canonical · -2.6 market

Machine Learning

Score 34.4 / 100 1108 providers +39 via APIs 149 APIs Search apis.io →

Variants seen in the corpus: MLMachine-Learning

Providers using this tag (1108)

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

Exemplar 13 Complete, well-documented, and agent-ready

DensifyCloud CostContainer OptimizationFinOpsKubernetes23 APIs68.0 Edge ImpulseArtificial IntelligenceEmbedded Machine LearningEdge AI2 APIs67.9 ClouderaBig DataData EngineeringData LakehouseData Platform38 APIs66.8 AnthropicLLMAnthropicArtificial IntelligenceClaude5 APIs89.0 ElevenLabsArtificial IntelligenceText-to-SpeechSpeech-to-TextVoice12 APIs80.4 Elastic StackAnalyticsLoggingMonitoringObservability10 APIs76.9 Amazon CodeGuru ProfilerAmazonApplication PerformanceProfilingDevOps1 API73.7 Google AnalyticsAnalyticsDataGoogleMetrics6 APIs72.1 Qlik SenseAgentsAnalyticsArtificial IntelligenceBusiness Intelligence78 APIs71.0 MATLABData AnalysisEngineeringNumerical Analysis13 APIs70.8 GitHub CopilotAgentsArtificial IntelligenceCode GenerationCode Review1 API68.7 SegmindArtificial IntelligenceGenerative AIInference1 API66.9 NexGen CloudCompanyCloudGPUArtificial Intelligence3 APIs66.5

Strong 69 Solid coverage with minor gaps

Developing 162 Usable, with meaningful gaps to close

Thin 162 Limited public surface area

Emerging 227 Early or largely undocumented

Minimal 456 Almost no public developer surface

Unrated 19 Not yet scored

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

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 18 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...88.8 Salesforce Einstein Prediction Service APIThe Salesforce Einstein Prediction Service API enables programmatic access to Einstein Analytics prediction...88.8 Salesforce Models APIThe Salesforce Models API provides Apex classes and REST endpoints that connect applications to large langu...88.8 Dynatrace Davis AI APIThe Dynatrace Davis AI API provides access to the Davis predictive and causal AI platform service for custo...84.5 Appwrite Embeddings APIEmbedding generation used by VectorsDB similarity search, metered in embedding tokens per model. 1 operatio...82.3 Appwrite VectorsDB APIVectorsDB — similarity search as a first-class Appwrite database, announced 2026-09-02. 35 operations acros...82.3 GitHub Models APIThe GitHub Models API provides access to the GitHub Models catalog, letting you list and retrieve details a...79.0 Elastic Ml APIPerform machine learning activities, such as anomaly detection, data frame analytics, and natural language ...77.6 Elastic Stack (ELK Stack) Ml APIThe ml API from Elastic Stack (ELK Stack) — 7 operation(s) for ml.76.9 Microsoft Azure AI Foundry APIMicrosoft Foundry is a unified Azure platform-as-a-service offering for enterprise AI operations, model bui...76.5 Qlik Server-Side Extension ProtocolgRPC/protobuf contract for extending the Qlik Associative Engine with external compute. A plugin implements...71.0 Google Cloud Natural Language APIThe Cloud Natural Language API provides natural language understanding technologies including sentiment ana...68.6 Google Cloud Speech-to-Text APIThe Cloud Speech-to-Text API enables developers to convert audio to text using powerful neural network mode...68.6 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...68.6 Google Cloud Translation APIThe Cloud Translation API uses Google neural machine translation technology to let you dynamically translat...68.6 Google Cloud Vision APIThe Cloud Vision API allows developers to integrate vision detection features within applications, includin...68.6 Edge Impulse Ingestion APIThe Ingestion API sends new device data into an Edge Impulse project. It accepts sensor (JSON/CBOR/CSV/Parq...67.9 Cloudera Ml APIThe Ml API from Cloudera — 59 operation(s) for ml.66.8

