canonical market

Machine Learning

Score 36.9 / 100 1106 providers +42 via APIs 152 APIs Search apis.io →

Variants seen in the corpus: MLMachine-Learning

Providers using this tag (1106)

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

Exemplar 15 Complete, well-documented, and agent-ready

Strong 55 Solid coverage with minor gaps

Developing 173 Usable, with meaningful gaps to close

Thin 168 Limited public surface area

Emerging 228 Early or largely undocumented

Minimal 448 Almost no public developer surface

Unrated 19 Not yet scored

AdkuCompanyE-CommercePersonalization ArimoCompanyArtificial IntelligenceDeep Learning CazenaCompanyBig DataData LakeAnalytics CitadelCompanyDefenseCounter-UASDrones Curious AiCompanyArtificial IntelligenceComputer Vision DatafleetsCompanyDataPrivacyFederated Learning DrawbridgeCompanyEnterpriseAdvertisingIdentity ElasticaCompanySecurityCloud SecurityCASB FliptopCompanyPredictive MarketingCustomer IntelligenceLead Scoring FogHorn Systems (Johnson Controls)CompanyAi AppsEdge AIIndustrial IoT HeadsUpCompanyProduct-Led GrowthGo-To-MarketSales HNCCompanyFraud PreventionPredictive Analytics ImpiraCompanyDocument AIIntelligent Document Processing Jask LabsCompanySecurityCybersecuritySecurity Operations Kindred AiCompanyRoboticsArtificial Intelligence NeuralMagicCompanyArtificial IntelligenceInference Patch BiosciencesCompanySynthetic BiologyGenetic MedicineGene Therapy TetraCompanyArtificial IntelligenceOn-Device AI VersiveCompanySecurityCybersecurityArtificial Intelligence

APIs with this tag (148)

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 28 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...91.0 Salesforce Einstein Prediction Service APIThe Salesforce Einstein Prediction Service API enables programmatic access to Einstein Analytics prediction...91.0 Salesforce Models APIThe Salesforce Models API provides Apex classes and REST endpoints that connect applications to large langu...91.0 Dynatrace Davis AI APIThe Dynatrace Davis AI API provides access to the Davis predictive and causal AI platform service for custo...86.3 Appwrite Embeddings APIEmbedding generation used by VectorsDB similarity search, metered in embedding tokens per model. 1 operatio...83.2 Appwrite VectorsDB APIVectorsDB — similarity search as a first-class Appwrite database, announced 2026-09-02. 35 operations acros...83.2 GitHub Models APIThe GitHub Models API provides access to the GitHub Models catalog, letting you list and retrieve details a...80.3 Elastic Stack (ELK Stack) Ml APIThe ml API from Elastic Stack (ELK Stack) — 7 operation(s) for ml.78.0 Microsoft Azure AI Foundry APIMicrosoft Foundry is a unified Azure platform-as-a-service offering for enterprise AI operations, model bui...76.2 Elastic Ml APIPerform machine learning activities, such as anomaly detection, data frame analytics, and natural language ...74.2 Qlik Server-Side Extension ProtocolgRPC/protobuf contract for extending the Qlik Associative Engine with external compute. A plugin implements...72.0 Cloudera Ml APIThe Ml API from Cloudera — 59 operation(s) for ml.70.3 Google Cloud Natural Language APIThe Cloud Natural Language API provides natural language understanding technologies including sentiment ana...70.1 Google Cloud Speech-to-Text APIThe Cloud Speech-to-Text API enables developers to convert audio to text using powerful neural network mode...70.1 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...70.1 Google Cloud Translation APIThe Cloud Translation API uses Google neural machine translation technology to let you dynamically translat...70.1 Google Cloud Vision APIThe Cloud Vision API allows developers to integrate vision detection features within applications, includin...70.1 Edge Impulse Ingestion APIThe Ingestion API sends new device data into an Edge Impulse project. It accepts sensor (JSON/CBOR/CSV/Parq...69.4 IBM watsonx.aiRun text inference, prompt tuning, and more on large language models using the watsonx.ai API for generativ...69.1 IBM watsonx.ai RuntimeBuild, train, and deploy machine learning models with a full range of tools and services for data science a...69.1 ServiceNow AI Assets APIThe ServiceNow AI Assets API provides REST endpoints to retrieve, update, and create AI assets such as syst...67.5 ServiceNow Predictive Intelligence APIThe ServiceNow Predictive Intelligence API provides REST endpoints for accessing machine learning predictio...67.5 DialogflowNatural Language Processing67.4 Amazon SageMaker Edge Manager APISageMaker Edge Manager dataplane service for communicating with active edge agents running ML models on edg...67.3 Amazon SageMaker Feature Store Runtime APIData plane API operations for the Amazon SageMaker Feature Store supporting put, delete, and retrieve opera...67.3 Amazon SageMaker Geospatial APIAPIs for creating and managing Amazon SageMaker geospatial capabilities including earth observation jobs an...67.3 Amazon SageMaker Metrics Service APIData plane API operations for Amazon SageMaker Metrics for putting and retrieving metrics related to traini...67.3 Amazon SageMaker Runtime APIThe Amazon SageMaker AI runtime API for invoking deployed model endpoints to get real-time inference predic...67.3

