established · 0.0 capability action

Recommendations

Score 25.6 / 100 56 providers +57 via APIs 80 APIs Search apis.io →
Variants seen in the corpus: RecommendationRecommendations

Providers using this tag (56)

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

Exemplar 5 Complete, well-documented, and agent-ready
Mapp Marketing CloudCompanyMarketingMarketing AutomationEmail4 APIs74.8AlgoliaSearchDiscoveryPersonalization15 APIs71.5DensifyCloud CostContainer OptimizationFinOpsKubernetes43 APIs70.3BloomreachDigital CommerceSearchMerchandising8 APIs68.6TaboolaAdvertisingNative AdvertisingDiscoveryPerformance Marketing7 APIs67.4
Strong 6 Solid coverage with minor gaps
Last.fmMusicAudioScrobbling2 APIs62.6Clerk.ioArtificial IntelligenceCommerceE-CommerceEmail Marketing2 APIs58.5InsiderCompanyCustomer EngagementPersonalizationCustomer Data Platform18 APIs57.0TraktVideoMoviesTelevisionMedia Tracking1 API56.4The Movie DatabaseCatalogDiscoveryEntertainmentImage21 APIs55.9NayyaCompanyEmployee BenefitsInsuranceInsurtech3 APIs54.7
Developing 13 Usable, with meaningful gaps to close
Amazon PersonalizeArtificial IntelligenceCustomer ExperienceMachine-LearningPersonalization1 API53.0VespaArtificial IntelligenceSearchVector DatabaseBig Data3 APIs52.6Constructor.ioCompanySearchE-CommerceProduct Discovery34 APIs52.2CloudabilityCloud Cost ManagementCost OptimizationFinOpsMulti-Cloud7 APIs50.7CoveoArtificial IntelligenceAnalyticsCatalogCommerce31 APIs50.0Aito TechnologiesCompanyPredictive DatabaseMachine-LearningArtificial Intelligence1 API49.4TrieveSearchRAGVector SearchHybrid Search1 API45.9Microsoft Azure AdvisorAdvisorBest PracticesCost OptimizationMicrosoft Azure2 APIs45.0Semantic ScholarAcademicResearchPaperCitations3 APIs43.9FoursquareRestaurantLocationPlacesGeocoding1 API43.7SoundStatMusicAudio AnalysisAudio Features1 API42.6True FitCompanyFit and SizingApparelFootwear2 APIs40.4Proton.aiCompanyCRMSalesDistribution1 API39.7
Thin 7 Limited public surface area
Harness Cloud Cost ManagementAnomaly DetectionBudgetsCloud Cost ManagementFinOps1 API39.0Literal ClubBooksReadingSocialGraphQL1 API37.0miso.aiCompanyArtificial IntelligenceMachine-LearningSearch1 API37.0SuperlinkedVectorsEmbeddingsVector SearchRetrieval1 API33.8ReccoBeatsMusicAudio FeaturesAudio Analysis1 API32.8KnewtonCompanyConsumerEducationEdTech1 API32.1Google Cloud Recommendations AIE-CommerceGoogle CloudMachine-LearningPersonalization1 API31.1
Emerging 11 Early or largely undocumented
Dynamic YieldCompanyCloudPersonalizationExperience Optimization1 API25.9Crossing MindsCompanyAi MlPersonalization1 API25.0Rosetta.aiCompanyE-CommercePersonalization24.8Wine VybeBeveragesBeerDatabaseFood Pairing3 APIs24.7GoodreadsCompanyConsumerBooksReading22.9ToutiaoCompanyNewsContentMedia1 API21.9Classif.ioApparelClassificationComputer-VisionFashion1 API15.6LateralCompanyArtificial IntelligenceMachine-Learning15.3VettedCompanyAi MlArtificial IntelligenceShopping13.3Its GoodCompanyRestaurantDining11.8CimulateCompanyArtificial IntelligenceE-CommerceSearch11.2
Minimal 7 Almost no public developer surface
Sequen AICompanyArtificial IntelligencePersonalizationRankings9.7LYSTCompanyConsumerFashionE-Commerce9.4CQuotientCompanyCommerceE-CommercePersonalization8.3YesGraphCompanyReferralsContacts7.8QuBitCompanyPersonalizationE-Commerce5.0AboutmovieCompanyMediaEntertainmentMovies4.6The NudgeCompanyConsumerLifestyleMobile App2.8
Unrated 7 Not yet scored
Clothes HorseCompanyFashionApparelRetailLokuCompanyTravelLocalLuvocracy *CompanyConsumerSocial CommerceMarketplaceMybuysCompanyPersonalizationE-CommerceRetailScout.fmCompanyPodcastsAudioStyleupCompanyFashionRetailThe Echo NestCompanyArtificial IntelligenceMusicMusic Intelligence

