established · 2.2

Recommendations

Score 26.3 / 100 102 providers 73 APIs Search apis.io →
Business capabilities this tag reaches
Human Capital Management 1 Pricing Management 1 Audience Measurement & Insights Management 1 Information Technology Management 1
Variants seen in the corpus: RECOMMENDATIONSRecommendationsrecommendations

Providers using this tag (102)

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

Exemplar 8 Complete, well-documented, and agent-ready
ZoomInfoB2BB2B DataCompany DataContact Database7 APIs82.3Salesforce Marketing CloudAutomationContent ManagementCustomer JourneyDigital Marketing1 API78.4OptimizelyA/B TestingContent ManagementCustomer DataE-Commerce37 APIs72.5OutbrainAdvertisingNative AdvertisingOpen WebCTV6 APIs72.1MoEngageCustomer Engagementmarketing-automationcustomer-data-platformPush Notifications30 APIs72.0Mapp Marketing CloudCompanyMarketingMarketing AutomationEmail4 APIs70.9BloomreachDigital CommerceSearchMerchandising8 APIs70.8SurfeB2B DataContact DataSales IntelligenceEnrichment1 API67.5
Strong 17 Solid coverage with minor gaps
BlueConicCustomer Data PlatformCDPCustomer ProfilesSegments1 API65.6Microsoft Azure FunctionsAzureCloudComputeEvent-Driven1 API64.3FactsetFinancialFinancial DataInvestment AnalyticsMarket Data142 APIs64.2Last.fmMusicAudioScrobbling2 APIs64.0ShowpadSales EnablementSales CoachingContent ManagementBuyer Engagement2 APIs63.5AlgoliaSearchDiscoveryPersonalization15 APIs61.1ZaiusCompanyCustomer Data PlatformCDPMarketing11 APIs60.2Clerk.ioArtificial IntelligenceCommerceE-CommerceEmail Marketing2 APIs58.8WSO2API ManagementGatewaysOpen-SourceAPI Lifecycle7 APIs58.6TraktVideoMoviesTelevisionMedia Tracking1 API57.7VespaArtificial IntelligenceSearchVector DatabaseBig Data3 APIs57.1BuiltWithTechnology ProfilingLead GenerationWeb IntelligenceTechnology Detection10 APIs54.7SendosoCorporate GiftingDirect MailSales EngagementMarketing Automation8 APIs54.7Amazon PersonalizeArtificial IntelligenceCustomer ExperienceMachine-LearningML1 API54.4InsiderCompanyCustomer EngagementPersonalizationCustomer Data Platform18 APIs54.4Red HatCloudContainersEnterpriseHybrid Cloud6 APIs54.4The Movie DatabaseCatalogDiscoveryEntertainmentImage1 API54.3
Developing 31 Usable, with meaningful gaps to close
Amazon DevOps GuruAnomaly DetectionDevOpsMachine-LearningOperational Intelligence1 API53.8Prisma6 APIs53.1VantageBudgetsCloud PricingCost ManagementCosts2 APIs51.2NayyaCompanyEmployee BenefitsInsuranceInsurtech3 APIs50.4Constructor.ioCompanySearchE-CommerceProduct Discovery34 APIs49.6JPMorgan ChaseBankingFinancial-ServicesPaymentsTreasury20 APIs49.6Aito TechnologiesCompanyPredictive DatabaseMachine-LearningArtificial Intelligence1 API48.9SovrnCompanyAdtechAdvertisingMonetization26 APIs48.9BrightEdgeCompanySEOSearchContent1 API48.6Altimate AICompanyDataData EngineeringArtificial Intelligence1 API47.6Best BuyFortune 100RetailConsumer ElectronicsE-Commerce6 APIs47.5DisconetworkCompanyCommerce MediaRetail MediaPost-Purchase3 APIs46.6CoveoArtificial IntelligenceAnalyticsCatalogCommerce31 APIs46.3DensifyCloud CostContainer OptimizationFinOpsKubernetes1 API45.8Amazon Billing And Cost ManagementBillingCost ManagementCost ExplorerBudgets2 APIs44.5SoundStatMusicAudio AnalysisAudio Features1 API44.0CloudZeroBudgetsCloud Cost ManagementCost AllocationCost Optimization1 API43.9FoursquareRestaurantLocationsPlacesGeocoding1 API43.7TrieveSearchRAGVector SearchHybrid Search1 