Strong 29 Solid coverage with minor gaps

IBM watsonx.aiRun text inference, prompt tuning, and more on large language models using the watsonx.ai API for generativ...66.4 IBM watsonx.ai RuntimeBuild, train, and deploy machine learning models with a full range of tools and services for data science a...66.4 DialogflowNatural Language Processing66.1 ServiceNow AI Assets APIThe ServiceNow AI Assets API provides REST endpoints to retrieve, update, and create AI assets such as syst...66.0 ServiceNow Predictive Intelligence APIThe ServiceNow Predictive Intelligence API provides REST endpoints for accessing machine learning predictio...66.0 Amazon SageMaker Edge Manager APISageMaker Edge Manager dataplane service for communicating with active edge agents running ML models on edg...65.9 Amazon SageMaker Feature Store Runtime APIData plane API operations for the Amazon SageMaker Feature Store supporting put, delete, and retrieve opera...65.9 Amazon SageMaker Geospatial APIAPIs for creating and managing Amazon SageMaker geospatial capabilities including earth observation jobs an...65.9 Amazon SageMaker Metrics Service APIData plane API operations for Amazon SageMaker Metrics for putting and retrieving metrics related to traini...65.9 Amazon SageMaker Runtime APIThe Amazon SageMaker AI runtime API for invoking deployed model endpoints to get real-time inference predic...65.9 OCI Data Science APIFully managed serverless platform for data science teams to build, train, deploy, and manage machine learni...65.9 OCI Generative AI APIFully managed service providing customizable large language models for chat, text generation, summarization...65.9 Paperspace Models APIRegister and manage trained ML models in the Paperspace Gradient model registry. Models can be associated w...64.2 Vertex AI APIUnified AI platform for building, deploying, and scaling ML models.62.3 Amazon Web Services Ml APIThe Ml API from Amazon Web Services — 8 operation(s) for ml.58.5 MLflow APITrack experiments, log metrics, and manage ML models using the MLflow tracking and registry APIs.57.9 Model Registry APIManage registered models and model versions in the Databricks Model Registry for model lifecycle management.57.9 Model Serving Endpoints APICreate and manage model serving endpoints for deploying machine learning models as REST API endpoints.57.9 Online Tables APIManage online tables for low-latency serving of feature data in Unity Catalog.57.9 Registered Models APIManage registered models in Unity Catalog for centralized model governance and sharing.57.9 Ximilar APIThe Ximilar REST API at https://api.ximilar.com. One account token in an 'Authorization: Token' header unlo...57.9 H Company Holo Models APIOpenAI-compatible inference API serving the Holo3 and Holo3.1 vision-language models for computer use — cha...57.7 Crusoe Managed Inference APIOpenAI-compatible inference API from the Crusoe Intelligence Foundry. Send chat/completions and embeddings ...57.4 Databricks Experiments APIThe Databricks Experiments API allows you to create, update, list, and manage MLflow experiments. Experimen...57.1 Databricks Model Registry APIThe Databricks Model Registry API provides the workspace model registry for managing the full lifecycle of ...57.1 Databricks Model Versions APIThe Databricks Model Versions API allows you to manage model versions within the Unity Catalog model regist...57.1 Databricks Registered Models APIThe Databricks Registered Models API allows you to create, update, list, and delete registered models in th...57.1 Databricks Serving Endpoints APIThe Databricks Serving Endpoints API allows you to create, update, query, and delete model serving endpoint...57.1 Meta Llama APIAccess Meta's Llama large language models including Llama 4 and Llama 3 family for building AI-powered appl...56.5