Strong 20 Solid coverage with minor gaps

OCI Data Science APIFully managed serverless platform for data science teams to build, train, deploy, and manage machine learni...66.0 OCI Generative AI APIFully managed service providing customizable large language models for chat, text generation, summarization...66.0 Databricks Experiments APIThe Databricks Experiments API allows you to create, update, list, and manage MLflow experiments. Experimen...65.3 Databricks Model Registry APIThe Databricks Model Registry API provides the workspace model registry for managing the full lifecycle of ...65.3 Databricks Model Versions APIThe Databricks Model Versions API allows you to manage model versions within the Unity Catalog model regist...65.3 Databricks Registered Models APIThe Databricks Registered Models API allows you to create, update, list, and delete registered models in th...65.3 Databricks Serving Endpoints APIThe Databricks Serving Endpoints API allows you to create, update, query, and delete model serving endpoint...65.3 Paperspace Models APIRegister and manage trained ML models in the Paperspace Gradient model registry. Models can be associated w...65.1 MLflow APITrack experiments, log metrics, and manage ML models using the MLflow tracking and registry APIs.63.1 Model Registry APIManage registered models and model versions in the Databricks Model Registry for model lifecycle management.63.1 Model Serving Endpoints APICreate and manage model serving endpoints for deploying machine learning models as REST API endpoints.63.1 Online Tables APIManage online tables for low-latency serving of feature data in Unity Catalog.63.1 Registered Models APIManage registered models in Unity Catalog for centralized model governance and sharing.63.1 Vertex AI APIUnified AI platform for building, deploying, and scaling ML models.62.9 Amazon Web Services Ml APIThe Ml API from Amazon Web Services — 8 operation(s) for ml.59.6 Ximilar APIThe Ximilar REST API at https://api.ximilar.com. One account token in an 'Authorization: Token' header unlo...59.4 Meta Llama APIAccess Meta's Llama large language models including Llama 4 and Llama 3 family for building AI-powered appl...58.0 TensorFlow QuantumTensorFlow Quantum (TFQ) is a hybrid quantum-classical machine learning library that integrates Cirq circui...57.7 Assembled Forecasts APIRetrieve Assembled's ML-generated forecasts, forecast totals, manual adjustments, and detected outliers. Th...57.5 Crusoe Managed Inference APIOpenAI-compatible inference API from the Crusoe Intelligence Foundry. Send chat/completions and embeddings ...56.9