API43.7MarqoVector DatabaseVector SearchMultimodalSemantic Search1 API43.4Depict.AICompanyE CommerceSearch3 APIs43.3Shop-WareCompanyAutomotiveAuto RepairShop Management2 APIs43.2Microsoft Azure AdvisorAdvisorBest PracticesCost OptimizationMicrosoft Azure2 APIs42.7SeatGeekEventTicketsLive EventsConcerts1 API42.3Proton.aiCompanyCRMSalesDistribution1 API40.4Semantic ScholarAcademicResearchPapersCitations3 APIs40.3SurfeContact DiscoveryData EnrichmentB2B DataSales Intelligence1 API40.3OptScaleFinOpsCost OptimizationCloudKubernetes1 API40.1Harness Cloud Cost ManagementAnomaly DetectionBudgetsCloud Cost ManagementFinOps1 API39.7VantageCloud CostFinOpsCost ManagementCloud Optimization1 API39.5True FitCompanyFit and SizingApparelFootwear2 APIs39.4
Thin 20 Limited public surface area
TeadsCompanyAdvertisingAdTechAdvertising Technology2 APIs37.5Literal ClubBooksReadingSocialGraphQL1 API37.0miso.aiCompanyArtificial IntelligenceMachine-LearningSearch1 API36.6BrightEdge TechnologiesSEOContent MarketingSearchMarketing1 API34.7OpplyCompanyFood and BeverageSupply ChainProcurement1 API34.6Amazon Resilience HubDisaster RecoveryHigh AvailabilityResilience6 APIs34.5ReccoBeatsMusicAudio FeaturesAudio Analysis1 API34.2SuperlinkedVectorsEmbeddingsVector SearchRetrieval1 API34.2Price LabCompanyPricingRetailE-Commerce1 API33.7TuneInRadioInternet RadioPodcastsStreaming Audio2 APIs32.6CyberConnectWeb3Social GraphDecentralizedGraphQL2 APIs32.5KnewtonCompanyConsumerEducationEdTech1 API32.1Cisco Support APIsSupportLifecycleAsset ManagementEntitlement8 APIs32.0Google Cloud Recommendations AIE-CommerceGoogle CloudMachine-LearningPersonalization1 API31.8Hello RetailE-CommercePersonalizationProduct RecommendationsRetail1 API31.7Apple MusicMusicStreamingAppleMusicKit1 API31.5ConstructorCompanyE-CommerceSearchProduct Discovery1 API30.5KameleoonExperimentationAB TestingPersonalizationFeature Flags1 API27.3Proton.aiCompanyArtificial IntelligenceDistributionWholesale1 API27.0CloudabilityCloud Cost ManagementCost OptimizationFinOpsMulti-Cloud7 APIs26.7
Emerging 13 Early or largely undocumented
Dynamic YieldCompanyCloudPersonalizationExperience Optimization1 API25.9Rosetta.aiCompanyE-CommercePersonalization24.8Wine VybeBeveragesBeerDatabaseFood Pairing3 APIs24.7Crossing MindsCompanyAi MlPersonalization1 API24.0TaranisAgricultureAgTechCrop IntelligenceComputer-Vision1 API23.8SuperpowerHealthLongevityLab TestingBiomarkers1 API23.0GoodreadsCompanyConsumerBooksReading22.9Amazon Web ServicesAmazonCloudNetworkIndex377 APIs16.7LateralCompanyArtificial IntelligenceMachine-Learning15.3Defense Nuclear Facilities Safety BoardDefenseDNFSBEnergyFederal-Government3 APIs13.8VettedCompanyAi MlArtificial IntelligenceShopping13.3Its GoodCompanyRestaurantDining11.8CimulateCompanyArtificial IntelligenceE-CommerceSearch11.2
Minimal 13 Almost no public developer surface
Sequen AICompanyArtificial IntelligencePersonalizationRanking9.7LYSTCompanyConsumerFashionE-Commerce9.4CQuotientCompanyCommerceE-CommercePersonalization8.3YesGraphCompanyReferralsContacts7.8Clothes HorseCompanyFashionApparelRetail5.0LokuCompanyTravelLocal5.0Luvocracy *CompanyConsumerSocial CommerceMarketplace5.0MybuysCompanyPersonalizationE-CommerceRetail5.0QuBitCompanyPersonalizationE-Commerce5.0Scout.fmCompanyPodcastsAudio5.0StyleupCompanyFashionRetail5.0The Echo NestCompanyArtificial IntelligenceMusicMusic Intelligence5.0The NudgeCompanyConsumerLifestyleMobile App2.8

APIs with this tag (60)

