canonical · 0.1 market

Machine-Learning

Score 37.1 / 100 1099 providers +39 via APIs 152 APIs Search apis.io →

Variants seen in the corpus: Machine-Learningmachinelearning

Providers using this tag (1099)

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

Exemplar 10 Complete, well-documented, and agent-ready

AnthropicArtificial IntelligenceClaudeFoundation ModelsLarge Language Models6 APIs77.8 Elastic Stack (ELK Stack)AnalyticsLoggingMonitoringObservability3 APIs76.7 Amazon CodeGuru ProfilerAmazonApplication PerformanceProfilingDevOps1 API73.0 Qlik SenseAgentsAnalyticsArtificial IntelligenceBusiness Intelligence90 APIs70.5 DensifyCloud CostContainer OptimizationFinOpsKubernetes22 APIs69.7 MATLABData AnalysisEngineeringNumerical Analysis13 APIs69.7 Oracle PlatformsAnalyticsCloud ComputingDatabaseEnterprise Software6 APIs69.5 Google AnalyticsAnalyticsDataGoogleMetrics6 APIs69.0 Edge ImpulseArtificial IntelligenceEmbedded Machine LearningEdge AI2 APIs68.0 SegmindArtificial IntelligenceGenerative AIInference1 API67.2

Strong 52 Solid coverage with minor gaps

Developing 184 Usable, with meaningful gaps to close

Thin 169 Limited public surface area

Emerging 241 Early or largely undocumented

Minimal 410 Almost no public developer surface

Unrated 33 Not yet scored

APIs with this tag (147)

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 13 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...87.5 Salesforce Einstein Prediction Service APIThe Salesforce Einstein Prediction Service API enables programmatic access to Einstein Analytics prediction...87.5 Salesforce Models APIThe Models API from Salesforce — 2 operation(s) for models.87.5 Dynatrace Davis AI APIThe Dynatrace Davis AI API provides access to the Davis predictive and causal AI platform service for custo...86.5 Appwrite Embeddings APIEmbedding generation used by VectorsDB similarity search, metered in embedding tokens per model. 1 operatio...80.5 Appwrite VectorsDB APIVectorsDB — similarity search as a first-class Appwrite database, announced 2026-09-02. 35 operations acros...80.5 Microsoft Azure AI Foundry APIMicrosoft Foundry is a unified Azure platform-as-a-service offering for enterprise AI operations, model bui...73.3 Qlik AutoML dataset predictions APIUse your ML deployment to generate batch data in file format to predict future outcomes on new data.70.5 Qlik AutoML real-time predictions APIUse your ML deployment to generate real-time results returned as JSON in a synchronous manner to predict fu...70.5 Qlik Machine Learning APIGenerate profile insights, create and manage ML experiments, deploy models, and run predictions in Qlik Cloud.70.5 Qlik Server-Side Extension ProtocolgRPC/protobuf contract for extending the Qlik Associative Engine with external compute. A plugin implements...70.5 Edge Impulse Ingestion APIThe Ingestion API sends new device data into an Edge Impulse project. It accepts sensor (JSON/CBOR/CSV/Parq...68.0 GitHub Models APIThe GitHub Models API provides access to the GitHub Models catalog, letting you list and retrieve details a...67.3