Developing 27 Usable, with meaningful gaps to close

VMware Private AI Service APIAPI for VMware Private AI providing on-premises AI and machine learning infrastructure services for deployi...52.3 Azure OpenAI Service APIAzure OpenAI Service provides REST API access to OpenAI's language models, which power Microsoft 365 Copilo...51.8 H Company Holo Models APIOpenAI-compatible inference API serving the Holo3 and Holo3.1 vision-language models for computer use — cha...51.8 Dataloop Platform APIThe Dataloop (Dell Data Orchestration Engine) platform REST API. Every part of the platform — projects, dat...51.2 PeopleSoft Data Distribution Framework APIFramework for extracting and flattening PeopleSoft data for machine learning and analytics purposes. Uses P...50.9 Tableau Analytics Extensions APIThe Analytics Extensions API allows integration of external analytics engines such as Python, R, MATLAB, an...50.9 Tellius Platform APIThe Tellius backend REST and WebSocket API. Authenticate against /api/auth/login for a JWT (or a cookie ses...50.8 TrueFoundry Model Registry APIThe TrueFoundry Model Registry provides a versioned repository for storing and managing machine learning mo...50.0 Gemini Nano On-Device AI APIOn-device generative AI powered by Gemini Nano for summarization, proofreading, rewriting, and image descri...49.9 Google ML Kit Android APIsOn-device machine learning APIs for text recognition, face detection, barcode scanning, image labeling, and...49.9 Mistral AI Fine-Tuning APIFine-tuning API for customizing Mistral models on your own datasets, supporting text, vision, and classifie...49.6 Mistral Embeddings APIGenerate vector embeddings for text and code for retrieval, clustering, classification, and semantic search.49.6 Eaton Smart Ambient Monitoring APIHealthcare-targeted subscription API that derives an "Activities of Daily Living" signal for residents of l...49.5 Workday Illuminate AI APIAI-powered APIs within Workday Illuminate that provide skills and sentiment analysis, document intelligence...48.1 Chrome Built-in AI APIsOn-device AI APIs powered by Gemini Nano built into Chrome for text generation, summarization, translation,...47.5 AWS Lookout for MetricsAmazon Lookout for Metrics is a fully managed ML service that automatically detects anomalies in business a...46.9 Azure AI Anomaly DetectorAzure AI Anomaly Detector is a managed REST API service that enables monitoring and detection of anomalies ...46.9 Elasticsearch Anomaly Detection APIElasticsearch Machine Learning APIs provide a comprehensive suite of anomaly detection capabilities for tim...46.9 PyOD (Python Outlier Detection)PyOD is a comprehensive and scalable Python library for detecting outliers/anomalies in multivariate data. ...46.9 Oracle APEX Generative AI APIAPIs for integrating generative AI capabilities into APEX applications, including chat, text generation, an...45.2 SAP HANA Predictive Analysis Library (PAL) APIIn-database machine learning and statistical algorithms library providing clustering, classification, regre...44.8 Spring AI APISpring AI provides a Spring-friendly API and abstractions for building AI-powered applications. It offers a...44.4 Neuphonic Voice Cloning APIREST API for creating and managing cloned voices. Accepts audio samples (MP3 or WAV, minimum 6 seconds, und...43.9 Streamlit Python APIThe Streamlit Python library API provides a rich set of functions for building interactive data application...43.1 Chalk APIREST + gRPC API for querying features from the Chalk Context Engine — online single-row queries, bulk (feat...42.4 MLflow Model Registry REST APIMLflow is an open source platform for managing the ML lifecycle, including experiment tracking, reproducibi...39.5 Ray Serve REST APIRay Serve is a scalable model serving library built on Ray, designed for building online inference APIs. Su...39.5

