emerging · 0.2 capability resource

Predictions

Score 22.8 / 100 34 providers 30 APIs Search apis.io →
Workflows using this tag
Amazon Fraud Detector Decommission Detector · Amazon Fraud Detector Amazon Fraud Detector Tag and Audit Resource · Amazon Fraud Detector Amazon Fraud Detector Detector Pipeline · Amazon Fraud Detector Amazon Fraud Detector Inventory Models and Detectors · Amazon Fraud Detector Amazon Fraud Detector Bootstrap Event Type · Amazon Fraud Detector Amazon Fraud Detector Score Event and Tag · Amazon Fraud Detector Amazon Fraud Detector Author Rule · Amazon Fraud Detector Amazon Fraud Detector Provision Model and Detector · Amazon Fraud Detector
Business capabilities this tag reaches
Financial Crime Management 1 Drug Discovery Management 1

Providers using this tag (34)

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

Strong 6 Solid coverage with minor gaps
ServiceNowAutomationCloud ServicesDigital WorkflowsEnterprise Platform9 APIs62.3SportmonksCricketDataDeveloper-FriendlyFootball1 API59.9Qlik Sense APIsAgentsAnalyticsArtificial IntelligenceBusiness Intelligence82 APIs59.3Terabase EnergySolarrenewable-energyenergy-modelingutility-scale-solar2 APIs58.3Amazon Fraud DetectorFinancial-ServicesFraud DetectionMachine-LearningSecurity1 API56.9ReplicateArtificial IntelligenceMachine-LearningImage-GenerationLanguage Models1 API55.6
Developing 13 Usable, with meaningful gaps to close
TwitchEntertainmentGamingLive VideoStreaming6 APIs52.1Hugging Face TransformersArtificial IntelligenceComputer-VisionDeep LearningMachine-Learning1 API51.8BoltzCompanyDigital BiologyDrug DiscoveryArtificial Intelligence1 API50.1AkkioCompanyAi AppsMachine-LearningPredictive Analytics3 APIs48.8Salesforce EinsteinArtificial IntelligenceComputer-VisionCRMMachine-Learning6 APIs47.7Pruna AICompanyArtificial IntelligenceMachine-LearningImage-Generation1 API46.8BigMLMachine-LearningArtificial IntelligenceDatasets1 API46.1ForethoughtArtificial IntelligenceCustomer-SupportCustomer ServiceGenerative AI2 APIs45.3Constellation SpaceCompanySatellitesSpaceTelemetry1 API44.9CrunchbaseCompany DataWeb IntelligenceFunding DataFirmographics6 APIs44.8Prior LabsCompanyMachine-LearningArtificial IntelligenceTabular Data1 API44.5Google Vertex AIArtificial IntelligenceGenerative AIGoogle CloudMachine-Learning1 API43.7CrunchDAOCompanyCrypto Web3Machine-LearningData Science1 API41.4
Thin 10 Limited public surface area
Chicago Transit AuthorityBusBus TrackerChicagoCTA2 APIs39.1MBTABostonMassachusettsPublic TransportationReal-Time1 API39.1Qlik69 APIs36.6Kumo.AICompanyArtificial IntelligenceMachine-LearningPredictive Analytics2 APIs35.5MarineTrafficAISMaritimeShippingVessel Tracking1 API34.9LucidworksSearchArtificial IntelligenceEnterprise SearchVector Search6 APIs34.1Manage BGLCompanyDiabetesHealthHealthcare1 API33.7NOAA CO-OPSNOAATidesCurrentsOceanographic3 APIs33.0FASHN AIArtificial IntelligenceClothingFashionVirtual Try-On1 API32.6WomboCompanyArtificial IntelligenceMachine-LearningInference1 API29.5
Emerging 4 Early or largely undocumented
Major League BaseballAnalyticsBaseballEntertainmentMedia1 API20.5PredictionIOCompanyMachine-LearningArtificial IntelligencePredictive Analytics2 APIs16.8Swish AnalyticsCompanySportsSports BettingSportsbook1 API16.5EksabCompanyFantasy SportsDaily Fantasy SportsSports14.3
Minimal 1 Almost no public developer surface
AlluvaCompanyCryptocurrencyMarket Data4.8

APIs with this tag (27)

