emerging · 0.0 capability schema

Data Science

Score 21.5 / 100 84 providers +10 via APIs 14 APIs Search apis.io →

Providers using this tag (84)

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

Developing 21 Usable, with meaningful gaps to close
Ledger InvestingCompanyInsurance TechInsuranceReinsurance1 API53.6AnacondaCompanyMachine-LearningArtificial Intelligence5 APIs51.8H2O.aiCompanyArtificial IntelligenceMachine-LearningMLOps2 APIs50.9HexCompanyAnalyticsNotebooks1 API50.9PositCompanyAnalyticsDeveloper Tools1 API50.3NixtlaCompanyTime SeriesForecastingAnomaly Detection1 API49.6Anomaly DetectionAnomaly DetectionArtificial IntelligenceFraud Detection1 API47.7QuadrillionCompanyArtificial IntelligenceAI AgentsResearch1 API47.6AkkioCompanyAi AppsMachine-LearningPredictive Analytics3 APIs47.5NumeraiCompanyFintechMachine-Learning1 API47.0DataikuAnalyticsArtificial IntelligenceData Platform3 APIs46.6AlteryxAnalyticsAutomationData EngineeringData Preparation1 API45.2Prior LabsCompanyMachine-LearningArtificial IntelligenceTabular Data1 API43.8StreamlitMachine-LearningOpen-SourcePython1 API42.9Jupyter NotebookInteractive ComputingJupyterMachine-Learning3 APIs42.3CrunchDAOCompanyCrypto Web3Machine-Learning1 API41.6JupyterHubAuthenticationEducationHub1 API41.0Google ColabCollaborationGoogle CloudJupyter1 API40.3Kubeflow PipelinesKubernetesMachine-LearningMLOps1 API40.3JupyterLabDeveloper ToolsExtensionsIDE1 API40.0ProbablCompanyOpen-SourceMachine-Learning1 API39.7
Thin 19 Limited public surface area
DeepnoteNotebooksAnalyticsCollaboration1 API38.7Code OceanCompanyReproducible ResearchComputational Science1 API38.0Abacus.aiCompanyAi MlArtificial IntelligenceMachine-Learning1 API36.5JuliahubJuliaScientific ComputingCloud ComputingModeling and Simulation1 API36.4DataRobotCompanyArtificial IntelligenceMachine-LearningMLOps1 API36.0CoiledCompanyAi MlCloud Computing1 API35.0Julia ComputingCompanyJuliaScientific ComputingModeling and Simulation1 API34.5Terrain Discovery Environment APIBioinformaticsLife SciencesFilesystem1 API34.4McKinsey & CompanyConsultingManagement ConsultingStrategyProfessional Services33.6CausaLensCompanyArtificial IntelligenceCausal AIMachine-Learning1 API33.2Hilbert's AICompanyArtificial IntelligenceGrowthAnalytics1 API32.8BitfountCompanyFederated LearningMachine-Learning1 API30.8JupyterEducationInteractive ComputingNotebooks12 APIs30.2ModelbitCompanyArtificial IntelligenceMachine-LearningMLOps1 API29.4Jupyter NotebooksInteractive ComputingJupyterNotebooks1 API29.3GenieCompanyWeb FrameworkJuliaData Apps28.0RRStatisticsOpen-Source3 APIs28.0LiftLabCompanyEnterpriseMarketingMarketing Measurement1 API27.9RapidCanvasCompanyArtificial IntelligenceMachine-LearningAgentic AI1 API27.1
