloud Vision API allows developers to integrate vision detection features within applications, includin...45.2 Workday Illuminate AI APIAI-powered APIs within Workday Illuminate that provide skills and sentiment analysis, document intelligence...45.1 Streamlit Python APIThe Streamlit Python library API provides a rich set of functions for building interactive data application...45.0 Spring AI APISpring AI provides a Spring-friendly API and abstractions for building AI-powered applications. It offers a...42.5 Chrome Built-in AI APIsOn-device AI APIs powered by Gemini Nano built into Chrome for text generation, summarization, translation,...41.4 CyberSource Decision Manager APIREST API for the Decision Manager Service40.3 Chalk APIREST + gRPC API for querying features from the Chalk Context Engine — online single-row queries, bulk (feat...39.9

Thin 31 Limited public surface area

Eaton Smart Ambient Monitoring APIHealthcare-targeted subscription API that derives an "Activities of Daily Living" signal for residents of l...39.2 TensorFlow Core APIThe foundational Python and C++ API for building and training machine learning models using TensorFlow.38.2 Azure OpenAI Service APIAzure OpenAI Service provides REST API access to OpenAI's language models, which power Microsoft 365 Copilo...38.0 Skore Hub APIPublic REST API for Skore Hub, Probabl's hosted collaboration platform for machine-learning experiments. Co...37.8 MLflow Model Registry REST APIMLflow is an open source platform for managing the ML lifecycle, including experiment tracking, reproducibi...37.5 Ray Serve REST APIRay Serve is a scalable model serving library built on Ray, designed for building online inference APIs. Su...37.5 AWS Lookout for MetricsAmazon Lookout for Metrics is a fully managed ML service that automatically detects anomalies in business a...36.7 Azure AI Anomaly DetectorAzure AI Anomaly Detector is a managed REST API service that enables monitoring and detection of anomalies ...36.7 Elasticsearch Anomaly Detection APIElasticsearch Machine Learning APIs provide a comprehensive suite of anomaly detection capabilities for tim...36.7 PyOD (Python Outlier Detection)PyOD is a comprehensive and scalable Python library for detecting outliers/anomalies in multivariate data. ...36.7 Qlik AutoML Dataset Predictions APIManages AutoML dataset predictions, enabling batch prediction workflows on datasets using trained machine l...36.6 Qlik AutoML Real-Time Predictions APIManages AutoML real-time prediction deployments, enabling on-demand predictions using trained machine learn...36.6 Qlik Machine Learning APIManages machine learning experiments, models, and deployments within Qlik Cloud for predictive analytics.36.6 Abacus.AI APIThe Abacus.AI REST API and first-party Python client library for building generative AI, agent, and structu...35.7 Chaitin Tech machinelearning API机器学习35.3 Vertex AI APIUnified AI platform for building, deploying, and scaling ML models.35.3 Cohere Models APIThe Cohere Models API allows developers to list and retrieve information about available Cohere models, inc...33.5 Mistral AI Fine-Tuning APIFine-tuning API for customizing Mistral models on your own datasets, supporting text, vision, and classifie...33.5 Mistral Embeddings APIGenerate vector embeddings for text and code for retrieval, clustering, classification, and semantic search.33.5 Azure Cognitive Services APIAI and machine learning APIs for vision, speech, language, and decision making.33.1 Apache Spark MLlib APISpark's scalable machine learning library consisting of common learning algorithms and utilities, including...33.0 Azure Cognitive Services APIAI and machine learning APIs for vision, speech, language, and decision making.32.0 SAP AI Core APIREST API for SAP AI Core, enabling training, deployment, and inference of AI and machine learning models wi...30.9 Modelbit Deployment REST APIEvery Modelbit deployment is exposed as a versioned REST inference endpoint. POST an inference request (sin...29.7 Kling AI APIKling AI (可灵) is Kuaishou Technology's generative video and image platform, launched in June 2024 and, by t...29.2 Oracle Database REST API for AutoMLREST APIs for Oracle Machine Learning AutoML capabilities including model building and deployment.29.2 Wasabi AiR APIThe Wasabi AiR (AI Ready) API provides AI-powered media intelligence capabilities for objects stored in Was...28.7 InsightEra NLP Platform APIRESTful Thai natural-language-processing service, branded "ELI" in InsightEra's own showcase, published wit...28.4 RapidCanvas Platform APIBearer-token REST API behind the RapidCanvas platform and the RC CLI. All CLI interactions are HTTPS calls ...28.2 Sarus Gateway APIThe Sarus Gateway is the server component of the Sarus privacy layer. It is deployed inside the customer's ...27.5 Chariot Platform APIPer-tenant REST API for the Chariot AI operations platform, organized as versioned microservice paths under...27.0

