established · -1.1

Dataset

Score 25.0 / 100 33 providers 32 APIs Search apis.io →
Variants seen in the corpus: Data SetDataSetDatasetdata-setdataset

Providers using this tag (33)

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

Exemplar 1 Complete, well-documented, and agent-ready
WappalyzerTechnology DetectionTechnographicsWebsite AnalysisCMS Detection11 APIs70.9
Strong 7 Solid coverage with minor gaps
FactsetFinancialFinancial DataInvestment AnalyticsMarket Data460 APIs64.8StructifyCompanyArtificial IntelligenceDataWeb Scraping32 APIs62.6LucidVisual CollaborationDiagrammingWhiteboardingProductivity5 APIs61.8Leonardo.AIArtificial IntelligenceImage-GenerationVideo GenerationGenerative AI14 APIs59.4DocusignAgreementsContractsDigital Transaction ManagementDocuments134 APIs58.2PolyteiaCompanyAi Enterprise SoftwareGovTechPublic Sector4 APIs56.3BriaArtificial IntelligenceGenerative AIImageImage-Generation14 APIs55.0
Developing 12 Usable, with meaningful gaps to close
Azure Synapse AnalyticsAnalyticsApache SparkBig DataData Integration35 APIs52.6BrightEdgeCompanySEOSearchContent45 APIs50.3FriendliAICompanyInfrastructureArtificial IntelligenceMachine-Learning33 APIs49.9RapidataCompanyHuman FeedbackData LabelingAnnotation55 APIs48.8Apache AirflowApacheDAGData PipelineETL19 APIs48.7LangWatchArtificial IntelligenceLLMLLM ObservabilityLLM Evaluation28 APIs47.2OpendatasoftOpen DataDatasetsPublic DataOData4 APIs47.1HeliconeAI GatewaysAI MonitoringGatewaysLLM Observability33 APIs45.8AlgoSeekFinancialMarket DataStocksOptions34 APIs45.4Galileo TechnologiesCompanyAI ObservabilityLLM EvaluationGenerative AI60 APIs44.7Surge AIHuman DataRLHFSFTRubrics14 APIs42.5Cosmo TechCompanySimulationDigital TwinArtificial Intelligence7 APIs41.9
Thin 11 Limited public surface area
University of BristolEducationHigher EducationUniversityResearch4 APIs38.7King Fahd University of Petroleum & MineralsEducationHigher EducationUniversityResearch38 APIs38.2École Normale Supérieure de ParisEducationHigher EducationUniversityResearch4 APIs37.4Hong Kong Baptist UniversityEducationHigher EducationUniversityResearch34 APIs36.7BrightEdge TechnologiesSEOContent MarketingSearchMarketing44 APIs35.8TrieveSearchRAGVector SearchHybrid Search21 APIs35.5Apache SupersetAnalyticsBIDashboardData Visualization21 APIs35.0Eindhoven University of TechnologyEducationHigher EducationUniversityResearch38 APIs34.0NutrientsDBNutritionFoodNutrientsFood Composition1 API33.6University of GroningenEducationHigher EducationUniversityResearch75 APIs33.6Queen's University BelfastEducationHigher EducationUniversityResearch38 APIs32.5
Emerging 2 Early or largely undocumented
ChronosphereAIOpsObservability33 APIs24.4Patronus AILLM EvaluationGuardrailsJudgesHallucination Detection7 APIs20.6

APIs with this tag (32)

