established · 2.3 capability schema

Python

Score 28.1 / 100 243 providers 212 APIs Search apis.io →
Variants seen in the corpus: Pythonpython

Providers using this tag (242)

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

Exemplar 2 Complete, well-documented, and agent-ready
RudderStackCustomer Data PlatformCDPData PipelineOpen-Source13 APIs80.2Canvas MedicalEHRFHIRHealthcareElectronic Health Records30 APIs70.1
Strong 10 Solid coverage with minor gaps
ModalServerlessGPUCloud ComputeAI Infrastructure17 APIs65.1BarndoorAI AgentsAI GovernanceAgentic AIMCP13 APIs64.7RefuelArtificial IntelligenceLLMData LabelingData Enrichment3 APIs64.6Microsoft Azure QuantumQuantumQuantum ComputingAzureMicrosoft8 APIs62.6ArcadeAgentsMCPAI AgentsAuthorization11 APIs60.8Google Quantum AIQuantum ComputingQuantumHardwareNISQ15 APIs59.3MoovBankingEmbedded FinanceFinancial InfrastructureMoney Movement16 APIs58.1TowerData InfrastructureData EngineeringApache Iceberg27 APIs55.8AnacondaCompanyData ScienceMachine-LearningArtificial Intelligence24 APIs54.9LivepeerVideoStreamingTranscodingDecentralized28 APIs54.6
Developing 55 Usable, with meaningful gaps to close
JenticAI AgentsArazzoOpenAPIMCP8 APIs51.8ZenMLArtificial IntelligenceMachine-LearningMLOpsLLMOps14 APIs51.6PixeltableCompanyAi DataMultimodal AIAI Data Infrastructure3 APIs51.3PydanticAIArtificial IntelligenceAgentsLLM17 APIs51.2Refinitiv EikonAnalyticsFinancial DataFinancial NewsMarket Data47 APIs50.6ZenRowsWeb ScrapingData ExtractionAnti-BotProxies6 APIs50.4DataHubData CatalogData DiscoveryData GovernanceData Lineage11 APIs48.9Apache AirflowApacheDAGData PipelineETL19 APIs48.7FeltMapsGISGeospatialCollaborative13 APIs48.4Mercado PagoPaymentsCheckoutSubscriptionPoint-of-Sale44 APIs47.5Tuva HealthHealthcareUnited StatesHealth DataFHIR4 APIs47.0ChromaArtificial IntelligenceAI-NativeApache 2.0Cloud8 APIs46.8RunwayVideo GenerationImage-GenerationArtificial IntelligenceMachine-Learning16 APIs46.8PositCompanyData ScienceAnalyticsDeveloper Tools33 APIs46.6TableauAnalyticsBusiness IntelligenceDashboardsData Visualization25 APIs46.6Neo4jGraph DatabaseCypherCloudGraphQL12 APIs46.1GeminiAgentsArtificial IntelligenceAudio UnderstandingBatch Processing20 APIs46.0DataikuAnalyticsArtificial IntelligenceData PlatformData Science34 APIs45.8Hey APICode GenerationDeveloper ToolsOpenAPISDK7 APIs45.7Hugging Face TransformersArtificial IntelligenceComputer-VisionDeep LearningMachine-Learning27 APIs45.3ClerkAuthenticationUser ManagementIdentityPasskeys24 APIs45.1GOV.UK NotifyNotificationEmailSMSText Messages9 APIs45.0StreamlitData ScienceMachine-LearningOpen-Source4 APIs45.0OpenHandsArtificial IntelligenceAgentsAutonomousOpen-Source14 APIs44.8RobocorpRPAWorkflow-AutomationOpen-Source13 APIs44.5StiggFinOpsPricingBillingEntitlements9 APIs44.4DaggerBuild AutomationBuildKitCI/CDContainers5 APIs44.3LanceDBVector DatabaseMulti-ModalLance FormatLakehouse16 APIs44.2BentoMLMachine-LearningModel ServingInferenceArtificial Intelligence62 APIs44.1AgiBotCompanyRoboticsHumanoid RobotsEmbodied AI3 APIs44.0AI21 LabsArtificial IntelligenceFoundation ModelsLLMJamba11 APIs43.9E2BCode InterpreterSandboxesSecure ExecutionAI Agents3 APIs43.6GoliothIoTDevice ManagementFirmwareZephyr45 APIs42.9Refinitiv45 APIs42.9Django CMSCMSContent ManagementDjango7 APIs42.6Surge AIHuman DataRLHFSFTRubrics14 APIs42.5JupyterHubAuthenticationData ScienceEducationHub11 APIs42.3BeamServerlessGPUInference3 APIs42.1QuixStream ProcessingReal-TimeKafka9 APIs42.1SplitExperimentationFeature FlagsFeature ManagementRollouts21 APIs42.0SidekoCLIDocumentationMock ServersPlatform18 APIs41.8Ansible PlaybooksAnsibleAutomationConfiguration ManagementDevOps18 APIs41.7turbopufferVector SearchFull-Text SearchHybrid SearchBM2511 APIs41.5HashiCorp NomadWorkload OrchestrationContainer OrchestrationSchedulingInfrastructure22 APIs41.4Jupyter NotebookData ScienceInteractive ComputingJupyterMachine-Learning14 APIs40.8Sync LabsArtificial IntelligenceContent LocalizationDubbingLip Sync6 APIs40.7DaytonaSandboxesSecure ExecutionAI AgentsCoding Agents19 APIs40.6Microsoft SQL Server APIsAzure SQLCloud DatabaseData ManagementDatabase21 APIs40.5CradlepointWireless WAN5GLTEEdge12 APIs40.4ScalarAPI ClientAPI DocumentationAPI ReferencesCode Generation30 APIs40.3DoclingDocumentsParsingPDFOCR18 APIs39.8Google ColabCollaborationData ScienceGoogle CloudJupyter4 APIs39.7Oracle WebLogic ServerApplication ServerEnterpriseJava EEMiddleware26 APIs39.7Juniper NetworksAutomationCloudData-CenterEnterprise35 APIs39.6AuthsignalAuthenticationPasskeysMFAStep-Up22 APIs39.3
Thin 73 Limited public surface area