Emerging 23 Early or largely undocumented
OuterboundsCompanyData AnalyticsMachine-LearningMLOps25.3PecanCompanyArtificial IntelligencePredictive AnalyticsMachine-Learning24.8Apache SystemDSAutoMLDistributed ComputingMachine-Learning1 API24.7SphinxCompanyArtificial IntelligenceData Governance23.1DataCampCompanyEducationE-Learning23.0HEAVY.AICompanyArtificial IntelligenceAnalyticsDatabase1 API21.9Mito AiCompanyData AnalyticsJupyterSpreadsheet21.9Azure NotebooksAzureCloud ComputingJupyter19.0Bayes ImpactCompanyNon-ProfitArtificial Intelligence19.0Domino Data LabCompanyMLOpsMachine-Learning17.5TredenceCompanyArtificial IntelligenceAnalytics17.0MatplotlibChartsOpen-SourcePlotting1 API16.7nferenceCompanyHealth TechArtificial IntelligenceClinical Research16.1NumPyMachine-LearningNumerical AnalysisOpen-Source1 API15.8GirnarSoftCompanySoftware DevelopmentIT ServicesOutsourcing15.1QognitiveCompanyArtificial IntelligenceMachine-LearningQuantum14.5RapidminerCompanyArtificial IntelligenceMachine-Learning14.2Bloom Institute of TechnologyCompanyConsumerEducationCoding Bootcamp13.8MobagelCompanyArtificial IntelligenceMachine-LearningAutoML13.2Newton ResearchCompanyAi MlMarketing AnalyticsMarTech12.6UdacityOnline LearningUpskillingNanodegreesTech Education12.2BrilliantLearningOnline LearningEducationSTEM11.5Fundamental TechnologiesCompanyArtificial IntelligenceMachine-LearningPredictive Analytics11.4
Minimal 19 Almost no public developer surface
Celebal TechnologiesCompanyConsultingArtificial IntelligenceData Engineering9.7EnigmalabsCompanyUAPUFOAerial Intelligence9.7pandasData AnalysisLibraryOpen-Source7.6SpatialedgeCompanyArtificial IntelligenceMachine-LearningData7.1CodedCompanyEducationEdTechCoding Bootcamp6.7Mu SigmaCompanyAnalyticsDecision Sciences6.1Ursa ComputingCompanyEnterpriseDataApache Arrow6.1SpringboardCompanyEducationEdTechOnline Learning5.6NoteableCompanyDataAnalyticsNotebooks5.5Signify GroupSportsOnline AbuseThreat IntelligenceContent Moderation5.5PonderCompanyDataFramesAnalytics5.3CrowdAnalytixCompanyArtificial IntelligenceMachine-Learning5.0Data Elite ServicesCompanyAcceleratorVenture LabBig Data5.0DatafleetsCompanyDataPrivacyFederated Learning5.0FliptopCompanyPredictive MarketingCustomer IntelligenceLead Scoring5.0The Data GuildCompanyVenture StudioMachine-Learning3.3Upcode AcademyCompanyEducationCoding BootcampTraining3.3ScoreDataCompanyArtificial IntelligenceMachine-LearningPredictive Analytics2.3Istra ResearchCompanyQuantitative TradingProprietary TradingFinancial Markets0.7
Unrated 2 Not yet scored
FreshplumCompanyAnalyticsPredictive AnalyticsE-CommerceSigOptCompanyMachine-LearningOptimizationHyperparameter Tuning