APIs with this tag (79)

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 16 Complete, well-documented, and agent-ready
Harness Recommendations APIRecommendations for workloads and node pools.86.2ZoomInfo Recommendations APIThe Recommendations API from ZoomInfo — 3 operation(s) for recommendations.84.7AfterShip Discoveries APIThe Discoveries API from AfterShip — 4 operation(s) for discoveries.83.1Einstein Recommendations APIAPI for leveraging AI-powered product and content recommendations to personalize customer experiences.82.6Optimizely Recommendations APIThe Recommendations API from Optimizely — 5 operation(s) for recommendations.78.0Microsoft Azure Recommendations APIThe Recommendations API from Microsoft Azure — 15 operation(s) for recommendations.74.9Mapp Marketing Cloud Recommendations APIOperations about recommendations74.8Surfe Recommendations APIICP definition and lookalike account recommendations.72.6MoEngage Recommendations APIOperations related to fetching recommendation configurations and results.71.7Algolia Recommend APIReturns related-products, frequently-bought-together, trending and look-alike recommendations trained from ...71.5Prisma Recommendations APIAI-powered query optimization recommendations70.1Outbrain Recommendations APIRetrieve content recommendations69.8Teads In-Chat APIContextual sponsored-recommendation API for chatbot and LLM publishers, backing the Teads Conversational AI...69.8Microsoft Azure Functions Recommendations APIThe Recommendations API from Microsoft Azure Functions — 15 operation(s) for recommendations.68.8Factset Recommendations APIThe Recommendations API from Factset — 9 operation(s) for recommendations.67.9Showpad Recommendations APIThe recommendations API from Showpad — 6 operation(s) for recommendations.66.5
Strong 12 Solid coverage with minor gaps
BlueConic Recommendations APIGenerate individualized content and product recommendations for a given profile. [Read more](https://suppor...64.0Shop-Ware Recommendations APIThe Recommendations API from Shop-Ware — 2 operation(s) for recommendations.63.6WSO2 Recommendations APIThe Recommendations API from WSO2 — 1 operation(s) for recommendations.60.8Zaius Recommendations APIThe Recommendations API from Zaius — 1 operation(s) for recommendations.59.5Clerk.io Recommendations APIThe Recommendations API from Clerk.io — 25 operation(s) for recommendations.58.5Red Hat Advisor APIPredictive analytics API that provides proactive recommendations for improving the stability, performance, ...57.5Red Hat Lightspeed Advisor for OpenShift APIAggregation API for Insights Advisor that exposes recommendations for single and multiple OpenShift cluster...57.5Insider Recommendations APIThe Recommendations API from Insider — 1 operation(s) for recommendations.57.0Trakt Recommendations APIPersonalized recommendations for movies and shows.56.4Cisco Intersight Recommendation APIThe recommendation API from Cisco Intersight — 16 operation(s) for recommendation.55.8CoreStack Recommendation APIRecommendation summary54.9Nayya Recommendations APIThe Recommendations API from Nayya — 1 operation(s) for recommendations.54.7
Developing 29 Usable, with meaningful gaps to close
Sendoso Marketplace and SmartSend APIBrowse the Sendoso marketplace catalog, get AI-selected gift recommendations for a recipient, and send eith...53.9Amazon DevOps Guru Recommendations APIThe Recommendations API from Amazon DevOps Guru — 1 operation(s) for recommendations.53.4JPMorgan Chase Recommendations APIGenerates recommendations based on the provided input.53.4Best Buy Recommendations APICustomer behavior-based product recommendations52.5BuiltWith Recommendations APIThe Recommendations API from BuiltWith — 1 operation(s) for recommendations.52.0Cloudability API v3The Cloudability v3 API is the modern REST interface for the platform. It exposes resource-oriented endpoin...50.7Cloudability Rightsizing Recommendations APIThe Rightsizing API surfaces machine-learning generated downsizing, modernization and termination recommend...50.7Transmit Security Recommendation APIThe Recommendation