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
Wappalyzer Dataset APIBulk access to pre-built technographic datasets covering technology installations across millions of websit...70.9
Strong 7 Solid coverage with minor gaps
Factset Dataset APIThe Dataset API from Factset — 1 operation(s) for dataset.64.8Structify dataset APIDataset management endpoints62.6Lucid Data APIThe Lucid Data API enables external applications to create, read, update, and delete structured data linked...61.8Leonardo.AI Dataset APIThe Dataset API from Leonardo.AI — 4 operation(s) for dataset.59.4Docusign DataSet APIThe DataSet resource provides methods that allow you to fetch organization event data. The `dataSet` path p...58.2Polyteia Dataset APIThe Dataset API from Polyteia — 1 operation(s) for dataset.56.3Bria Dataset APIManage training datasets55.0
Developing 12 Usable, with meaningful gaps to close
Azure Synapse Analytics Dataset APIThe Dataset API from Azure Synapse Analytics — 3 operation(s) for dataset.52.6BrightEdge dataset APIAPIs for brightedge dataset50.3FriendliAI Dataset APIThe Dataset API from FriendliAI — 8 operation(s) for dataset.49.9Rapidata Dataset APIThe Dataset API from Rapidata — 4 operation(s) for dataset.48.8Apache Airflow Dataset APIThe Dataset API from Apache Airflow — 4 operation(s) for dataset.48.7LangWatch Dataset APIThe Dataset API from LangWatch — 7 operation(s) for dataset.47.2Opendatasoft Dataset APIAPI to work on records47.1Helicone Dataset APIThe Dataset API from Helicone — 14 operation(s) for dataset.45.8AlgoSeek Dataset APIThe Dataset API from AlgoSeek — 10 operation(s) for dataset.45.4Galileo Technologies dataset APIThe dataset API from Galileo Technologies — 1 operation(s) for dataset.44.7Surge Toxicity DatasetThe world's largest open social-media toxicity dataset, published under MIT license.42.5Cosmo Tech dataset APIDataset Management41.9
Thin 10 Limited public surface area
University of Bristol data-set APIThe data-set API from University of Bristol — 2 operation(s) for data-set.38.7King Fahd University of Petroleum & Minerals dataSet APIThe dataSet API from King Fahd University of Petroleum & Minerals — 30 operation(s) for dataset.38.2École Normale Supérieure de Paris Dataset APIAPI to work on records37.4Hong Kong Baptist University dataSet APIThe dataSet API from Hong Kong Baptist University — 29 operation(s) for dataset.36.7BrightEdge Technologies dataset APIAPIs for brightedge dataset35.8Trieve Dataset APIThe Dataset API from Trieve — 1 operation(s) for dataset.35.5Apache Superset Dataset APIThe Dataset API from Apache Superset — 8 operation(s) for dataset.35.0Eindhoven University of Technology dataSet APIThe dataSet API from Eindhoven University of Technology — 30 operation(s) for dataset.34.0University of Groningen dataSet APIThe dataSet API from University of Groningen — 30 operation(s) for dataset.33.6Queen's University Belfast dataSet APIThe dataSet API from Queen's University Belfast — 30 operation(s) for dataset.32.5
Emerging 2 Early or largely undocumented
Chronosphere Dataset APIThe Dataset API from Chronosphere — 2 operation(s) for dataset.24.4FinanceBenchFinanceBench is an open benchmark of 10,000 financial question-answer pairs grounded in public filings, use...20.6

Score breakdown

Frequency
55.0
log-scaled weighted occurrences
Breadth
0.9
spread across providers
Quality lift
54.9
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

specialization 5 co-occurrences semester 5 co-occurrences milestone 5 co-occurrences award 5 co-occurrences prize 5 co-occurrences thesaurus 5 co-occurrences concept 5 co-occurrences course 5 co-occurrences

Where this tag comes from

Api tag31
Openapi tag23
Openapi op tag190
Provider tag1

Cohort brief

Auto-generated

The 33 providers in the APIs.io catalog tagged Dataset, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
33
all scored
Mean Kin Score
45.1
+24.4 vs catalog 20.7
Mean Agent Readiness
30.8
+21.1 vs catalog 9.7
Spread
20.6–70.9
median 45.4 · σ 11.6
How the 33 split by band
Exemplar 1Strong 7Developing 12Thin 11Emerging 2Minimal 0
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 56.4 17.5 +38.9 33
Developer Ergonomics 44.3 17.9 +26.4 33
Operational Transparency 30.5 11.3 +19.2 33
Access Clarity 41.5 22.3 +19.2 33
Discoverability 72.9 60.4 +12.5 33
Contract Governance 15.8 6.4 +9.4 33

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) 48% 16% +32
MCP server (first-party) 21% 7% +14
Agent Skills 0% 0% 0
OAuth scopes 27% 9% +18
Security 100% 88% +12
Arazzo workflows 15% 2% +13
Governance rules 45% 13% +32

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 Wappalyzer 70.9
  2. 2 Factset 64.8
  3. 3 Structify 62.6
  4. 4 Lucid 61.8
  5. 5 Leonardo.AI 59.4
  6. 6 Docusign 58.2
  7. 7 Polyteia 56.3
  8. 8 Bria 55
  9. 9 Azure Synapse Analytics 52.6
  10. 10 BrightEdge 50.3
Top by Agent Readiness
  1. 1 Bria 58.9
  2. 2 Factset 52.8
  3. 3 Wappalyzer 52.2
  4. 4 Lucid 48.3
  5. 5 BrightEdge 44.3
  6. 6 Rapidata 41.7
  7. 7 Docusign 38.1
  8. 8 Galileo Technologies 37.9
  9. 9 Structify 37.9
  10. 10 LangWatch 36.3
All 33 members of this roster resolve to a scored provider in the catalog.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

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MCP server

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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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