KalshiPrediction MarketsEvent ContractsExchangeCFTC21 APIs39.1PrefectAutomationData PipelineOrchestration63 APIs39.1Nomic AIEmbeddingsVector DatabaseData ExplorationLLM12 APIs39.0SaleorCommerceHeadlessE-CommerceGraphQL9 APIs38.8Tableau DesktopAnalyticsBusiness IntelligenceData VisualizationDesktop Application12 APIs38.8CloudEventsCloud-NativeEventGraduatedInteroperability12 APIs38.5Apache IcebergACIDAnalyticsApacheData Lake5 APIs38.3PolymarketPrediction MarketsDeFiPolygonOrder Book11 APIs38.2TensorFlowArtificial IntelligenceDeep LearningJavaScriptMachine-Learning7 APIs38.2ProbablCompanyOpen-SourceMachine-LearningData Science1 API37.8Planet LabsEarth ObservationSatellite ImageryGeospatialPlanetScope18 APIs37.7VocodeVoice AIVoice AgentsTelephonyConversational AI9 APIs37.6CloudBeesCI/CDContinuous DeliveryContinuous IntegrationDevOps12 APIs37.5Scalable Inference ServingArtificial IntelligenceCNCFDeploymentInference9 APIs37.5ArcjetSecurityRate LimitingBot DetectionWAF3 APIs37.3HyperliquidDeFiPerpetualsDEXLayer 17 APIs37.2JupyterLabData ScienceExtensionsIDEInteractive Computing7 APIs37.2OneTick (OneMarketData)FinancialMarket DataTick DataHistorical Data5 APIs37.2Juniper NetworksArtificial IntelligenceAutomationCloudEnterprise48 APIs37.1MaxarEarth ObservationSatellite ImageryHigh ResolutionGeospatial15 APIs36.9RestackAI AgentsWorkflowsOrchestrationEnterprise3 APIs36.9MOSTLY AISynthetic DataPrivacyTabularDifferential Privacy12 APIs36.8PipecatArtificial IntelligenceVoiceMulti-ModalAgents7 APIs36.8Anomaly DetectionAnomaly DetectionArtificial IntelligenceData ScienceFraud Detection8 APIs36.7Weights and BiasesMLOpsExperiment TrackingLLM ObservabilityModel Registry16 APIs36.7Haystack / deepsetArtificial IntelligenceLLMRAGOpen-Source6 APIs36.5PyPIDeveloper ToolsOpen-SourcePackage ManagementPackages6 APIs36.4Sema4 AiCompanyArtificial IntelligenceAI AgentsAutomation1 API36.2DeepchecksArtificial IntelligenceLLMEvaluationTesting7 APIs35.8TrieveSearchRAGVector SearchHybrid Search21 APIs35.5CoiledCompanyAi MlCloud ComputingData Science1 API35.0WattTimeEmissionsClimateCarbonEnergy6 APIs35.0University of PennsylvaniaEducationHigher EducationUniversityResearch University10 APIs34.8CausaLensCompanyArtificial IntelligenceCausal AIMachine-Learning1 API34.4FormantRoboticsRobot Fleet ManagementTeleoperationObservability7 APIs34.4Microsoft SQL ServerCloudData ManagementDatabaseEnterprise14 APIs34.2SubversionApacheOpen-SourceRepositorySource Control7 APIs34.2Test SuitesAPI TestingCollectionQuality AssuranceSoftware Development10 APIs34.2Goldman SachsBankingFinancialInvestment BankingMoney Center9 APIs34.1Kubeflow PipelinesData ScienceKubernetesMachine-LearningMLOps8 APIs34.1EventbriteEventEvent TechnologyTicketingMarketplace11 APIs34.0Scalability TestingAPI TestingLoad TestingPerformance TestingScalability6 APIs33.9PhonePePaymentsPayment GatewayUPIQR21 APIs33.7StarknetLayer 2EthereumValidity RollupZK13 APIs33.6University of GroningenEducationHigher EducationUniversityResearch75 APIs33.6Tonic.aiSynthetic DataDe-IdentificationPrivacyUnstructured Data7 APIs33.4VineyardBig DataCNCFCloud-NativeData Engineering7 APIs33.4ScrapflyArtificial IntelligenceData ExtractionScreenshotsWeb Scraping7 APIs33.3Voyage AIEmbeddingsRerankersRAGSemantic Search9 APIs33.1what3wordsGeocodingAddressingLocationThree Word Address20 APIs33.0TiKVACIDCNCFDatabaseDistributed Systems8 APIs32.9MATLABData AnalysisEngineeringMachine-LearningNumerical Analysis13 APIs32.6OpentronsLab AutomationLiquid HandlingRoboticsBiology10 APIs32.5EvolutionaryScaleArtificial IntelligenceBiologyBioinformaticsComputational Biology7 APIs31.2SuperlinkedVectorsEmbeddingsVector SearchRetrieval5 APIs31.1Jupyter NotebooksData ScienceInteractive ComputingJupyterNotebooks5 APIs30.6ESRI ArcGISGISGeospatialMappingLocation8 APIs30.5fauna9 APIs30.4llamaindex20 APIs30.3Band ProtocolBlockchainOracleData FeedsPrice Feeds7 APIs29.6linode23 APIs29.6AutoRestCode GenerationMicrosoftOpenAPISDK Generation6 APIs29.0Veritas Cluster ServerClusteringContainersDisaster RecoveryFailover8 APIs28.9BytewaxStream ProcessingDataflowsReal-Time3 APIs28.5smolagentsAI AgentsMulti-AgentCode Generation1 API28.4Alliance for OpenUSD3DInteroperabilityLinux FoundationMetaverse2 APIs28.1conda-forgeCondaPackagesScientific Computing2 APIs28.0AiderArtificial IntelligenceAI Pair ProgrammingDeveloper ToolsCLI15 APIs27.9dltHubCompanyDataData EngineeringETL27.7Blender3DAnimationGame DevelopmentModeling2 APIs27.2In-TotoCloud-NativeGraduatedSecuritySoftware Integrity4 APIs27.2JupyterData ScienceEducationInteractive ComputingNotebooks12 APIs27.2AG2AI AgentsMulti-AgentAgentOSAutoGen3 APIs26.5
Emerging 87 Early or largely undocumented
SuperconductiveCompanyDataData QualityData Validation26.0The Update Framework (TUF)CNCFCloud-NativeGraduatedSecurity7 APIs26.0Academy Software FoundationAnimationColor ManagementFilmLinux Foundation14 APIs25.9Phidata / AgnoAI AgentsAgnoPhidata3 APIs25.8AnsysSimulationEngineeringCAECFD2 APIs25.5Apache DolphinSchedulerApacheDAGData PipelineOpen-Source1 API25.4OuterboundsCompanyData AnalyticsMachine-LearningMLOps25.3DeepEvalLLM EvaluationLLM TestingEvaluation FrameworkEvaluation Metrics25.1Cisco Nexus DashboardData-CenterInfrastructureNetwork AutomationNetworking16 APIs24.8Copernicus MarineOceanMarineOceanographySea Level3 APIs24.5Apache ArrowAnalyticsApacheColumnar FormatData3 APIs24.2Apache BeamApacheBatch ProcessingData PipelineETL2 APIs23.6Apache TinkerPopGraph ComputingGraph DatabaseGremlinOLAP2 APIs23.5EventualCompanyDataData EngineArtificial Intelligence23.5Confident AILLM EvaluationOpen-SourceObservabilityRed Teaming3 APIs23.2DataCampCompanyData ScienceEducationE-Learning23.0NeuracoreCompanyRoboticsRobot LearningMachine-Learning1 API23.0AgentOpsAI AgentsObservabilityEvaluationTracing3 APIs22.8Model Context Protocol (MCP)MCPAI AgentsToolsResources17 APIs22.8Autodesk PowerMill5-Axis MachiningCAMCNCMachining3 APIs22.7Strawberry GraphQLGraphQLOpen-SourceCode-First1 API22.7Apache