APIs with this tag (14)

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 1 Complete, well-documented, and agent-ready
Oracle Platforms Data Science APIThe dataScience API from Oracle Platforms — 99 operation(s) for datascience.69.5
Strong 3 Solid coverage with minor gaps
OCI Data Science APIFully managed serverless platform for data science teams to build, train, deploy, and manage machine learni...60.2Oracle Data Science APIThe dataScience API from Oracle — 99 operation(s) for datascience.60.2IBM watsonx.ai RuntimeBuild, train, and deploy machine learning models with a full range of tools and services for data science a...60.0
Developing 4 Usable, with meaningful gaps to close
Tableau Analytics Extensions APIThe Analytics Extensions API allows integration of external analytics engines such as Python, R, MATLAB, an...50.4PyOD (Python Outlier Detection)PyOD is a comprehensive and scalable Python library for detecting outliers/anomalies in multivariate data. ...47.7RunBuggy Data Science MCP ServerAn OAuth-protected Model Context Protocol server RunBuggy operates on its application host. Discovered by p...45.7Streamlit Python APIThe Streamlit Python library API provides a rich set of functions for building interactive data application...42.9
Thin 3 Limited public surface area
Apache Spark MLlib APISpark's scalable machine learning library consisting of common learning algorithms and utilities, including...38.9Maastricht University Institute of Data Science (Open Source)The Institute of Data Science maintains an active public GitHub organization (220 public repositories) with...37.9User-friendly Deep Learning (UFDL) APIJSON REST API for the User-friendly Deep Learning framework built by the University of Waikato's Faculty of...35.5
Emerging 3 Early or largely undocumented
KedroKedro is a Python framework for creating reproducible, maintainable, and modular data science code.25.4Apache SystemDS Python APIThe SystemDS Python API (systemds) provides a Python interface for building end-to-end ML pipelines. It inc...24.7PandasData analysis and manipulation library.11.9

Companies reaching this through an API (10)

These companies publish an API, specification or operation carrying “Data Science” 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.

Apache Spark IBM LF AI and Data Maastricht University Oracle Oracle Platforms Python Standard Library and Popular RunBuggy Tableau University of Waikato

Score breakdown

Frequency
54.5
log-scaled weighted occurrences
Breadth
2.3
spread across providers
Quality lift
28.9
mean composite of providers using it
Cohesion
9.9
strength of nearest seed neighbor

Related tags

Notebooks 11 co-occurrences MLOps 16 co-occurrences Python 27 co-occurrences Predictive Analytics 11 co-occurrences Jupyter 6 co-occurrences Cloud Computing 8 co-occurrences Scientific Computing 6 co-occurrences Kernel 5 co-occurrences

Where this tag comes from

Provider tag84
Api tag14

Cohort brief

Auto-generated

The 77 providers in the APIs.io catalog tagged Data Science, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
77
all scored
Mean Kin Score
26.9
+3.0 vs catalog 23.9
Mean Agent Readiness
11.9
-0.1 vs catalog 12
Spread
2.3–53.6
median 27.9 · σ 15
How the 77 split by band
Exemplar 0Strong 0Developing 21Thin 19Emerging 23Minimal 14
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 33.9 23.4 +10.5 77
Operational Transparency 17 14 +3 77
Contract Quality 21.1 19.8 +1.3 77
Discoverability 61.9 61.2 +0.7 77
Contract Governance 6.2 6.4 -0.2 77
Access Clarity 25.6 26.5 -0.9 77

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) 16% 10% +6
MCP server (first-party) 18% 13% +5
Agent Skills 0% 0% 0
OAuth scopes 15% 11% +4
Security 96% 97% -1
Arazzo workflows 1% 2% -1
Governance rules 14% 14% 0

mcp_pct counts any mcp/ artifact including ones API Evangelist derived from the provider OpenAPI; mcp_first_party_pct counts only servers the provider publishes. Prefer the latter.

Top by Kin Score
  1. 1 Ledger Investing 53.6
  2. 2 Anaconda 51.8
  3. 3 H2O.ai 50.9
  4. 4 Hex 50.9
  5. 5 Posit 50.3
  6. 6 Nixtla 49.6
  7. 7 Anomaly Detection 47.7
  8. 8 Quadrillion 47.6
  9. 9 Akkio 47.5
  10. 10 Numerai 47
Top by Agent Readiness
  1. 1 H2O.ai 44.4
  2. 2 Anaconda 39.2
  3. 3 Prior Labs 37.6
  4. 4 Hex 37.2
  5. 5 Probabl 36.9
  6. 6 Hilbert's AI 33.5
  7. 7 Nixtla 32.4
  8. 8 Alteryx 28.4
  9. 9 Deepnote 28.4
  10. 10 Numerai 26.1
All 84 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 15 September 2026, across 27661 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

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

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