Developing 25 Usable, with meaningful gaps to close

TensorFlow QuantumTensorFlow Quantum (TFQ) is a hybrid quantum-classical machine learning library that integrates Cirq circui...53.7 Assembled Forecasts APIRetrieve Assembled's ML-generated forecasts, forecast totals, manual adjustments, and detected outliers. Th...51.7 VMware Private AI Service APIAPI for VMware Private AI providing on-premises AI and machine learning infrastructure services for deployi...51.3 Tellius Platform APIThe Tellius backend REST and WebSocket API. Authenticate against /api/auth/login for a JWT (or a cookie ses...50.9 Dataloop Platform APIThe Dataloop (Dell Data Orchestration Engine) platform REST API. Every part of the platform — projects, dat...50.8 Azure OpenAI Service APIAzure OpenAI Service provides REST API access to OpenAI's language models, which power Microsoft 365 Copilo...50.3 Tableau Analytics Extensions APIThe Analytics Extensions API allows integration of external analytics engines such as Python, R, MATLAB, an...49.9 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 PeopleSoft Data Distribution Framework APIFramework for extracting and flattening PeopleSoft data for machine learning and analytics purposes. Uses P...49.8 TrueFoundry Model Registry APIThe TrueFoundry Model Registry provides a versioned repository for storing and managing machine learning mo...48.5 Mistral AI Fine-Tuning APIFine-tuning API for customizing Mistral models on your own datasets, supporting text, vision, and classifie...47.7 Mistral Embeddings APIGenerate vector embeddings for text and code for retrieval, clustering, classification, and semantic search.47.7 Workday Illuminate AI APIAI-powered APIs within Workday Illuminate that provide skills and sentiment analysis, document intelligence...46.5 Chrome Built-in AI APIsOn-device AI APIs powered by Gemini Nano built into Chrome for text generation, summarization, translation,...46.2 SAP HANA Predictive Analysis Library (PAL) APIIn-database machine learning and statistical algorithms library providing clustering, classification, regre...45.2 Eaton Smart Ambient Monitoring APIHealthcare-targeted subscription API that derives an "Activities of Daily Living" signal for residents of l...43.8 Oracle APEX Generative AI APIAPIs for integrating generative AI capabilities into APEX applications, including chat, text generation, an...43.3 AWS Lookout for MetricsAmazon Lookout for Metrics is a fully managed ML service that automatically detects anomalies in business a...42.8 Azure AI Anomaly DetectorAzure AI Anomaly Detector is a managed REST API service that enables monitoring and detection of anomalies ...42.8 Elasticsearch Anomaly Detection APIElasticsearch Machine Learning APIs provide a comprehensive suite of anomaly detection capabilities for tim...42.8 PyOD (Python Outlier Detection)PyOD is a comprehensive and scalable Python library for detecting outliers/anomalies in multivariate data. ...42.8 Chalk APIREST + gRPC API for querying features from the Chalk Context Engine — online single-row queries, bulk (feat...42.5 Streamlit Python APIThe Streamlit Python library API provides a rich set of functions for building interactive data application...41.9 Spring AI APISpring AI provides a Spring-friendly API and abstractions for building AI-powered applications. It offers a...40.0

Thin 26 Limited public surface area

Abacus.AI APIThe Abacus.AI REST API and first-party Python client library for building generative AI, agent, and structu...38.4 Cohere Models APIThe Cohere Models API allows developers to list and retrieve information about available Cohere models, inc...38.0 Kumo REST APIAutomate and schedule predictive query training and batch predictions. Retrain a predictive query (re-inges...37.0 Apache Spark MLlib APISpark's scalable machine learning library consisting of common learning algorithms and utilities, including...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 Neuphonic Voice Cloning APIREST API for creating and managing cloned voices. Accepts audio samples (MP3 or WAV, minimum 6 seconds, und...35.6 TensorFlow Core APIThe foundational Python and C++ API for building and training machine learning models using TensorFlow.35.1 Chaitin Tech Machinelearning API机器学习34.5 CyberSource Decision Manager APIREST API for the Decision Manager Service33.8 MLflow Model Registry REST APIMLflow is an open source platform for managing the ML lifecycle, including experiment tracking, reproducibi...33.8 Ray Serve REST APIRay Serve is a scalable model serving library built on Ray, designed for building online inference APIs. Su...33.8 Kibana Ml APIEnables you to synchronize machine learning saved objects.33.1 Kinaxis Developer StudioA low-code and code-first development environment embedded in the Kinaxis Maestro platform that enables bui...31.8 Planet Analytics APIAccess to Planet Analytics Feeds, including building, road, ship, and change detection outputs derived from...31.5 Aible APIThe Aible API server (self-reported version 2.0.0) is the control plane behind the Aible platform. Its publ...31.2 Kling AI APIKling AI (可灵) is Kuaishou Technology's generative video and image platform, launched in June 2024 and, by t...29.6 RapidCanvas Platform APIBearer-token REST API behind the RapidCanvas platform and the RC CLI. All CLI interactions are HTTPS calls ...29.3 VictoriaMetrics Anomaly Detection (vmanomaly)Enterprise-only ML-driven anomaly detection. Reads via Prometheus query API, writes anomaly scores back via...29.3 Spin Serverless AI APIThe Spin Serverless AI API enables Spin components to run AI inference using built-in language model suppor...28.7 Neuracore Platform APIREST backend for the Neuracore robot-learning platform, consumed by the official Neuracore Python SDK and C...28.0 Modelbit Deployment REST APIEvery Modelbit deployment is exposed as a versioned REST inference endpoint. POST an inference request (sin...27.8 Apache Mahout SamsaraMahout Samsara is a distributed linear algebra DSL in Scala for building machine learning algorithms on Apa...27.7 Cogniac Public APIMulti-tenant REST API for the Cogniac computer-vision platform (CloudCore): manage tenants, applications, s...27.0 Sarus Gateway APIThe Sarus Gateway is the server component of the Sarus privacy layer. It is deployed inside the customer's ...27.0 Signifyd Feedback APIReport observed user outcomes back to Signifyd to close the loop between real-time decisions and production...26.4