TVMArtificial IntelligenceCompilerDeep LearningEdge Computing2 APIs22.6XanaduQuantum ComputingPhotonic QuantumQuantum Machine LearningQuantum Chemistry14 APIs22.5SchemathesisAPI TestingContract TestingFuzzingOpenAPI1 API22.2Tripo AI3DGenerative AI3D ModelingText-to-3D9 APIs22.2AI HabitatArtificial IntelligenceSimulationEmbodied AIRobotics1 API21.9Mito AiCompanyData AnalyticsJupyterSpreadsheet21.9Boston DynamicsAtlasBoston DynamicsFleet ManagementgRPC1 API21.8RequestsClientsHTTP ClientHTTP LibraryOpen-Source1 API21.7RayDistributed ComputingMachine-LearningAI Infrastructure5 APIs21.6NokiaTelecommunicationsTelecom5G6G6 APIs21.5Apache LibcloudAbstraction LayerCloudMulti-CloudOpen-Source3 APIs21.4Citrine InformaticsCompanyMaterials InformaticsArtificial IntelligenceMachine-Learning21.3XanaduQuantum ComputingPhotonic Quantum ComputingQuantum Machine LearningContinuous Variable10 APIs21.0Autodesk Maya3D GraphicsAnimationGame DevelopmentModeling5 APIs20.8Patronus AILLM EvaluationGuardrailsJudgesHallucination Detection7 APIs20.6FlaskFrameworksLightweightMicroframeworkpallets1 API20.4QuantinuumQuantum ComputingTrapped IonQuantum HardwareQuantum Software9 APIs20.4FastAPIAsyncHigh PerformanceOpenAPIPydantic1 API20.0TradewebElectronic TradingFinancial MarketsFixed IncomeMarket Data5 APIs20.0WagtailCMSContent ManagementDjango1 API19.9FastMCPMCPFrameworkOpen-Source6 APIs19.7CeleryAsynchronousDistributed SystemsMessage QueueOpen-Source8 APIs19.6SuperduperAI FrameworkVector SearchRAGLLMs6 APIs19.5Analog DevicesEmbedded SystemsHardwareIoTSemiconductors3 APIs19.4GretelSynthetic DataPrivacy EngineeringTabularText2 APIs19.1Expected ParrotCompanyArtificial IntelligenceLarge Language ModelsSurveys19.0QuEra ComputingQuantum ComputingNeutral AtomAnalog Hamiltonian SimulationAWS Braket8 APIs18.9Apache SystemDSAutoMLData ScienceDistributed ComputingMachine-Learning1 API18.7Overture Maps FoundationMapsGeospatialOpen DataGeoParquet11 APIs18.1Apache MXNetArtificial IntelligenceDeep LearningMachine-LearningNeural Networks1 API17.9NamekoAMQPDependency InjectionFrameworksMicroservices1 API17.6Azure NotebooksAzureCloud ComputingData ScienceJupyter17.5University of PittsburghEducationHigher EducationUniversityOpen Data4 APIs17.3AstralCompanyDeveloper ToolsPackage Manager17.2LF AI and DataArtificial IntelligenceMachine-LearningDataLinux Foundation11 APIs17.2Apache MahoutDistributed ComputingMachine-LearningQuantum Computing2 APIs17.0TemplatesTemplatesAPI DesignCode GenerationDocumentation6 APIs17.0Apache PySparkBig DataData ProcessingDistributed ComputingMachine-Learning5 APIs16.8LeapYearCompanyData PrivacyDifferential PrivacyMachine-Learning1 API16.7Norgate DataMarket DataFinancial DataHistorical DataFutures5 APIs16.6LocustLoad TestingPerformance TestingOpen-Source1 API16.5PolarsCompanyDataFramesData ProcessingQuery Engine16.0ConnexionAPI DesignASGIDesign-FirstFlask2 APIs15.8EvalsEvalsLLM EvaluationAI QualityBenchmarks20 APIs15.8BDD (Behavior-Driven Development)AutomationBDDSoftware DevelopmentTesting5 APIs15.4CrawleeApache 2.0ApifyBrowser AutomationCrawlers2 APIs15.4DVCMLMLOpsVersioningCLI1 API15.3OverCompanyArtificial IntelligenceWorld ModelsGenerative AI15.1StreamingStreamingReal-TimeEvent StreamingChange Data Capture21 APIs14.8Connect-RPCApache 2.0BufCode GenerationConnect Protocol5 APIs14.3Beautiful SoupData ExtractionHTML ParsingScraping1 API13.8CheckPayrollEmbedded PayrollPayroll InfrastructurePayroll API4 APIs13.6RagasLLM EvaluationRAG EvaluationRetrieval Augmented GenerationAI Evaluation1 API13.6GeneosAPMCapital MarketsInfrastructureITRS4 APIs13.4PyTorchArtificial IntelligenceDeep LearningMachine-LearningNeural Networks5 APIs13.4Siemens HealthineersHealthcareMedical ImagingLaboratory DiagnosticsCancer Care14 APIs13.4AutoGen StudioAutoGenAutoGen StudioMulti-AgentAgent Framework12.8MkDocsDocumentationMarkdownOpen-Source12.8ColibriCompanyQuantum ComputingDeep TechSDK12.6ExtensityCompanyArtificial IntelligenceNeuro-Symbolic AILarge Language Models12.4MindMeld *CompanyArtificial IntelligenceConversational AIChatbots12.4Apache ParquetApacheBig DataColumnar StorageData Format6 APIs12.1HTTPXAsyncClientsHTTP ClientLibrary1 API11.9NumPyData ScienceMachine-LearningNumerical AnalysisOpen-Source1 API11.9Lennox InternationalHVACSmart HomeThermostatIoT3 APIs11.6Python Standard Library and PopularFrameworksLibrariesProgramming Language8 APIs11.2
Minimal 15 Almost no public developer surface
MatplotlibChartsData ScienceOpen-SourcePlotting1 API10.9NeuralMagicCompanyArtificial IntelligenceMachine-LearningInference10.7Maya3DAnimationAutodeskCGI9 APIs10.5Quantum MachinesQuantum ComputingQuantum ControlPulse Level ProgrammingQUA13 APIs10.5Valence DiscoveryCompanyDrug DiscoveryMachine-LearningCheminformatics10.3SunPowerSolar EnergyRenewable EnergyPhotovoltaicsOpen-Source3 APIs9.8RagasAI EvaluationLLMRAGOpen-Source9.7TruEra (Snowflake)AI EvaluationObservabilityAI GovernanceLLM1 API9.7MayStreetFinancialMarket DataReal-TimeTrading2 APIs7.8pandasData AnalysisData ScienceLibraryOpen-Source7.6DjangoBackendMVCORM6.6PonderCompanyData ScienceDataFramesAnalytics5.3PiCloudCompanyCloud ComputingServerlessHigh Performance Computing5.0AnkiCompanyRoboticsArtificial IntelligenceConsumer Electronics2.6QuantopianCompanyAlgorithmic TradingQuantitative FinanceFintech1.6