Strong 30 Solid coverage with minor gaps

DialogflowNatural Language Processing65.2 Cloudera AI APIProvision and manage Cloudera AI (formerly Machine Learning) workspaces on an environment. 59 operations. N...64.9 MLflow APITrack experiments, log metrics, and manage ML models using the MLflow tracking and registry APIs.63.4 Model Registry APIManage registered models and model versions in the Databricks Model Registry for model lifecycle management.63.4 Model Serving Endpoints APICreate and manage model serving endpoints for deploying machine learning models as REST API endpoints.63.4 Online Tables APIManage online tables for low-latency serving of feature data in Unity Catalog.63.4 Registered Models APIManage registered models in Unity Catalog for centralized model governance and sharing.63.4 Amazon SageMaker Edge Manager APISageMaker Edge Manager dataplane service for communicating with active edge agents running ML models on edg...63.2 Amazon SageMaker Feature Store Runtime APIData plane API operations for the Amazon SageMaker Feature Store supporting put, delete, and retrieve opera...63.2 Amazon SageMaker Geospatial APIAPIs for creating and managing Amazon SageMaker geospatial capabilities including earth observation jobs an...63.2 Amazon SageMaker Metrics Service APIData plane API operations for Amazon SageMaker Metrics for putting and retrieving metrics related to traini...63.2 Amazon SageMaker Runtime APIThe Amazon SageMaker AI runtime API for invoking deployed model endpoints to get real-time inference predic...63.2 ServiceNow AI Assets APIThe ServiceNow AI Assets API provides REST endpoints to retrieve, update, and create AI assets such as syst...60.7 ServiceNow Predictive Intelligence APIThe ServiceNow Predictive Intelligence API provides REST endpoints for accessing machine learning predictio...60.7 OCI Data Science APIFully managed serverless platform for data science teams to build, train, deploy, and manage machine learni...60.2 OCI Generative AI APIFully managed service providing customizable large language models for chat, text generation, summarization...60.2 IBM watsonx.aiRun text inference, prompt tuning, and more on large language models using the watsonx.ai API for generativ...60.0 IBM watsonx.ai RuntimeBuild, train, and deploy machine learning models with a full range of tools and services for data science a...60.0 Vertex AI APIUnified AI platform for building, deploying, and scaling ML models.59.4 Ximilar APIThe Ximilar REST API at https://api.ximilar.com. One account token in an 'Authorization: Token' header unlo...58.8 Databricks Experiments APIThe Databricks Experiments API allows you to create, update, list, and manage MLflow experiments. Experimen...58.3 Databricks Model Registry APIThe Databricks Model Registry API provides the workspace model registry for managing the full lifecycle of ...58.3 Databricks Model Versions APIThe Databricks Model Versions API allows you to manage model versions within the Unity Catalog model regist...58.3 Databricks Registered Models APIThe Databricks Registered Models API allows you to create, update, list, and delete registered models in th...58.3 Databricks Serving Endpoints APIThe Databricks Serving Endpoints API allows you to create, update, query, and delete model serving endpoint...58.3 TensorFlow QuantumTensorFlow Quantum (TFQ) is a hybrid quantum-classical machine learning library that integrates Cirq circui...57.3 Aignostics Platform APIThe public REST API of the Aignostics Platform. Lists the computational pathology applications and applicat...56.7 Meta Llama APIAccess Meta's Llama large language models including Llama 4 and Llama 3 family for building AI-powered appl...56.7 ChatGPT APIAPI for accessing OpenAI's ChatGPT language models for chat completions and conversations.55.9 VMware Private AI Service APIAPI for VMware Private AI providing on-premises AI and machine learning infrastructure services for deployi...54.3