Emerging 27 Early or largely undocumented

Chariot Platform APIPer-tenant REST API for the Chariot AI operations platform, organized as versioned microservice paths under...25.6 Crossing Minds Recommendation APIUniversal B2B recommendation API — ingest users, items, ratings and interactions, then query profile-to-ite...24.8 User-friendly Deep Learning (UFDL) APIJSON REST API for the User-friendly Deep Learning framework built by the University of Waikato's Faculty of...24.4 Apache SystemDS Python APIThe SystemDS Python API (systemds) provides a Python interface for building end-to-end ML pipelines. It inc...24.2 Wasabi AiR APIThe Wasabi AiR (AI Ready) API provides AI-powered media intelligence capabilities for objects stored in Was...24.0 DataVisor Fraud and Risk Platform APIReal-time fraud and risk detection API surface. Customers stream user events and transactions to a DataViso...23.9 SAP AI Core APIREST API for SAP AI Core, enabling training, deployment, and inference of AI and machine learning models wi...23.5 hila REST APIThe hila REST APIs provide CRUD operations to deploy, manage, and monitor machine-learning models — drift d...23.3 DataDome Bot ProtectBot Protect is DataDome's core bot management product, scoring every request against the platform's threat ...22.9 Adversarial Robustness ToolboxART (Adversarial Robustness Toolbox) provides tools for evaluating and defending machine learning models ag...22.4 FeastFeast is an open source feature store for machine learning, providing consistent feature serving across tra...22.4 ONNXOpen Neural Network Exchange (ONNX) is an open format for representing deep learning models, enabling inter...22.4 StormForge Optimize LiveStormForge Optimize Live is a Kubernetes resource rightsizing product that uses machine learning to automat...21.2 UBIX Insights APIThe UBIX Insights API enables programmatic access to AI-generated analytics, insights, and model outputs fr...20.1 UBIX ModelSpace APIAPI for the UBIX ModelSpace module enabling programmatic management of AI/ML models including creation, tra...20.1 Alibaba Cloud APIAlibaba Cloud provides a comprehensive API ecosystem covering all major cloud services including Elastic Co...19.9 Apache MADlibMADlib provides SQL-callable functions for classification, regression, clustering, dimensionality reduction...17.9 PySpark ML (DataFrame-based)DataFrame-based machine learning API with pipelines and feature transformers.17.8 PySpark MLlibMachine learning library with scalable algorithms for classification, regression, clustering, and more.17.8 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 MonkeyLearn APIREST API for text analysis including sentiment analysis, keyword extraction, topic classification, and cust...17.0 LeapYear Python ClientThe first-party Python client library for LeapYear Core. The Client class opens an authenticated connection...16.6 Patch-CLIP Embedding ModelPython research project from the Siemens-Healthineers GitHub org that extends the CLIP architecture with pa...16.1 AMATDT APIThe backend API of AMATDT, Aethero's first-party model annotation, training and deployment tool, served at ...14.5 PyTorch Core APICore PyTorch library for tensor computation and deep learning.13.5 MavericMaveric is a platform that uses AI/ML to provide realistic cellular network simulations and reference examp...13.0 Tamr Core REST APIThe Tamr Core REST API allows programmatic access to Tamr's on-premise master data management application. ...12.2