API from Transmit Security — 3 operation(s) for recommendation.50.7Mavenlink Recommendations APIA Recommendation suggests a User for an Unnamed Resource (or some other un-staffed position). The system re...50.5Wikipedia / MediaWiki Recommendation APIcontribution recommendations50.4Coveo Recommendations APIThe Recommendations API from Coveo — 2 operation(s) for recommendations.50.0BrightEdge recommendations APIThe recommendations API from BrightEdge — 6 operation(s) for recommendations.49.8Altimate AI RECOMMENDATIONS APIThe RECOMMENDATIONS API from Altimate AI — 4 operation(s) for recommendations.48.8Wikimedia Recommendation APIcontribution recommendations48.0Disconetwork Recommendations APIThe Recommendations API from Disconetwork — 1 operation(s) for recommendations.45.7Coorpacademy Recommendations APIThe recommendations API from Coorpacademy — 1 operation(s) for recommendations.45.0Microsoft Azure Advisor Recommendations APIRecommendations operations45.0Amazon Billing And Cost Management Recommendations APICost optimization recommendations43.8CloudZero Insights APIThe Insights API stores and surfaces actionable cost insights and recommendations. Endpoints under /v2/insi...43.5Opply Recommendations APIThe Recommendations API from Opply — 11 operation(s) for recommendations.43.0SoundStat Recommendations APIThe Recommendations API from SoundStat — 15 operation(s) for recommendations.42.6ClickPost Recommendation APICarrier recommendation operations.42.4SeatGeek Recommendations APIThe Recommendations API from SeatGeek — 2 operation(s) for recommendations.41.6Wikisource Recommendation APIcontribution recommendations41.5True Fit Recommendations APISize recommendations and general fit guidance for retailer products.40.4Proton APIAI REST API returning product recommendations and performing actions in the Proton.ai distributor platform....39.7Proton.ai Recommendations APIThe Recommendations API from Proton.ai — 7 operation(s) for recommendations.39.7Vantage Recommendations APIOperations about Recommendations39.5OptScale Recommendations APICost optimization recommendations39.4
Thin 13 Limited public surface area
Harness Cloud Cost Management Recommendations APIAI-driven recommendations for cloud cost optimization.39.0Marqo Recommendations APIReturn documents similar to one or more reference documents.38.7Teads In-Chat APIV2.0 REST API that lets chatbot and LLM publishers programmatically retrieve contextually relevant sponsore...37.5Amazon Resilience Hub Recommendations APIRetrieve alarm, SOP, and test recommendations.33.8Cisco Software Suggestion APIThe Software Suggestion API returns the software release Cisco recommends for a product, chosen on stabilit...33.1Price Lab Recommendations APIThe Recommendations API from Price Lab — 3 operation(s) for recommendations.33.0ReccoBeats Recommendation APITrack recommendations generated from seeds.32.8TuneIn 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 ...32.1Apple Music APIREST API for Apple Music: catalog (songs, albums, artists, music videos, playlists, stations), search, char...31.3Hello Retail Recommendations APIManaged and unmanaged product recommendation requests.31.0Kameleoon Product Recommendation APIKameleoon Product Recommendation API (REST) for managing product catalogs and serving AI-driven recommendat...26.5
Emerging 9 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...25.0Riiid Adaptive LearningRiiid's adaptive learning engine analyzes learner interaction data in real time to recommend personalized s...23.8Taranis Ag AssistantGenerative AI agronomy engine that contextualizes Taranis leaf-level data with weather, machinery, and rese...23.8Melorra Recommendations APISimilar and recommended products23.1Superpower 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.17.4Classif.io Fashion Style Classification APIOne of the sixteen demo classification APIs Classif.io advertised, named "Fashion Style classification API"...15.6DNFSB Recommendations and ReportsLibrary of formal recommendations, technical reports, letters, and weekly site-representative reports publi...13.8