APIs with this tag (211)

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 2 Complete, well-documented, and agent-ready
RudderStack Transformations APIThe RudderStack Transformations API manages user-defined transformation functions (JavaScript, with Python ...80.2Canvas Medical SDKA Python SDK that enables developers to build plugins that execute natively within the Canvas EMR infrastru...70.1
Strong 7 Solid coverage with minor gaps
Barndoor + Crew AI ExampleReference Python demo application showing how to plug Barndoor-governed MCP tools into a Crew AI multi-agen...64.7Refuel Autolabel (Open Source)Autolabel is the open-source Python library (pip install refuel-autolabel) to label, clean, and enrich text...64.6Azure Quantum Python SDKPython SDK for submitting jobs to Azure Quantum. Supports Q#, Qiskit, Cirq, and pass-through provider input...62.6Arcade MCP FrameworkThe arcade-mcp open-source Python framework — "MCP Server Framework and Tool Development library for buildi...60.8CirqCirq is an Apache 2.0 Python framework for designing, manipulating, simulating, and executing Noisy Interme...59.3Moov Backend SDKsMoov provides official server-side client libraries for interacting with the Moov API across multiple progr...58.1Livepeer Python SDKOfficial Python SDK for the Livepeer Studio REST API.54.6
Developing 50 Usable, with meaningful gaps to close
Jentic Standard AgentOpen-source composable reasoning agent framework that plans, acts, and recovers from failures, preconfigure...51.8Eikon Data APIPython and R library that allows programmatic access to Refinitiv Eikon data. Provides access to instrument...50.6Refinitiv Data Library for PythonPython library providing uniform, ease-of-use interfaces for accessing the breadth and depth of financial d...50.6ZenRows SDKsFirst-party SDKs that wrap the Universal Scraper API and Residential Proxies with automatic retries, expone...50.4DataHub Python SDKPython client for interacting with DataHub. The acryl-datahub package provides a CLI and SDK for DataHub, i...48.9Felt Python SDKOfficial Python client for the Felt REST API providing convenient wrappers for map creation, file and DataF...48.4Mercado Pago Python SDKOfficial Python SDK wrapping the Mercado Pago REST APIs.47.5FHIR InfernoAn open-source Python utility that flattens nested HL7 FHIR JSON (bundles / resources) into tabular CSV fil...47.0Chroma Python ClientThe Chroma Python Client is a first-party SDK for interacting with both self-hosted Chroma servers and Chro...46.8Runway Python SDKThe Runway Python SDK provides a convenient Python library for interacting with the Runway API. Supports Py...46.8Tableau Analytics Extensions APIThe Analytics Extensions API allows integration of external analytics engines such as Python, R, MATLAB, an...46.6Tableau Document APIPython library for programmatically updating Tableau workbook and data source files.46.6Tableau Server Client (Python)Python library that wraps the Tableau REST API for easier programmatic access.46.6Neo4j Python DriverThe Neo4j Python Driver is the official library for interacting with Neo4j graph databases from Python appl...46.1Gemini Python SDKPython client library for the Gemini API.46.0Dataiku Python APIPython client library for interacting with Dataiku DSS.45.8Hey API Openapi-Ts@hey-api/openapi-ts is an OpenAPI to TypeScript code generator that emits production-grade SDKs, types, val...45.7Hugging Face Transformers LibraryOpen-source Python library that provides pretrained models, tokenizers, and pipelines for inference and fin...45.3Clerk Python SDKOfficial Python SDK for the Clerk Backend API.45.1GOV.UK Notify Python ClientOfficial Python client library for the GOV.UK Notify API. Wraps the REST API with idiomatic Python methods ...45.0Streamlit Python APIThe Streamlit Python library API provides a rich set of functions for building interactive data application...45.0OpenHands Agent SDKComposable Python SDK for defining, running, and orchestrating agents locally or scaled to thousands in the...44.8RPA FrameworkThe RPA Framework is an open-source collection of Python libraries for robotic process automation designed ...44.5Stigg Python SDKOfficial Python SDK for integrating Stigg entitlements and usage-based billing into Python backend services.44.4Dagger SDKsNative SDKs for Go, Python, TypeScript, PHP, Java, .NET, Elixir, and Rust that generate strongly typed clie...44.3LanceDB Python SDKPrimary client library. First-class Arrow, Pandas, Polars, and Pydantic integration; pluggable embedding fu...44.2BentoML Python SDKCore Python SDK for packaging models as Bentos, managing the model store, building container images, and in...44.1AimDK_X2 SDKAimDK_X2 is the published secondary-development SDK for the AgiBot X2 humanoid. It exposes the robot to Pyt...44.0AI21 Python SDKOfficial Python SDK (ai21 on PyPI) wrapping the AI21 Studio REST API with sync and async clients, streaming...43.9Eikon Data APIPython library providing access to financial data, news, and symbology from within the Refinitiv Eikon or L...42.9Golioth Python ToolsPython tooling that wraps the Management API for scripting, automation, and CLI-driven workflows against Go...42.9Refinitiv Data Library for PythonPython library providing uniform access to the breadth and depth of financial data and services available o...42.9Surge Python SDKOfficial Python SDK (surge-api on PyPI) wrapping the Surge API. Requires Python 3.10+, MIT-licensed, and la...42.5Quix Streams (Open Source)Apache 2.0 open source Python library (pip install quixstreams) for building containerized stream-processin...42.1Split Python SDKThe Split Python SDK enables server-side feature flag evaluation for Python applications, suitable for Djan...42.0make-request-py (Sideko Runtime)Modern Python HTTP client library with built-in authentication and response handling, used as the runtime b...41.8Sideko Python SDKThe Sideko Python SDK provides Python bindings for the Sideko API. Generated by Sideko's own pipeline from ...41.8Sideko Stripe Python SDK (Sample)Sample Python SDK for the Stripe API, Sideko-generated as a companion to the TypeScript Stripe sample.41.8Ansible Runner APIAnsible Runner is a Python library and CLI tool that provides a stable and consistent interface for executi...41.7turbopuffer Python SDKOfficial Python client library for the turbopuffer REST API, Stainless-generated from the public OpenAPI spec.41.5HashiCorp Nomad Python SDKThe python-nomad library is a Python client for the HashiCorp Nomad HTTP API. It provides Pythonic access t...41.4Sync Labs Python SDKOfficial Python SDK for integrating the Sync Labs lip-sync API into Python applications. Supports Python 3....40.7Python Drivers for SQL ServerPython drivers for connecting to SQL Server including the first-party mssql-python driver, pyodbc, and pyms...40.5Cradlepoint NetCloud Router SDKOn-router Python SDK and toolchain (the "SDK" / "Router SDK") for building and deploying custom application...40.4Scalar SDKsScalar SDKs generates type-safe client libraries from OpenAPI specifications. Supported languages include T...40.3Docling Core TypesCanonical `DoclingDocument` data model and serialization primitives — text, tables, pictures, layout, hiera...39.8WebLogic WLST (WebLogic Scripting Tool) APIPython-based scripting interface for automating WebLogic Server administration tasks.39.7Juniper JSNAPyPython-based tool for snapshot and verification of network device configurations.39.6Junos PyEZPython library for automating Junos devices using NETCONF.39.6Authsignal Python SDKOfficial server-side Python SDK for the Authsignal Server API.39.3