Minimal 23 Almost no public developer surface

NVIDIA DGX Cloud Lepton APIManaged AI platform API exposing model endpoints (HTTP server with OpenAI-compatible chat surface), dev ses...10.8 NVIDIA Developer APINVIDIA provides developer APIs for GPU computing, AI/ML model training and inference, and graphics. The pla...10.3 API Harmony ServiceAPI Harmony was an intelligent API matchmaking service that used graph technology and machine learning to s...9.1 TensorFeedReal-time AI news, model pricing, service status, and agent activity feeds8.3 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...7.5 DeepcodeAI for code review7.3 MessengerX.ioA FREE API for developers to build and monetize personalized ML based chat apps7.3 DeepAIProvides AI-powered APIs for text generation, image processing, and more5.6 ImaggaImage Recognition Solutions like Tagging, Visual Search, NSFW moderation5.6 SkyBiometryFace Detection, Face Recognition and Face Grouping5.6 Hirak FaceAPIFace detection, face recognition with age estimation/gender estimation, accurate, no quota limits5.1 IrisnetRealtime content moderation API that blocks or blurs unwanted images in real-time5.1 NLP CloudNLP API using spaCy and transformers for NER, sentiments, classification, summarization, and more5.1 PerspectiveNLP API to return probability that if text is toxic, obscene, insulting or threatening5.1 Time DoorA time series analysis API5.1 UnpluggForecasting API for timeseries data5.1 IPS OnlineFace and License Plate Anonymization4.2 OpenVisionAPIOpen source computer vision API based on open source models4.2 AI For ThaiFree Various Thai AI API3.7 EXUDE-APIUsed for the primary ways for filtering the stopping, stemming words from the text data3.2 MachinetutorsAI Solutions: Video/Image Classification & Tagging, NSFW, Icon/Image/Audio Search, NLP3.2 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 (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

83.5

log-scaled weighted occurrences

Breadth

24.8

spread across providers

Quality lift

23.4

mean composite of providers using it

Cohesion

17.3

strength of nearest seed neighbor

Where this tag sits

1108 providers carry this tag directly, and 1150 counting the 8 narrower tags below — 42 more to reach.

Artificial Intelligence broader AI Research 10 providers Data Annotation 15 providers Model Deployment 16 providers Model Serving 16 providers Model Training 22 providers Deep Learning 51 providers Reinforcement Learning 39 providers Data Labeling 22 providers

Where this tag comes from

Provider tag1121

Api tag149

Openapi tag3

Openapi op tag4

Cohort brief

Auto-generated

The 1012 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

1012

of 1108 in the catalog

Mean Kin Score

23.8

+1.6 vs catalog 22.2

Mean Agent Readiness

11.3

-0.7 vs catalog 12

Spread

0–89

median 18.1 · σ 18.8

How the 1012 split by band

Exemplar 13Strong 68Developing 162Thin 162Emerging 227Minimal 380

Facet averages, against the whole catalog

Facet	This cohort	Catalog	Difference	Scored
Developer Ergonomics	28.5	23.2	+5.3	1012
Access Clarity	26.7	23.9	+2.8	1012
Discoverability	59	57.9	+1.1	1012
Operational Transparency	13.8	13	+0.8	1012
Contract Governance	6.5	6.5	0	1012
Contract Quality	16.3	17.2	-0.9	1012

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%	13%	+2
MCP server (first-party)	13%	12%	+1
Agent Skills	0%	0%	0
OAuth scopes	8%	11%	-3
Security	97%	98%	-1
Arazzo workflows	3%	2%	+1
Governance rules	13%	16%	-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 →

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This tag

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

All tags

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As a scored cohort

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The distribution (Pro)

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