Companies reaching this through an API (57)

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

AfterShip Altimate AI Amazon Billing And Cost Management Amazon DevOps Guru Amazon Resilience Hub Amazon Web Services Apple Music Best Buy BlueConic BrightEdge BuiltWith Cisco Intersight Cisco Support APIs ClickPost CloudZero Coorpacademy CoreStack CyberConnect Defense Nuclear Facilities Safety Board Disconetwork Factset Harness Hello Retail JPMorgan Chase Kameleoon Marqo Mavenlink Melorra Microsoft Azure Microsoft Azure Functions MoEngage Opply Optimizely OptScale Outbrain Price Lab Prisma Red Hat Riiid Salesforce Marketing Cloud SeatGeek Sendoso Shop-Ware Showpad Superpower Surfe Taranis Teads Transmit Security TuneIn
Show all 57 companies ↓
Vantage Wikimedia Wikipedia / MediaWiki Wikisource WSO2 Zaius ZoomInfo

Score breakdown

Frequency
63.2
log-scaled weighted occurrences
Breadth
1.5
spread across providers
Quality lift
41.9
mean composite of providers using it
Cohesion
6.7
strength of nearest seed neighbor

Related tags

Personalization 26 co-occurrences FinOps 11 co-occurrences Budgets 8 co-occurrences Insights 10 co-occurrences Cost Optimization 6 co-occurrences Resources 9 co-occurrences Cloud Cost Management 5 co-occurrences

Where this tag comes from

Provider tag56
Api tag81
Openapi tag50
Openapi op tag186

Cohort brief

Auto-generated

The 46 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
46
all scored
Mean Kin Score
39
+15 vs catalog 24
Mean Agent Readiness
20.1
+7.7 vs catalog 12.4
Spread
2.8–74.8
median 40.1 · σ 19.2
How the 46 split by band
Exemplar 5Strong 6Developing 13Thin 7Emerging 11Minimal 4
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 44.1 26.5 +17.6 46
Developer Ergonomics 40.6 23.4 +17.2 46
Contract Quality 36.7 20.1 +16.6 46
Operational Transparency 25.7 14 +11.7 46
Contract Governance 15 6.5 +8.5 46
Discoverability 68.7 61 +7.7 46

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) 19% 10% +9
MCP server (first-party) 21% 13% +8
Agent Skills 0% 0% 0
OAuth scopes 19% 11% +8
Security 87% 96% -9
Arazzo workflows 4% 2% +2
Governance rules 30% 13% +17

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 Mapp Marketing Cloud 74.8
  2. 2 Algolia 71.5
  3. 3 Densify 70.3
  4. 4 Bloomreach 68.6
  5. 5 Taboola 67.4
  6. 6 Last.fm 62.6
  7. 7 Clerk.io 58.5
  8. 8 Insider 57
  9. 9 Trakt 56.4
  10. 10 The Movie Database 55.9
Top by Agent Readiness
  1. 1 Bloomreach 63.7
  2. 2 Algolia 61.5
  3. 3 Mapp Marketing Cloud 56.3
  4. 4 Insider 51.6
  5. 5 Coveo 43.4
  6. 6 Densify 41.2
  7. 7 Clerk.io 35.4
  8. 8 Semantic Scholar 34.2
  9. 9 Taboola 31
  10. 10 True Fit 28.6
All 56 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 20 September 2026, across 27620 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/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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