Emerging 31 Early or largely undocumented

Signifyd Feedback APIReport observed user outcomes back to Signifyd to close the loop between real-time decisions and production...26.1 MonkeyLearn APIREST API for text analysis including sentiment analysis, keyword extraction, topic classification, and cust...25.7 Cogniac Public APIMulti-tenant REST API for the Cogniac computer-vision platform (CloudCore): manage tenants, applications, s...25.4 Alibaba Cloud APIAlibaba Cloud provides a comprehensive API ecosystem covering all major cloud services including Elastic Co...24.9 Crossing Minds Recommendation APIUniversal B2B recommendation API — ingest users, items, ratings and interactions, then query profile-to-ite...24.0 StormForge Optimize LiveStormForge Optimize Live is a Kubernetes resource rightsizing product that uses machine learning to automat...23.7 Neuracore Platform APIREST backend for the Neuracore robot-learning platform, consumed by the official Neuracore Python SDK and C...23.0 Qlik Machine Learning APIGenerate profile insights, create and manage ML experiments, deploy models, and run predictions in Qlik Cloud.22.6 hila REST APIThe hila REST APIs provide CRUD operations to deploy, manage, and monitor machine-learning models — drift d...22.2 DataVisor Fraud and Risk Platform APIReal-time fraud and risk detection API surface. Customers stream user events and transactions to a DataViso...22.1 NVIDIA Developer APINVIDIA provides developer APIs for GPU computing, AI/ML model training and inference, and graphics. The pla...22.1 Spin Serverless AI APIThe Spin Serverless AI API enables Spin components to run AI inference using built-in language model suppor...22.1 Apache Spark APIApache Spark is the dominant big data processing framework in the Scala ecosystem. Its API enables large-sc...21.5 Kinaxis Developer StudioA low-code and code-first development environment embedded in the Kinaxis Maestro platform that enables bui...20.0 Apache SystemDS Python APIThe SystemDS Python API (systemds) provides a Python interface for building end-to-end ML pipelines. It inc...18.7 Oracle Cloud Infrastructure Data Science APIAPI for managing machine learning models, notebook sessions, and data science projects.17.3 User-friendly Deep Learning (UFDL) APIJSON REST API for the University of Waikato's User-friendly Deep Learning (UFDL) framework, developed by th...17.3 Adversarial Robustness ToolboxART (Adversarial Robustness Toolbox) provides tools for evaluating and defending machine learning models ag...17.2 FeastFeast is an open source feature store for machine learning, providing consistent feature serving across tra...17.2 ONNXOpen Neural Network Exchange (ONNX) is an open format for representing deep learning models, enabling inter...17.2 Apache Mahout SamsaraMahout Samsara is a distributed linear algebra DSL in Scala for building machine learning algorithms on Apa...17.0 PySpark ML (DataFrame-based)DataFrame-based machine learning API with pipelines and feature transformers.16.8 PySpark MLlibMachine learning library with scalable algorithms for classification, regression, clustering, and more.16.8 LeapYear Python ClientThe first-party Python client library for LeapYear Core. The Client class opens an authenticated connection...16.7 UBIX Insights APIThe UBIX Insights API enables programmatic access to AI-generated analytics, insights, and model outputs fr...15.6 UBIX ModelSpace APIAPI for the UBIX ModelSpace module enabling programmatic management of AI/ML models including creation, tra...15.6 Sony Neural Network Libraries (NNabla)NNabla is Sony's open-source deep-learning framework with Python and C++ bindings, dynamic and static compu...15.3 Apache MADlibMADlib provides SQL-callable functions for classification, regression, clustering, dimensionality reduction...14.5 Patch-CLIP Embedding ModelPython research project from the Siemens-Healthineers GitHub org that extends the CLIP architecture with pa...13.4 PyTorch Core APICore PyTorch library for tensor computation and deep learning.13.4 Tamr Core REST APIThe Tamr Core REST API allows programmatic access to Tamr's on-premise master data management application. ...11.7