Thin 69 Limited public surface area
Kalshi Python Starter KitOfficial Python starter / SDK published by Kalshi for connecting to the Trade REST API and WebSocket stream...39.1Prefect Python SDKThe Prefect Python SDK is used to build, test, and execute workflows against the Prefect API. It provides d...39.1Nomic Python SDKOfficial Python client (nomic) for the Atlas platform, embedding API, and dataset/map workflows.39.0Saleor Core (Server) RepositorySource repository for the Saleor server - the Django / Python backend that implements the GraphQL API, busi...38.8Tableau Server Client (Python)Python library that provides a convenient wrapper for the Tableau Server REST API for automation and integr...38.8CloudEvents Python SDKThe official Python SDK for CloudEvents provides libraries for producing and consuming CloudEvents in Pytho...38.5PyIceberg Python APIPyIceberg is the official Python implementation of the Apache Iceberg table specification. It provides prog...38.3py-clob-client (Python SDK)Official Python SDK for the Polymarket CLOB API - wallet signing, EIP-712 order construction, place / cance...38.2TensorFlow Core APIThe foundational Python and C++ API for building and training machine learning models using TensorFlow.38.2Planet Python SDKOfficial Python SDK (planet on PyPI) and CLI for working with all Planet APIs, including async clients for ...37.7Vocode Open Source Libraryvocode-core, the MIT-licensed Python library for building voice-based LLM agents with pluggable STT, LLM, a...37.6BentoML REST APIBentoML is an open-source unified inference platform for deploying and scaling AI models. It auto-generates...37.5CloudBees Python APIThe Python API from CloudBees — 1 operation(s) for python.37.5Ray Serve REST APIRay Serve is a scalable model serving library built on Ray, designed for building online inference APIs. Su...37.5Arcjet SDKsThe primary, supported interface to Arcjet. SDKs ship for Node.js, Next.js, Bun, Deno, SvelteKit, NestJS, R...37.3Hyperliquid Python SDKOfficial Python SDK for the Hyperliquid REST and WebSocket APIs. Handles EIP-712 signing, action serializat...37.2OneTick Python API - Directed GraphThe lower-level directed-graph-style Python query API for OneTick, composing event-processor graphs against...37.2OneTick Python API - onetick-py (pandas-style)A pandas-like Python API for querying tick-by-tick market data in OneTick, published on PyPI as onetick-py ...37.2JSNAPy APIPython-based snapshot and test framework for Junos devices.37.1Junos PyEZ (Python API)Python library for automating Junos devices using NETCONF.37.1Maxar Geospatial Platform Python SDKOfficial Python SDK (maxar-platform on PyPI) wrapping the MGP / Vantor Hub APIs for discovery, ordering, mo...36.9MOSTLY AI Synthetic Data SDKOpen-source Python SDK (mostlyai, Apache 2.0) for training generators and producing synthetic data. Runs in...36.8Pipecat Framework (Python SDK)Open-source (BSD 2-Clause) Python framework whose interface is the pipecat-ai library, not a REST API. Appl...36.8PyOD (Python Outlier Detection)PyOD is a comprehensive and scalable Python library for detecting outliers/anomalies in multivariate data. ...36.7W&B Python SDKOfficial Python SDK (wandb) for logging runs, metrics, gradients, media, and artifacts; running sweeps; and...36.7Haystack Framework (Open Source)Apache-2.0 licensed Python framework for composable LLM orchestration. Build modular Pipelines from Compone...36.5PyPI Index APIThe PyPI Index API implements the PEP 503 (HTML) and PEP 691 (JSON) simple repository standards for discove...36.4PyPI RSS FeedsPyPI provides RSS feeds that allow developers and tools to monitor package activity on the Python Package I...36.4PyPI Upload APIThe PyPI Upload API is the endpoint used by tools like twine and build frontends to publish Python package ...36.4Deepchecks Open-Source TestingThe AGPL-3.0 licensed open-source Python package for continuous validation of tabular, computer-vision, and...35.8Trieve Python SDKOfficial Python client library (trieve-py-client) for the Trieve REST API.35.5WattTime Python ClientOfficial Python SDK for the WattTime API providing simplified access to real-time, forecast, and historical...35.0Penn SDK (Python)Open-source Python client maintained by Penn Labs wrapping Penn data services. Published documentation at p...34.8Dara Application Framework HTTP APIThe HTTP surface exposed by a Dara application. Dara is causaLens' Apache-2.0 open-source Python framework ...34.4Formant Agent SDKPython client embedded in the `formant` PyPI package (`pip install formant`, `from formant.sdk.agent.v1 imp...34.4Formant Cloud SDKPython client embedded in the `formant` PyPI package (`from formant.sdk.cloud.v1 import Client`). Wraps the...34.4Microsoft Python Driver for SQL Server (mssql-python)Python driver using Direct Database Connectivity for direct connections to SQL Server without requiring an ...34.2pytestpytest is the Python testing framework supporting test suite organization through test classes, directories...34.2SVN Python BindingsPython bindings for Subversion C libraries, providing access to client and repository operations via pysvn ...34.2GS Quant Python ToolkitGS Quant is Goldman Sachs' open-source Python toolkit for quantitative finance, distributed on GitHub and P...34.1Kubeflow Pipelines Python SDKPython SDK for building, compiling, and submitting ML pipelines. Provides decorators and utilities to defin...34.1Eventbrite Python SDKThe Eventbrite Python SDK is an open-source client library maintained by Eventbrite that provides idiomatic...34.0Locust Load TestingLocust is a scalable, distributed open-source load testing framework written in Python. Test scenarios are ...33.9PhonePe Python Backend SDKServer-side Python SDK wrapping the PhonePe PG REST API.33.7iBridges / Python API for iRODSOpen-source Python client libraries and tooling for interacting with iRODS research-data-management storage...33.6starknet.py SDKPython SDK for Starknet maintained by Software Mansion, covering account / contract interaction, Cairo ABI ...33.6Tonic ValidateTonic Validate is an open-source RAG evaluation framework and metrics platform for measuring retrieval-augm...33.4Scrapfly