Developing 32 Usable, with meaningful gaps to close

CloudGuard Inventory - AWS Machine Learning APIAWS machine-learning inventory - SageMaker resources CloudGuard tracks as protected assets.53.7 Crusoe Managed Inference APIOpenAI-compatible inference API from the Crusoe Intelligence Foundry. Send chat/completions and embeddings ...53.6 Mistral AI Fine-Tuning APIFine-tuning API for customizing Mistral models on your own datasets, supporting text, vision, and classifie...52.3 Mistral Embeddings APIGenerate vector embeddings for text and code for retrieval, clustering, classification, and semantic search.52.3 TrueFoundry Model Registry APIThe TrueFoundry Model Registry provides a versioned repository for storing and managing machine learning mo...51.3 Azure OpenAI Service APIAzure OpenAI Service provides REST API access to OpenAI's language models, which power Microsoft 365 Copilo...51.1 Tableau Analytics Extensions APIThe Analytics Extensions API allows integration of external analytics engines such as Python, R, MATLAB, an...50.4 Gemini Nano On-Device AI APIOn-device generative AI powered by Gemini Nano for summarization, proofreading, rewriting, and image descri...49.8 Google ML Kit Android APIsOn-device machine learning APIs for text recognition, face detection, barcode scanning, image labeling, and...49.8 Dataloop Platform APIThe Dataloop (Dell Data Orchestration Engine) platform REST API. Every part of the platform — projects, dat...49.7 PeopleSoft Data Distribution Framework APIFramework for extracting and flattening PeopleSoft data for machine learning and analytics purposes. Uses P...49.4 Tellius Platform APIThe Tellius backend REST and WebSocket API. Authenticate against /api/auth/login for a JWT (or a cookie ses...49.1 Google Cloud Natural Language APIThe Cloud Natural Language API provides natural language understanding technologies including sentiment ana...48.4 Google Cloud Speech-to-Text APIThe Cloud Speech-to-Text API enables developers to convert audio to text using powerful neural network mode...48.4 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...48.4 Google Cloud Translation APIThe Cloud Translation API uses Google neural machine translation technology to let you dynamically translat...48.4 Google Cloud Vision APIThe Cloud Vision API allows developers to integrate vision detection features within applications, includin...48.4 AWS Lookout for MetricsAmazon Lookout for Metrics is a fully managed ML service that automatically detects anomalies in business a...47.7 Azure AI Anomaly DetectorAzure AI Anomaly Detector is a managed REST API service that enables monitoring and detection of anomalies ...47.7 Elasticsearch Anomaly Detection APIElasticsearch Machine Learning APIs provide a comprehensive suite of anomaly detection capabilities for tim...47.7 PyOD (Python Outlier Detection)PyOD is a comprehensive and scalable Python library for detecting outliers/anomalies in multivariate data. ...47.7 Student Proficiency ServiceRenaissance-operated prediction service returning student proficiency on math skills and skill groups, the ...47.5 Workday Illuminate AI APIAI-powered APIs within Workday Illuminate that provide skills and sentiment analysis, document intelligence...46.9 Neuphonic Voice Cloning APIREST API for creating and managing cloned voices. Accepts audio samples (MP3 or WAV, minimum 6 seconds, und...46.6 SAP HANA Predictive Analysis Library (PAL) APIIn-database machine learning and statistical algorithms library providing clustering, classification, regre...46.3 Chrome Built-in AI APIsOn-device AI APIs powered by Gemini Nano built into Chrome for text generation, summarization, translation,...46.2 Spring AI APISpring AI provides a Spring-friendly API and abstractions for building AI-powered applications. It offers a...46.2 Oracle APEX Generative AI APIAPIs for integrating generative AI capabilities into APEX applications, including chat, text generation, an...44.3 Streamlit Python APIThe Streamlit Python library API provides a rich set of functions for building interactive data application...42.9 MLflow Model Registry REST APIMLflow is an open source platform for managing the ML lifecycle, including experiment tracking, reproducibi...42.7 Ray Serve REST APIRay Serve is a scalable model serving library built on Ray, designed for building online inference APIs. Su...42.7 Eaton Smart Ambient Monitoring APIHealthcare-targeted subscription API that derives an "Activities of Daily Living" signal for residents of l...41.1