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 4 Complete, well-documented, and agent-ready
Einstein Recommendations APIAPI for leveraging AI-powered product and content recommendations to personalize customer experiences.78.4Outbrain Recommendations APIRetrieve content recommendations72.1Teads In-Chat APIContextual sponsored-recommendation API for chatbot and LLM publishers, backing the Teads Conversational AI...72.1Surfe Recommendations APIICP definition and lookalike account recommendations.67.5
Strong 11 Solid coverage with minor gaps
BlueConic Recommendations APIGenerate individualized content and product recommendations for a given profile. [Read more](https://suppor...65.6Microsoft Azure Functions Recommendations APIThe Recommendations API from Microsoft Azure Functions — 15 operation(s) for recommendations.64.3Factset Recommendations APIThe Recommendations API from Factset — 9 operation(s) for recommendations.64.2Algolia Recommend APIReturns related-products, frequently-bought-together, trending and look-alike recommendations trained from ...61.1Zaius Recommendations APIThe Recommendations API from Zaius — 1 operation(s) for recommendations.60.2WSO2 Recommendations APIThe Recommendations API from WSO2 — 1 operation(s) for recommendations.58.6Trakt Recommendations APIPersonalized recommendations for movies and shows.57.7BuiltWith Recommendations APIThe Recommendations API from BuiltWith — 1 operation(s) for recommendations.54.7Sendoso Marketplace and SmartSend APIBrowse the Sendoso marketplace catalog, get AI-selected gift recommendations for a recipient, and send eith...54.7Red Hat Advisor APIPredictive analytics API that provides proactive recommendations for improving the stability, performance, ...54.4Red Hat Lightspeed Advisor for OpenShift APIAggregation API for Insights Advisor that exposes recommendations for single and multiple OpenShift cluster...54.4
Developing 24 Usable, with meaningful gaps to close
Amazon DevOps Guru Recommendations APIThe Recommendations API from Amazon DevOps Guru — 1 operation(s) for recommendations.53.8Prisma Recommendations APIAI-powered query optimization recommendations53.1Vantage Recommendations APIRetrieve cost optimization recommendations.51.2Nayya Recommendations APIThe Recommendations API from Nayya — 1 operation(s) for recommendations.50.4BrightEdge recommendations APIThe recommendations API from BrightEdge — 6 operation(s) for recommendations.48.6Altimate AI RECOMMENDATIONS APIThe RECOMMENDATIONS API from Altimate AI — 4 operation(s) for recommendations.47.6Best Buy Recommendations APICustomer behavior-based product recommendations47.5Coveo Recommendations APIThe Recommendations API from Coveo — 2 operation(s) for recommendations.46.3Densify Container Optimization APIThe Densify Container Optimization REST API provides programmatic access to container right-sizing recommen...45.8Densify Public Cloud APIThe Densify Public Cloud REST API exposes optimization analysis, recommendations, account and instance inve...45.8Densify Recommendations APIThe Recommendations API from Densify — 3 operation(s) for recommendations.45.8Amazon Billing And Cost Management Recommendations APICost optimization recommendations44.5SoundStat Recommendations APIThe Recommendations API from SoundStat — 15 operation(s) for recommendations.44.0CloudZero Insights APIThe Insights API stores and surfaces actionable cost insights and recommendations. Endpoints under /v2/insi...43.9Marqo Recommendations APIReturn documents similar to one or more reference documents.43.4Shop-Ware Recommendations APIThe Recommendations API from Shop-Ware — 2 operation(s) for recommendations.43.2Microsoft Azure Advisor Recommendations APIRecommendations operations42.7SeatGeek Recommendations APIThe Recommendations API from SeatGeek — 2 operation(s) for recommendations.42.3Proton.ai Recommendations APIThe Recommendations API from Proton.ai — 7 operation(s) for recommendations.40.4Surfe Recommendations APIICP definition and lookalike account recommendations.40.3OptScale Recommendations APICost optimization recommendations40.1Harness Cloud Cost Management Recommendations APIAI-driven recommendations for cloud cost optimization.39.7Vantage Recommendations APIOperations about Recommendations39.5True Fit Recommendations APISize recommendations and general fit guidance for retailer products.39.4
Thin 15 Limited public surface area
Teads In-Chat APIV2.0 REST API that lets chatbot and LLM publishers programmatically retrieve contextually relevant sponsore...37.5BrightEdge Technologies recommendations APIThe recommendations API from BrightEdge Technologies — 6 operation(s) for recommendations.34.7Opply Recommendations APIThe Recommendations API from Opply — 11 operation(s) for recommendations.34.6Amazon Resilience Hub Recommendations APIRetrieve alarm, SOP, and test recommendations.34.5Price Lab Recommendations APIThe Recommendations API from Price Lab — 3 operation(s) for recommendations.33.7TuneIn Platform APIThe TuneIn Platform API is a partner-facing REST API (OAuth 2.0) for embedding TuneIn's full audio service ...32.6CyberConnect GraphQL APIThe CyberConnect GraphQL Indexer API provides precise and flexible queries for social graph data. Developer...32.5Knewton Enterprise Platform APIThe Knewton Enterprise Platform REST API (v0) that partner learning applications integrate with to deliver ...32.1Cisco Software Suggestion APIThe Software Suggestion API returns the software release Cisco recommends for a product, chosen on stabilit...32.0Hello Retail Recommendations APIManaged and unmanaged product recommendation requests.31.7Apple Music APIREST API for Apple Music: catalog (songs, albums, artists, music videos, playlists, stations), search, char...31.5Kameleoon Product Recommendation APIKameleoon Product Recommendation API (REST) for managing product catalogs and serving AI-driven recommendat...27.3Proton APIAI REST API returning product recommendations and performing actions in the Proton.ai distributor platform....27.0Cloudability API v3The Cloudability v3 API is the modern REST interface for the platform. It exposes resource-oriented endpoin...26.7Cloudability Rightsizing Recommendations APIThe Rightsizing API surfaces machine-learning generated downsizing, modernization and termination recommend...26.7
Emerging 6 Early or largely undocumented
Dynamic Yield Experience OS APIServer-side Experience APIs and related product APIs for personalization, recommendations, event collection...25.9Crossing Minds Recommendation APIUniversal B2B recommendation API — ingest users, items, ratings and interactions, then query profile-to-ite...24.0Taranis Ag AssistantGenerative AI agronomy engine that contextualizes Taranis leaf-level data with weather, machinery, and rese...23.8Superpower Action PlansPersonalized diet, lifestyle, and supplement action plans generated from a member's biomarkers and goals. I...23.0Amazon Web Services Recommendations APIThe Recommendations API from Amazon Web Services — 5 operation(s) for recommendations.16.7DNFSB Recommendations and ReportsLibrary of formal recommendations, technical reports, letters, and weekly site-representative reports publi...13.8