SDKsOfficial SDKs for Python, TypeScript, Go, Rust, and Scrapy with full feature coverage across every language...33.3Voyage AI Python SDKOfficial Python client (voyageai) wrapping the embeddings, multimodal, contextualized, and reranking endpoi...33.1what3words Python SDKOfficial Python wrapper around the what3words Public API.33.0TiKV Python ClientThe official Python client for TiKV supporting raw and transactional key-value operations.32.9MATLAB Engine API for PythonCall MATLAB from Python, allowing Python programs to start MATLAB, execute MATLAB functions, and exchange d...32.6Opentrons Python Protocol APIThe Opentrons Python Protocol API is an open-source Python framework for writing automated biology lab prot...32.5EvolutionaryScale ESM Python SDKOfficial Python SDK packaging ESM3 and ESM Cambrian model loaders, the `ESMProtein` multi-track data model,...31.2Superlinked Framework (Python)The open-source Apache-2.0 Python framework (pip install superlinked) used to declare Schema, Space, Index,...31.1ArcGIS API for PythonThe ArcGIS API for Python provides a Pythonic interface for GIS capabilities including data management, spa...30.5Fauna Python DriverThe Fauna Python Driver is the official client SDK for accessing Fauna from Python applications. It provide...30.4LlamaIndex Python FrameworkLlamaIndex is an open-source Python framework for building LLM-powered applications including agents, RAG p...30.3Linode Python SDKThe Linode Python SDK (linode_api4) is the official Python client library for interacting with the Linode A...29.6PyBand Python SDKPyBand is a Python SDK that offers a comprehensive set of features for interacting with BandChain via gRPC....29.6AutoRest Python GeneratorThe AutoRest Python generator (@autorest/python) produces Python client libraries from OpenAPI specificatio...29.0Veritas Cluster Server Python APIPython SDK for programmatic cluster management and automation.28.9Bytewax Python LibraryOpen-source Python library for building distributed stream processing dataflows. Provides bytewax.dataflow,...28.5smolagents Python LibraryThe core smolagents Python library providing CodeAgent and ToolCallingAgent classes for building AI agents ...28.4OpenUSD Python BindingsOpenUSD provides comprehensive Python bindings for all major C++ modules, enabling scripting and pipeline i...28.1Aider Python ModuleAider exposes a Python module entrypoint (`python -m aider`) and an importable package (`aider.main.main`) ...27.9Blender Python APIThe Blender Python API (bpy) provides Python access to Blender's internal data, operators, and UI component...27.2in-toto Python Reference ImplementationThe Python reference implementation of in-toto provides tools and libraries for creating and verifying in-t...27.2AG2 Python FrameworkCore open-source Python library for building agentic AI applications. Provides ConversableAgent, AssistantA...26.5
Emerging 72 Early or largely undocumented
TUF Python Reference ImplementationThe official Python reference implementation of The Update Framework (TUF) specification. Provides a metada...26.0OpenTimelineIOOpenTimelineIO (OTIO) is an open source API and interchange format for editorial timeline information. It i...25.9Agno Python FrameworkOpen-source Python framework for building agents with memory, knowledge, and tools. Provides Agent, Team, W...25.8PyAnsysOpen-source Python ecosystem for Ansys products. The pyansys metapackage bundles 45+ libraries including Py...25.5Cisco NX-OS Python SDK APIPython Software Development Kit for programmatic access to Nexus 9000 Series switch modules including inter...24.8Copernicus Marine Toolbox APIThe Copernicus Marine Toolbox provides the officially supported programmatic interface to the Copernicus Ma...24.5Apache TinkerPop Gremlin Traversal APIThe Gremlin graph traversal language and API provide a functional, data-flow-based language for expressing ...23.5DeepEvalDeepEval is an open-source Python framework for evaluating LLM applications as unit tests. It ships with re...23.2AgentOps Python SDKThe AgentOps Python SDK is the primary entry point, installable via pip install agentops and initialized wi...22.8MCP Python SDKOfficial Python SDK published as `mcp` on PyPI. Includes the FastMCP high-level framework with decorators f...22.8PowerMill Python APIThe PowerMill Python API provides a Python-based interface for automating PowerMill processes and customizi...22.7Strawberry GraphQL GraphQL APICode-first GraphQL API built with Strawberry, using Python type hints and dataclasses to define schemas. Su...22.7Apache TVM Python APIThe TVM Python API provides a comprehensive interface for model compilation, optimization, and deployment. ...22.6PennyLanePennyLane is the flagship open-source Python framework for quantum differentiable programming — train and o...22.5SchemathesisSchemathesis is a property-based API testing tool that automatically generates test cases from OpenAPI and ...22.2Tripo Python SDKOfficial Python SDK wrapping the Tripo OpenAPI. Provides synchronous and asynchronous clients, typed task h...22.2AI HabitatAI Habitat simulation framework for embodied AI research, including Habitat-Sim (high-performance 3D simula...21.9Boston Dynamics Spot SDKThe Spot SDK is an open-source SDK for developing applications and payloads for the Spot quadruped robot. B...21.8RequestsRequests is a simple and elegant HTTP library for Python, designed for human beings. It provides a clean, h...21.7Nokia SR OS pySROS SDK and YANG ModelspySROS is the official Python SDK for model-driven configuration, operational data retrieval, and automatio...21.5Apache Libcloud Compute APIThe Libcloud Compute API provides a unified Python interface for managing virtual machine instances, images...21.4Apache Libcloud DNS APIThe Libcloud DNS API provides a unified Python interface for managing DNS zones and records across Route53,...21.4Apache Libcloud Storage APIThe Libcloud Storage API provides a unified Python interface for object storage operations across AWS S3, A...21.4PennyLanePennyLane is the cross-platform Python framework for quantum computing, quantum machine learning, and quant...21.0Maya Python APIPython API for scripting and extending Maya functionality, providing access to Maya's scene graph and node ...20.8Patronus Python SDKThe Patronus Python SDK provides decorators and clients for instrumenting LLM applications, running evaluat...20.6FlaskFlask is a lightweight WSGI web application framework for Python. It is commonly used as a foundation for b...20.4GuppyGuppy (`guppylang`) is Quantinuum's Pythonic quantum-classical programming language. Guppy programs compile...20.4FastAPI FrameworkModern, fast web framework for building APIs with Python based on standard Python type hints.20.0Tradeweb Python APIPython API enabling seamless integration between trading strategies and Tradeweb execution. Allows direct c...20.0Wagtail