Thin 24 Limited public surface area

Abacus.AI APIThe Abacus.AI REST API and first-party Python client library for building generative AI, agent, and structu...38.7 Apache Spark MLlib APISpark's scalable machine learning library consisting of common learning algorithms and utilities, including...38.3 CyberSource Decision Manager APIREST API for the Decision Manager Service37.5 Kumo REST APIAutomate and schedule predictive query training and batch predictions. Retrain a predictive query (re-inges...37.3 Planet Analytics APIAccess to Planet Analytics Feeds, including building, road, ship, and change detection outputs derived from...36.9 TensorFlow Core APIThe foundational Python and C++ API for building and training machine learning models using TensorFlow.36.6 OpenMLDB APIServer REST APIThe HTTP/JSON surface of OpenMLDB's optional APIServer module — insert rows into a table, invoke a deployed...36.0 OpenMLDB Cluster RPC ServicesThe Protobuf/brpc service contracts behind an OpenMLDB cluster — TabletServer, NameServer, TaskManager, the...36.0 Kibana Ml APIEnables you to synchronize machine learning saved objects.34.0 Chaitin Tech Machinelearning API机器学习33.9 Cohere Models APIThe Cohere Models API allows developers to list and retrieve information about available Cohere models, inc...32.9 User-friendly Deep Learning (UFDL) APIJSON REST API for the User-friendly Deep Learning framework built by the University of Waikato's Faculty of...31.1 Wasabi AiR APIThe Wasabi AiR (AI Ready) API provides AI-powered media intelligence capabilities for objects stored in Was...30.9 Kling AI APIKling AI (可灵) is Kuaishou Technology's generative video and image platform, launched in June 2024 and, by t...30.0 Spin Serverless AI APIThe Spin Serverless AI API enables Spin components to run AI inference using built-in language model suppor...30.0 VictoriaMetrics Anomaly Detection (vmanomaly)Enterprise-only ML-driven anomaly detection. Reads via Prometheus query API, writes anomaly scores back via...29.5 Aible APIThe Aible API server (self-reported version 2.0.0) is the control plane behind the Aible platform. Its publ...29.4 SAP AI Core APIREST API for SAP AI Core, enabling training, deployment, and inference of AI and machine learning models wi...29.3 RapidCanvas Platform APIBearer-token REST API behind the RapidCanvas platform and the RC CLI. All CLI interactions are HTTPS calls ...29.2 DataDome Bot ProtectBot Protect is DataDome's core bot management product, scoring every request against the platform's threat ...28.9 Apache Mahout SamsaraMahout Samsara is a distributed linear algebra DSL in Scala for building machine learning algorithms on Apa...27.9 Modelbit Deployment REST APIEvery Modelbit deployment is exposed as a versioned REST inference endpoint. POST an inference request (sin...27.8 Cogniac Public APIMulti-tenant REST API for the Cogniac computer-vision platform (CloudCore): manage tenants, applications, s...26.9 Sarus Gateway APIThe Sarus Gateway is the server component of the Sarus privacy layer. It is deployed inside the customer's ...26.9

Emerging 28 Early or largely undocumented

Chariot Platform APIPer-tenant REST API for the Chariot AI operations platform, organized as versioned microservice paths under...25.6 Signifyd Feedback APIReport observed user outcomes back to Signifyd to close the loop between real-time decisions and production...25.0 Kinaxis Developer StudioA low-code and code-first development environment embedded in the Kinaxis Maestro platform that enables bui...24.8 Crossing Minds Recommendation APIUniversal B2B recommendation API — ingest users, items, ratings and interactions, then query profile-to-ite...24.7 Apache SystemDS Python APIThe SystemDS Python API (systemds) provides a Python interface for building end-to-end ML pipelines. It inc...24.3 Adversarial Robustness ToolboxART (Adversarial Robustness Toolbox) provides tools for evaluating and defending machine learning models ag...23.7 FeastFeast is an open source feature store for machine learning, providing consistent feature serving across tra...23.7 hila REST APIThe hila REST APIs provide CRUD operations to deploy, manage, and monitor machine-learning models — drift d...23.7 ONNXOpen Neural Network Exchange (ONNX) is an open format for representing deep learning models, enabling inter...23.7 Neuracore Platform APIREST backend for the Neuracore robot-learning platform, consumed by the official Neuracore Python SDK and C...23.3 MonkeyLearn APIREST API for text analysis including sentiment analysis, keyword extraction, topic classification, and cust...22.7 StormForge Optimize LiveStormForge Optimize Live is a Kubernetes resource rightsizing product that uses machine learning to automat...22.7 UBIX Insights APIThe UBIX Insights API enables programmatic access to AI-generated analytics, insights, and model outputs fr...22.1 UBIX ModelSpace APIAPI for the UBIX ModelSpace module enabling programmatic management of AI/ML models including creation, tra...22.1 DataVisor Fraud and Risk Platform APIReal-time fraud and risk detection API surface. Customers stream user events and transactions to a DataViso...21.8 Alibaba Cloud APIAlibaba Cloud provides a comprehensive API ecosystem covering all major cloud services including Elastic Co...19.8 PySpark ML (DataFrame-based)DataFrame-based machine learning API with pipelines and feature transformers.19.3 PySpark MLlibMachine learning library with scalable algorithms for classification, regression, clustering, and more.19.3 Apache MADlibMADlib provides SQL-callable functions for classification, regression, clustering, dimensionality reduction...18.0 Sony Neural Network Libraries (NNabla)NNabla is Sony's open-source deep-learning framework with Python and C++ bindings, dynamic and static compu...17.4 LeapYear Python ClientThe first-party Python client library for LeapYear Core. The Client class opens an authenticated connection...16.5 PyTorch Core APICore PyTorch library for tensor computation and deep learning.15.0 Patch-CLIP Embedding ModelPython research project from the Siemens-Healthineers GitHub org that extends the CLIP architecture with pa...14.7 MavericMaveric is a platform that uses AI/ML to provide realistic cellular network simulations and reference examp...14.6 AMATDT APIThe backend API of AMATDT, Aethero's first-party model annotation, training and deployment tool, served at ...14.4 NVIDIA DGX Cloud Lepton APIManaged AI platform API exposing model endpoints (HTTP server with OpenAI-compatible chat surface), dev ses...12.3 Tamr Core REST APIThe Tamr Core REST API allows programmatic access to Tamr's on-premise master data management application. ...12.1 NVIDIA Developer APINVIDIA provides developer APIs for GPU computing, AI/ML model training and inference, and graphics. The pla...11.8