Minimal 22 Almost no public developer surface

API Harmony ServiceAPI Harmony was an intelligent API matchmaking service that used graph technology and machine learning to s...10.1 Roboflow UniversePre-trained computer vision models7.8 Visage 7 AI Open APIOpen API for integrating third-party and customer AI algorithms into the Visage 7 platform and Visage AI Ac...6.7 ImaggaImage Recognition Solutions like Tagging, Visual Search, NSFW moderation6.2 SkyBiometryFace Detection, Face Recognition and Face Grouping6.2 AI For ThaiFree Various Thai AI API5.7 DeepAIProvides AI-powered APIs for text generation, image processing, and more5.7 DeepcodeAI for code review5.7 DialogflowNatural Language Processing5.7 EXUDE-APIUsed for the primary ways for filtering the stopping, stemming words from the text data5.7 Hirak FaceAPIFace detection, face recognition with age estimation/gender estimation, accurate, no quota limits5.7 InferdoComputer Vision services like Facial detection, Image labeling, NSFW classification5.7 IPS OnlineFace and License Plate Anonymization5.7 IrisnetRealtime content moderation API that blocks or blurs unwanted images in real-time5.7 MachinetutorsAI Solutions: Video/Image Classification & Tagging, NSFW, Icon/Image/Audio Search, NLP5.7 MessengerX.ioA FREE API for developers to build and monetize personalized ML based chat apps5.7 NLP CloudNLP API using spaCy and transformers for NER, sentiments, classification, summarization, and more5.7 OpenVisionAPIOpen source computer vision API based on open source models5.7 PerspectiveNLP API to return probability that if text is toxic, obscene, insulting or threatening5.7 Time DoorA time series analysis API5.7 UnpluggForecasting API for timeseries data5.7 TensorFeedReal-time AI news, model pricing, service status, and agent activity feeds5.4

Score breakdown

Frequency

84.7

log-scaled weighted occurrences

Breadth

29.8

spread across providers

Quality lift

27.1

mean composite of providers using it

Cohesion

20.3

strength of nearest seed neighbor

Where this tag comes from

Provider tag1048

Api tag141

Openapi tag1

Openapi op tag1

Cohort brief

Auto-generated

The 1087 providers in the APIs.io catalog tagged Machine-Learning, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers

1087

all scored

Mean Kin Score

22.5

+1.8 vs catalog 20.7

Mean Agent Readiness

10.1

+0.4 vs catalog 9.7

Spread

0.1–83.3

median 15.9 · σ 17.6

How the 1087 split by band

Exemplar 4Strong 50Developing 188Thin 169Emerging 237Minimal 439

Facet averages, against the whole catalog

Facet	This cohort	Catalog	Difference	Scored
Developer Ergonomics	25	17.9	+7.1	1087
Discoverability	61.7	60.4	+1.3	1087
Contract Governance	7.6	6.4	+1.2	1087
Operational Transparency	12	11.3	+0.7	1087
Contract Quality	17.8	17.5	+0.3	1087
Access Clarity	22.2	22.3	-0.1	1087

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)	23%	16%	+7
MCP server (first-party)	8%	7%	+1
Agent Skills	0%	0%	0
OAuth scopes	8%	9%	-1
Security	91%	88%	+3
Arazzo workflows	4%	2%	+2
Governance rules	13%	13%	0

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 Salesforce 83.3
2 Dynatrace 71.8
3 Anthropic 68.6
4 Google Analytics 68.4
5 Celonis 66.2
6 Amazon SageMaker 65
7 ServiceNow 64.8
8 Refuel 64.6
9 Landing.ai 64.2
10 Cerebras Systems 63.8

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MCP server

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Tools for tags

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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.

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All tags

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As a scored cohort

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The distribution (Pro)

curl "https://apis.io/api/v1/cohorts/tag/machine-learning/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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