API v2The Wagtail REST API v2 exposes site content — pages, images, documents, and redirects — as JSON. Endpoints...19.9FastMCP AppsFastMCP Apps is the framework's runtime for building interactive applications rendered directly inside MCP ...19.7FastMCP ClientThe FastMCP Client is a Python client library for talking to any MCP server — local or remote — with full p...19.7FastMCP ServerThe FastMCP Server is the Python entry point for exposing tools, resources, prompts, and apps to any Model ...19.7Celery Task APICore API for defining and executing distributed tasks in Celery. Supports task decorators, retries, timeout...19.6Superduper FrameworkOpen-source Python framework (superduper-framework) for declaring AI models, embeddings, vector indexes, RA...19.5Analog Devices PyADI-IIO Python APIPyADI-IIO provides Python interfaces for ADI hardware with IIO drivers, enabling Python developers to inter...19.4Gretel Python Client SDKPython SDK and CLI (gretel-client) for interacting with Gretel APIs. Provides a high-level Gretel interface...19.1Bloqade Analog Python SDKBloqade Analog (pip install bloqade-analog) is QuEra's Python SDK for writing, simulating, and submitting a...18.9Bloqade Circuit Python SDKBloqade Circuit is the gate-model eDSL component of the Bloqade family, built on the Bloqade Core eDSL infr...18.9Bloqade Shuttle and Lanes Compilation SDKsBloqade Shuttle is the SDK for simulating and running neutral-atom programs with explicit atom movement; Bl...18.9Kirin Kernel IR InfrastructureKirin (Kernel Intermediate Representation Infrastructure) is QuEra's Python compiler framework that underpi...18.9tsim Universal QEC Simulatortsim is QuEra's open-source fast universal quantum circuit sampler for QEC based on ZX stabilizer rank deco...18.9Apache SystemDS Python APIThe SystemDS Python API (systemds) provides a Python interface for building end-to-end ML pipelines. It inc...18.7Overture Maps Python CLIOpen-source Python command-line tool and library for downloading and querying Overture data. Maintained at ...18.1Apache MXNetMXNet provides APIs in Python, Scala, Java, C++, R, Julia, and Perl for deep learning model development, wi...17.9NamekoNameko is a microservices framework for Python that provides tools for building, testing, and running servi...17.6PittAPI (community)PittAPI is an unofficial, community-maintained Python library (developed by the Pitt Computer Science Club)...17.3KedroKedro is a Python framework for creating reproducible, maintainable, and modular data science code.17.2CookiecutterA command-line utility that creates projects from project templates. Widely used for API project bootstrapp...17.0Jinja2Jinja is a fast, expressive, and extensible templating engine for Python. Used in API code generation (Cook...17.0QumatQumat is a unified Python API for building and executing quantum circuits across multiple quantum computing...17.0LeapYear Python ClientThe first-party Python client library for LeapYear Core. The Client class opens an authenticated connection...16.7LocustOpen source distributed load testing tool. Tests are written in Python by defining User classes and tasks; ...16.5Connexion Python FrameworkConnexion is a contract-first Python web framework that loads an OpenAPI specification and routes requests ...15.8DeepEval (Confident AI)DeepEval is an open-source LLM evaluation package, paired with Confident AI as the hosted observability/eva...15.8OpenAI EvalsOpenAI Evals is the open-source framework released by OpenAI for evaluating large language models and LLM-b...15.8BehaveBehave is a Python BDD framework inspired by Cucumber that enables teams to write behavior specifications i...15.4Crawlee Python SDKThe Crawlee Python SDK is a Python library for building reliable web scrapers and crawlers. It offers Basic...15.4DVC CLI and Python APIDVC ships as a CLI plus a Python API (`dvc.api`). It tracks data and model files via pointers stored in Git...15.3BytewaxOpen-source Python-native stream-processing framework built on Timely Dataflow; targets data scientists and...14.8connect-pythonConnect for Python (beta) provides Connect protocol and gRPC clients generated from Protobuf schemas. Targe...14.3Beautiful SoupBeautiful Soup 4 is a Python library providing a parse tree API for HTML and XML documents. It exposes Tag,...13.8Check CLIThe Check Command-Line Interface is a Python-based CLI installed via the uv package manager that exposes 27...13.6Ragas Python LibraryThe Ragas Python library is the primary surface of the project, installed via `pip install ragas` and impor...13.6Geneos Toolkit APIJava and Python APIs delivered through the Geneos Toolkit for building custom integrations, samplers, plugi...13.4Patch-CLIP Embedding ModelPython research project from the Siemens-Healthineers GitHub org that extends the CLIP architecture with pa...13.4FastParquet Python APIAlternative Python implementation for Parquet files.12.1PyArrow Parquet Python APIPython library for reading and writing Parquet files, distributed as part of Apache Arrow.12.1HTTPXHTTPX is a fully featured HTTP client library for Python 3 with sync and async APIs, HTTP/1.1 and HTTP/2 su...11.9NumPy APICore numerical computing library for Python providing multi-dimensional arrays and mathematical functions.11.9Lennox S30 Community APICommunity-maintained, reverse-engineered Python library for communicating with Lennox S30, S40, E30, and M3...11.6
Minimal 11 Almost no public developer surface
Matplotlib Core APIPython API for creating publication-quality figures and plots, including the pyplot state-based interface a...10.9Maya Commands (Python)Python command interface (maya.cmds) providing access to all MEL commands through Python, enabling scriptin...10.5Maya Python API 1.0Original Python wrapper for the Maya C++ API providing access to OpenMaya, OpenMayaUI, OpenMayaAnim, OpenMa...10.5Maya Python API 2.0Modern Python API for Maya scripting and plugin development, offering improved performance and a more Pytho...10.5py-qua-toolsToolbox of Python utilities for QUA experiments — analog filters, mixer calibration, plotting, calibration ...10.5qm-qua Python SDKOfficial Python SDK for the QUA pulse-level programming language. Provides the QuantumMachinesManager clien...10.5pvfactorspvfactors is an open-source Python library for modeling diffuse shading and bifacial photovoltaic (PV) irra...9.8PVMismatchPVMismatch is an open-source Python library for calculating mismatch losses in photovoltaic systems. It mod...9.8SolarUtilsSolarUtils is an open-source Python package providing solar position algorithms and utility functions for s...9.8TruLens (Open Source)Open-source Python library for evaluating and tracking LLM applications. Provides feedback functions (groun...9.7MayStreet Market Data Lake Query APIQuery access to MayStreet's 20+ petabyte Market Data Lake of historical exchange data captured as PCAP and ...7.8