Thin 23 Limited public surface area

Apache Spark MLlib APISpark's scalable machine learning library consisting of common learning algorithms and utilities, including...38.9 Chalk APIREST + gRPC API for querying features from the Chalk Context Engine — online single-row queries, bulk (feat...38.8 TensorFlow Core APIThe foundational Python and C++ API for building and training machine learning models using TensorFlow.38.2 CyberSource Decision Manager APIREST API for the Decision Manager Service38.1 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...36.5 User-friendly Deep Learning (UFDL) APIJSON REST API for the User-friendly Deep Learning framework built by the University of Waikato's Faculty of...35.5 Cohere Models APIThe Cohere Models API allows developers to list and retrieve information about available Cohere models, inc...34.5 Chaitin Tech machinelearning API机器学习33.8 Oracle Database REST API for AutoMLREST APIs for Oracle Machine Learning AutoML capabilities including model building and deployment.32.2 Affectiva Facial Coding APIThe Affectiva Facial Coding API — branded internally as "EaaS" (Emotion as a Service) — is the cloud servic...32.0 Spin Serverless AI APIThe Spin Serverless AI API enables Spin components to run AI inference using built-in language model suppor...31.1 Wasabi AiR APIThe Wasabi AiR (AI Ready) API provides AI-powered media intelligence capabilities for objects stored in Was...31.1 SAP AI Core APIREST API for SAP AI Core, enabling training, deployment, and inference of AI and machine learning models wi...30.9 Aible APIThe Aible API server (self-reported version 2.0.0) is the control plane behind the Aible platform. Its publ...29.9 Modelbit Deployment REST APIEvery Modelbit deployment is exposed as a versioned REST inference endpoint. POST an inference request (sin...29.4 Apache Mahout SamsaraMahout Samsara is a distributed linear algebra DSL in Scala for building machine learning algorithms on Apa...28.2 Kling AI APIKling AI (可灵) is Kuaishou Technology's generative video and image platform, launched in June 2024 and, by t...28.0 RapidCanvas Platform APIBearer-token REST API behind the RapidCanvas platform and the RC CLI. All CLI interactions are HTTPS calls ...27.1 Chariot Platform APIPer-tenant REST API for the Chariot AI operations platform, organized as versioned microservice paths under...27.0 Sarus Gateway APIThe Sarus Gateway is the server component of the Sarus privacy layer. It is deployed inside the customer's ...26.8

Emerging 27 Early or largely undocumented

Cogniac Public APIMulti-tenant REST API for the Cogniac computer-vision platform (CloudCore): manage tenants, applications, s...26.1 Signifyd Feedback APIReport observed user outcomes back to Signifyd to close the loop between real-time decisions and production...26.1 Alibaba Cloud APIAlibaba Cloud provides a comprehensive API ecosystem covering all major cloud services including Elastic Co...25.7 MonkeyLearn APIREST API for text analysis including sentiment analysis, keyword extraction, topic classification, and cust...25.7 Adversarial Robustness ToolboxART (Adversarial Robustness Toolbox) provides tools for evaluating and defending machine learning models ag...25.4 FeastFeast is an open source feature store for machine learning, providing consistent feature serving across tra...25.4 ONNXOpen Neural Network Exchange (ONNX) is an open format for representing deep learning models, enabling inter...25.4 Crossing Minds Recommendation APIUniversal B2B recommendation API — ingest users, items, ratings and interactions, then query profile-to-ite...25.0 Apache SystemDS Python APIThe SystemDS Python API (systemds) provides a Python interface for building end-to-end ML pipelines. It inc...24.7 Kinaxis Developer StudioA low-code and code-first development environment embedded in the Kinaxis Maestro platform that enables bui...24.7 NVIDIA Developer APINVIDIA provides developer APIs for GPU computing, AI/ML model training and inference, and graphics. The pla...24.0 Neuracore Platform APIREST backend for the Neuracore robot-learning platform, consumed by the official Neuracore Python SDK and C...23.7 StormForge Optimize LiveStormForge Optimize Live is a Kubernetes resource rightsizing product that uses machine learning to automat...23.7 UBIX Insights APIThe UBIX Insights API enables programmatic access to AI-generated analytics, insights, and model outputs fr...23.2 UBIX ModelSpace APIAPI for the UBIX ModelSpace module enabling programmatic management of AI/ML models including creation, tra...23.2 Apache Spark APIApache Spark is the dominant big data processing framework in the Scala ecosystem. Its API enables large-sc...23.0 DataVisor Fraud and Risk Platform APIReal-time fraud and risk detection API surface. Customers stream user events and transactions to a DataViso...22.8 hila REST APIThe hila REST APIs provide CRUD operations to deploy, manage, and monitor machine-learning models — drift d...22.2 PySpark ML (DataFrame-based)DataFrame-based machine learning API with pipelines and feature transformers.20.2 PySpark MLlibMachine learning library with scalable algorithms for classification, regression, clustering, and more.20.2 Sony Neural Network Libraries (NNabla)NNabla is Sony's open-source deep-learning framework with Python and C++ bindings, dynamic and static compu...18.8 Apache MADlibMADlib provides SQL-callable functions for classification, regression, clustering, dimensionality reduction...18.4 LeapYear Python ClientThe first-party Python client library for LeapYear Core. The Client class opens an authenticated connection...16.7 PyTorch Core APICore PyTorch library for tensor computation and deep learning.16.7 AMATDT APIThe backend API of AMATDT, Aethero's first-party model annotation, training and deployment tool, served at ...16.1 Patch-CLIP Embedding ModelPython research project from the Siemens-Healthineers GitHub org that extends the CLIP architecture with pa...15.3 Tamr Core REST APIThe Tamr Core REST API allows programmatic access to Tamr's on-premise master data management application. ...13.2