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...9.2 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...7.0 TensorFeedReal-time AI news, model pricing, service status, and agent activity feeds6.8 DeepcodeAI for code review5.8 MessengerX.ioA FREE API for developers to build and monetize personalized ML based chat apps5.8 ImaggaImage Recognition Solutions like Tagging, Visual Search, NSFW moderation5.5 SkyBiometryFace Detection, Face Recognition and Face Grouping5.5 DeepAIProvides AI-powered APIs for text generation, image processing, and more5.0 Hirak FaceAPIFace detection, face recognition with age estimation/gender estimation, accurate, no quota limits5.0 IrisnetRealtime content moderation API that blocks or blurs unwanted images in real-time5.0 NLP CloudNLP API using spaCy and transformers for NER, sentiments, classification, summarization, and more5.0 PerspectiveNLP API to return probability that if text is toxic, obscene, insulting or threatening5.0 Time DoorA time series analysis API5.0 UnpluggForecasting API for timeseries data5.0 IPS OnlineFace and License Plate Anonymization4.2 OpenVisionAPIOpen source computer vision API based on open source models4.1 AI For ThaiFree Various Thai AI API3.1 EXUDE-APIUsed for the primary ways for filtering the stopping, stemming words from the text data3.1 MachinetutorsAI Solutions: Video/Image Classification & Tagging, NSFW, Icon/Image/Audio Search, NLP3.1 test.ai ClassifiergRPC service that classifies UI element screenshots into semantic labels. A single RPC, ClassifyElements, t...0.0

Companies reaching this through an API (42)

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

28.7

spread across providers

Quality lift

27.4

mean composite of providers using it

Cohesion

19.9

strength of nearest seed neighbor

Where this tag sits

1106 providers carry this tag directly, and 1149 counting the 8 narrower tags below — 43 more to reach.

Artificial Intelligence broader AI Research 10 providers Data Annotation 13 providers Model Deployment 16 providers Model Serving 14 providers Model Training 19 providers Deep Learning 52 providers Reinforcement Learning 40 providers Data Labeling 22 providers

Where this tag comes from

Provider tag1106

Api tag151

Openapi tag4

Openapi op tag4

Cohort brief

Auto-generated

The 1013 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

1013

all scored

Mean Kin Score

23.8

+0.9 vs catalog 22.9

Mean Agent Readiness

11.2

-0.7 vs catalog 11.9

Spread

0–81.8

median 18.2 · σ 18.6

How the 1013 split by band

Exemplar 15Strong 55Developing 173Thin 168Emerging 228Minimal 374

Facet averages, against the whole catalog

Facet	This cohort	Catalog	Difference	Scored
Developer Ergonomics	28.9	23.2	+5.7	1013
Discoverability	59.1	58.1	+1	1013
Contract Governance	6.5	6.3	+0.2	1013
Operational Transparency	13.9	13.7	+0.2	1013
Contract Quality	16.7	17.6	-0.9	1013
Access Clarity	25.5	26.5	-1	1013

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)	15%	14%	+1
MCP server (first-party)	13%	12%	+1
Agent Skills	0%	0%	0
OAuth scopes	8%	11%	-3
Security	98%	98%	0
Arazzo workflows	3%	2%	+1
Governance rules	12%	14%	-2

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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