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 →

Strong 6 Solid coverage with minor gaps
ServiceNow Predictive Intelligence APIThe ServiceNow Predictive Intelligence API provides REST endpoints for accessing machine learning predictio...62.3Sportmonks Predictions APIProbabilities and predicted outcomes for upcoming fixtures.59.9Qlik Machine Learning APIGenerate profile insights, create and manage ML experiments, deploy models, and run predictions in Qlik Cloud.59.3Terabase Energy Predictions APIEnergy prediction configuration and execution58.3Amazon Fraud Detector Predictions APIReal-time fraud prediction56.9Replicate Predictions APIThe Predictions API from Replicate — 5 operation(s) for predictions.55.6
Developing 10 Usable, with meaningful gaps to close
Twitch Predictions APICreate and manage channel predictions52.1Hugging Face Inference APIServerless inference API for running predictions against thousands of models hosted on the Hugging Face Hub...51.8Boltz Predictions APIThe Predictions API from Boltz — 8 operation(s) for predictions.50.1Akkio Models APILegacy v1 models surface. List trained models and POST rows to a model to receive predictions with per-clas...48.8Salesforce Einstein Predictions APIMake predictions using Discovery models47.7Pruna AI Predictions APICore prediction workflow operations46.8BigML Predictions APIGenerate individual predictions from trained models46.1Forethought Predictions APIPredict labels for customer-support tickets.45.3Constellation Space Predictions APIRun ML link forecasts on live fleet context.44.9Google Vertex AI Predictions APIRun predictions using deployed models43.7
Thin 9 Limited public surface area
Chicago Transit Authority Predictions APIThe Predictions API from Chicago Transit Authority — 1 operation(s) for predictions.39.1MBTA Predictions APIReal-time arrival and departure forecasts39.1Qlik AutoML Dataset Predictions APIManages AutoML dataset predictions, enabling batch prediction workflows on datasets using trained machine l...36.6Qlik AutoML Real-Time Predictions APIManages AutoML real-time prediction deployments, enabling on-demand predictions using trained machine learn...36.6MarineTraffic Predictive Events APIMarineTraffic Predictive Events API delivers predicted destinations, estimated time of arrivals (ETAs), and...34.9Lucidworks Predictions APISubmit prediction requests by use case34.1Manage BGL Predictions APISubscriber-only BGL prediction and dose features33.7FASHN AI Predictions APIThe Predictions API from FASHN AI — 2 operation(s) for predictions.32.6Wombo Predictions APIObject detection and segmentation29.5
Emerging 2 Early or largely undocumented
Major League Baseball Predictions APIThe Predictions API from Major League Baseball — 2 operation(s) for predictions.20.5PredictionIO Engine Query APIREST API exposed by a deployed prediction engine that responds to prediction queries in real time (POST /qu...16.8

Score breakdown

Frequency
48.8
log-scaled weighted occurrences
Breadth
0.9
spread across providers
Quality lift
48.5
mean composite of providers using it
Cohesion
4.6
strength of nearest seed neighbor

Related tags

Models 9 co-occurrences Datasets 6 co-occurrences Deployment 5 co-occurrences Machine-Learning 19 co-occurrences Data 5 co-occurrences Real-Time 5 co-occurrences Project 5 co-occurrences Analytics 7 co-occurrences

Where this tag comes from

Provider tag10
Api tag30
Openapi tag17
Openapi op tag43

Cohort brief

Auto-generated

The 34 providers in the APIs.io catalog tagged Predictions, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
34
all scored
Mean Kin Score
39.2
+18.5 vs catalog 20.7
Mean Agent Readiness
24
+14.3 vs catalog 9.7
Spread
4.8–64.8
median 43 · σ 13.6
How the 34 split by band
Exemplar 0Strong 4Developing 14Thin 10Emerging 5Minimal 1
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 44.8 17.9 +26.9 34
Contract Quality 43.9 17.5 +26.4 34
Access Clarity 35.7 22.3 +13.4 34
Operational Transparency 22 11.3 +10.7 34
Discoverability 70.5 60.4 +10.1 34
Contract Governance 15.1 6.4 +8.7 34

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) 44% 16% +28
MCP server (first-party) 21% 7% +14
Agent Skills 0% 0% 0
OAuth scopes 24% 9% +15
Security 100% 88% +12
Arazzo workflows 9% 2% +7
Governance rules 35% 13% +22

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 ServiceNow 64.8
  2. 2 Terabase Energy 61
  3. 3 Sportmonks 56.1
  4. 4 Replicate 54.3
  5. 5 Amazon Fraud Detector 53.2
  6. 6 Akkio 51.6
  7. 7 Boltz 49.9
  8. 8 Pruna AI 48.1
  9. 9 Crunchbase 47.1
  10. 10 Constellation Space 46.9
Top by Agent Readiness
  1. 1 Terabase Energy 60.6
  2. 2 Hugging Face Transformers 53.9
  3. 3 Crunchbase 43.9
  4. 4 Prior Labs 37.6
  5. 5 ServiceNow 35.3
  6. 6 Pruna AI 34
  7. 7 Swish Analytics 31.5
  8. 8 Amazon Fraud Detector 30.6
  9. 9 Replicate 29.6
  10. 10 Salesforce Einstein 27.3
All 34 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

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

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