Minimal 21 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 models9.7 TensorFeedReal-time AI news, model pricing, service status, and agent activity feeds8.2 ImaggaImage Recognition Solutions like Tagging, Visual Search, NSFW moderation8.1 SkyBiometryFace Detection, Face Recognition and Face Grouping8.1 DeepAIProvides AI-powered APIs for text generation, image processing, and more7.6 DeepcodeAI for code review7.6 Hirak FaceAPIFace detection, face recognition with age estimation/gender estimation, accurate, no quota limits7.6 InferdoComputer Vision services like Facial detection, Image labeling, NSFW classification7.6 IrisnetRealtime content moderation API that blocks or blurs unwanted images in real-time7.6 MessengerX.ioA FREE API for developers to build and monetize personalized ML based chat apps7.6 NLP CloudNLP API using spaCy and transformers for NER, sentiments, classification, summarization, and more7.6 PerspectiveNLP API to return probability that if text is toxic, obscene, insulting or threatening7.6 Time DoorA time series analysis API7.6 UnpluggForecasting API for timeseries data7.6 IPS OnlineFace and License Plate Anonymization6.7 OpenVisionAPIOpen source computer vision API based on open source models6.7 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 AI For ThaiFree Various Thai AI API5.7 EXUDE-APIUsed for the primary ways for filtering the stopping, stemming words from the text data5.7 MachinetutorsAI Solutions: Video/Image Classification & Tagging, NSFW, Icon/Image/Audio Search, NLP5.7

Unrated 1 Not yet scored

test.ai ClassifiergRPC service that classifies UI element screenshots into semantic labels. A single RPC, ClassifyElements, t...

Companies reaching this through an API (39)

These companies publish an API, specification or operation carrying “Machine-Learning” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.

Score breakdown

Frequency

84.9

log-scaled weighted occurrences

Breadth

30.3

spread across providers

Quality lift

26.2

mean composite of providers using it

Cohesion

20.1

strength of nearest seed neighbor

Where this tag comes from

Provider tag1106

Api tag152

Openapi tag1

Openapi op tag1

Cohort brief

Auto-generated

The 996 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

996

all scored

Mean Kin Score

24.4

+0.5 vs catalog 23.9

Mean Agent Readiness

11.5

-0.5 vs catalog 12

Spread

1.2–77.8

median 19.3 · σ 17.8

How the 996 split by band

Exemplar 10Strong 52Developing 184Thin 168Emerging 241Minimal 341

Facet averages, against the whole catalog

Facet	This cohort	Catalog	Difference	Scored
Developer Ergonomics	29.1	23.4	+5.7	996
Discoverability	62.2	61.2	+1	996
Contract Governance	6.6	6.4	+0.2	996
Operational Transparency	13.9	13.9	0	996
Contract Quality	18.6	19.8	-1.2	996
Access Clarity	25.2	26.5	-1.3	996

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)	13%	10%	+3
MCP server (first-party)	14%	13%	+1
Agent Skills	0%	0%	0
OAuth scopes	8%	11%	-3
Security	97%	96%	+1
Arazzo workflows	3%	2%	+1
Governance rules	11%	14%	-3

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

Work with this as data

Every tag here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

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.

All 92 tools →

Call it yourself

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This tag

curl "https://apis.io/api/v1/tags/machine-learning"

All tags

curl "https://apis.io/api/v1/tags?limit=25"

As a scored cohort

curl "https://apis.io/api/v1/cohorts/tag/machine-learning"

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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