Score breakdown

Frequency
61.7
log-scaled weighted occurrences
Breadth
2.8
spread across providers
Quality lift
46.3
mean composite of providers using it
Cohesion
6.1
strength of nearest seed neighbor

Related tags

Personalization 27 co-occurrences FinOps 10 co-occurrences Segments 8 co-occurrences Budgets 6 co-occurrences Product Discovery 5 co-occurrences Merchandising 5 co-occurrences Ingestion 6 co-occurrences Cost Optimization 5 co-occurrences

Where this tag comes from

Provider tag55
Api tag70
Openapi tag39
Openapi op tag115

Cohort brief

Auto-generated

The 102 providers in the APIs.io catalog tagged Recommendations, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
102
all scored
Mean Kin Score
38.2
+17.5 vs catalog 20.7
Mean Agent Readiness
22.5
+12.8 vs catalog 9.7
Spread
2.8–83.5
median 38.2 · σ 20.1
How the 102 split by band
Exemplar 9Strong 11Developing 28Thin 27Emerging 14Minimal 13
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 39.5 17.5 +22 102
Developer Ergonomics 38.9 17.9 +21 102
Access Clarity 39.8 22.3 +17.5 102
Operational Transparency 24.3 11.3 +13 102
Discoverability 71.3 60.4 +10.9 102
Contract Governance 16.3 6.4 +9.9 102

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) 40% 16% +24
MCP server (first-party) 25% 7% +18
Agent Skills 0% 0% 0
OAuth scopes 23% 9% +14
Security 91% 88% +3
Arazzo workflows 7% 2% +5
Governance rules 32% 13% +19

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 Salesforce Marketing Cloud 83.5
  2. 2 ZoomInfo 80.8
  3. 3 MoEngage 75.8
  4. 4 Optimizely 75.1
  5. 5 Mapp Marketing Cloud 74.7
  6. 6 Outbrain 74.6
  7. 7 Bloomreach 73.7
  8. 8 Surfe 70.6
  9. 9 BlueConic 68.8
  10. 10 Showpad 66.2
Top by Agent Readiness
  1. 1 MoEngage 59.4
  2. 2 Bloomreach 58.5
  3. 3 Mapp Marketing Cloud 56.3
  4. 4 Salesforce Marketing Cloud 56.2
  5. 5 Factset 52.8
  6. 6 Red Hat 52.3
  7. 7 ZoomInfo 49.5
  8. 8 Showpad 48.2
  9. 9 Surfe 47.5
  10. 10 BlueConic 47
All 102 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.

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MCP server

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

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