Score breakdown

Frequency
67.2
log-scaled weighted occurrences
Breadth
6.7
spread across providers
Quality lift
37.1
mean composite of providers using it
Cohesion
14.8
strength of nearest seed neighbor

Related tags

SDK 104 co-occurrences TypeScript 44 co-occurrences JavaScript 51 co-occurrences Java 36 co-occurrences Open-Source 114 co-occurrences Data Science 27 co-occurrences Go 24 co-occurrences Node.js 22 co-occurrences

Where this tag comes from

Api tag212
Provider tag99
Openapi tag1
Openapi op tag1

Cohort brief

Auto-generated

The 242 providers in the APIs.io catalog tagged Python, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
242
of 243 on the roster
Mean Kin Score
30.8
+10.1 vs catalog 20.7
Mean Agent Readiness
14.1
+4.4 vs catalog 9.7
Spread
1.6–80.2
median 31.2 · σ 13.9
How the 242 split by band
Exemplar 2Strong 10Developing 55Thin 73Emerging 87Minimal 15
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 31.9 17.5 +14.4 242
Operational Transparency 25.7 11.3 +14.4 242
Developer Ergonomics 29.6 17.9 +11.7 242
Discoverability 66.9 60.4 +6.5 242
Access Clarity 28.2 22.3 +5.9 242
Contract Governance 10.1 6.4 +3.7 242

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
ArtifactThis cohortCatalogDifference
MCP server (any) 10% 16% -6
MCP server (first-party) 5% 7% -2
Agent Skills 0% 0% 0
OAuth scopes 7% 9% -2
Security 96% 88% +8
Arazzo workflows 4% 2% +2
Governance rules 43% 13% +30

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. 1 RudderStack 80.2
  2. 2 Canvas Medical 70.1
  3. 3 Modal 65.1
  4. 4 Barndoor 64.7
  5. 5 Refuel 64.6
  6. 6 Microsoft Azure Quantum 62.6
  7. 7 Arcade 60.8
  8. 8 Google Quantum AI 59.3
  9. 9 Moov 58.1
  10. 10 Tower 55.8
Top by Agent Readiness
  1. 1 Hugging Face Transformers 53.9
  2. 2 RudderStack 52
  3. 3 AgiBot 43.2
  4. 4 Stigg 42.4
  5. 5 Refuel 41.8
  6. 6 Tower 41.6
  7. 7 Anaconda 41.4
  8. 8 Canvas Medical 36.7
  9. 9 PydanticAI 36.3
  10. 10 Hey API 34.7
This roster declares 243 members; 242 resolve to a provider in the catalog and 242 carry a score (100%). The figures above describe the scored members only.Generated from the catalog build of 25 August 2026, across 26891 providers, using the same computation served by the APIs.io cohort API. Briefs are published for rosters of 5 or more scored providers; below that a distribution is not meaningful.

Work with this as data

Every 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

curl for this page
This tag 
curl "https://apis.io/api/v1/tags/python"
All tags 
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort 
curl "https://apis.io/api/v1/cohorts/tag/python"
The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/python/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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