Recommendations
Business capabilities this tag reaches
Information Technology Management 4
Marketing Management 1
Human Capital Management 1
Pricing Management 1
Audience Measurement & Insights Management 1
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
Strong 6 Solid coverage with minor gaps
Developing 13 Usable, with meaningful gaps to close
Thin 7 Limited public surface area
Emerging 10 Early or largely undocumented
Minimal 15 Almost no public developer surface
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 17 Complete, well-documented, and agent-ready
Harness Recommendations APIRecommendations for workloads and node pools.ZoomInfo Recommendations APIThe Recommendations API from ZoomInfo — 3 operation(s) for recommendations.Algolia Recommend APIReturns related-products, frequently-bought-together, trending and look-alike recommendations trained from ...WSO2 Recommendations APIThe Recommendations API from WSO2 — 1 operation(s) for recommendations.Optimizely Recommendations APIThe Recommendations API from Optimizely — 5 operation(s) for recommendations.AfterShip Discoveries APIThe Discoveries API from AfterShip — 4 operation(s) for discoveries.Einstein Recommendations APIAPI for leveraging AI-powered product and content recommendations to personalize customer experiences.Microsoft Azure Recommendations APIThe Recommendations API from Microsoft Azure — 15 operation(s) for recommendations.Surfe Recommendations APIICP definition and lookalike account recommendations.Outbrain Recommendations APIRetrieve content recommendationsTeads In-Chat APIContextual sponsored-recommendation API for chatbot and LLM publishers, backing the Teads Conversational AI...Prisma Recommendations APIAI-powered query optimization recommendationsMapp Marketing Cloud Recommendations APIOperations about recommendationsMicrosoft Azure Functions Recommendations APIThe Recommendations API from Microsoft Azure Functions — 15 operation(s) for recommendations.MoEngage Recommendations APIOperations related to fetching recommendation configurations and results.BlueConic Recommendations APIGenerate individualized content and product recommendations for a given profile. [Read more](https://suppor...Showpad Recommendations APIThe recommendations API from Showpad — 6 operation(s) for recommendations.
Strong 15 Solid coverage with minor gaps
Red Hat Advisor APIPredictive analytics API that provides proactive recommendations for improving the stability, performance, ...Red Hat Lightspeed Advisor for OpenShift APIAggregation API for Insights Advisor that exposes recommendations for single and multiple OpenShift cluster...Factset Recommendations APIThe Recommendations API from Factset — 9 operation(s) for recommendations.Transmit Security Recommendation APIThe Recommendation API from Transmit Security — 3 operation(s) for recommendation.Zaius Recommendations APIThe Recommendations API from Zaius — 1 operation(s) for recommendations.Cisco Intersight Recommendation APIThe recommendation API from Cisco Intersight — 16 operation(s) for recommendation.Shop-Ware Recommendations APIThe Recommendations API from Shop-Ware — 2 operation(s) for recommendations.Amazon Web Services Recommendations APIThe Recommendations API from Amazon Web Services — 5 operation(s) for recommendations.Clerk.io Recommendations APIThe Recommendations API from Clerk.io — 25 operation(s) for recommendations.Sendoso Marketplace and SmartSend APIBrowse the Sendoso marketplace catalog, get AI-selected gift recommendations for a recipient, and send eith...Altimate AI RECOMMENDATIONS APIThe RECOMMENDATIONS API from Altimate AI — 4 operation(s) for recommendations.Trakt Recommendations APIPersonalized recommendations for movies and shows.BuiltWith Recommendations APIThe Recommendations API from BuiltWith — 1 operation(s) for recommendations.Mavenlink Recommendations APIA Recommendation suggests a User for an Unnamed Resource (or some other un-staffed position). The system re...Insider Recommendations APIThe Recommendations API from Insider — 1 operation(s) for recommendations.
Developing 24 Usable, with meaningful gaps to close
Amazon DevOps Guru Recommendations APIThe Recommendations API from Amazon DevOps Guru — 1 operation(s) for recommendations.CoreStack Recommendation APIRecommendation summaryCloudability API v3The Cloudability v3 API is the modern REST interface for the platform. It exposes resource-oriented endpoin...Cloudability Rightsizing Recommendations APIThe Rightsizing API surfaces machine-learning generated downsizing, modernization and termination recommend...JPMorgan Chase Recommendations APIGenerates recommendations based on the provided input.Coveo Recommendations APIThe Recommendations API from Coveo — 2 operation(s) for recommendations.Best Buy Recommendations APICustomer behavior-based product recommendationsBrightEdge Recommendations APIThe recommendations API from BrightEdge — 6 operation(s) for recommendations.Nayya Recommendations APIThe Recommendations API from Nayya — 1 operation(s) for recommendations.Wikipedia / MediaWiki Recommendation APIcontribution recommendationsWikimedia Recommendation APIcontribution recommendationsMicrosoft Azure Advisor Recommendations APIRecommendations operationsAmazon Billing And Cost Management Recommendations APICost optimization recommendationsDisconetwork Recommendations APIThe Recommendations API from Disconetwork — 1 operation(s) for recommendations.Coorpacademy Recommendations APIThe recommendations API from Coorpacademy — 1 operation(s) for recommendations.CloudZero Insights APIThe Insights API stores and surfaces actionable cost insights and recommendations. Endpoints under /v2/insi...Marqo Recommendations APIReturn documents similar to one or more reference documents.True Fit Recommendations APISize recommendations and general fit guidance for retailer products.SeatGeek Recommendations APIThe Recommendations API from SeatGeek — 2 operation(s) for recommendations.Opply Recommendations APIThe Recommendations API from Opply — 11 operation(s) for recommendations.Teads In-Chat APIV2.0 REST API that lets chatbot and LLM publishers programmatically retrieve contextually relevant sponsore...SoundStat Recommendations APIThe Recommendations API from SoundStat — 15 operation(s) for recommendations.Proton APIAI REST API returning product recommendations and performing actions in the Proton.ai distributor platform....Proton.ai Recommendations APIThe Recommendations API from Proton.ai — 7 operation(s) for recommendations.
Thin 15 Limited public surface area
ClickPost Recommendation APICarrier recommendation operations.Harness Cloud Cost Management Recommendations APIAI-driven recommendations for cloud cost optimization.Wikisource Recommendation APIcontribution recommendationsOptScale Recommendations APICost optimization recommendationsVantage Recommendations APIOperations about RecommendationsAmazon Resilience Hub Recommendations APIRetrieve alarm, SOP, and test recommendations.Cisco Software Suggestion APIThe Software Suggestion API returns the software release Cisco recommends for a product, chosen on stabilit...Price Lab Recommendations APIThe Recommendations API from Price Lab — 3 operation(s) for recommendations.CyberConnect GraphQL APIThe CyberConnect GraphQL Indexer API provides precise and flexible queries for social graph data. Developer...TuneIn Platform APIThe TuneIn Platform API is a partner-facing REST API (OAuth 2.0) for embedding TuneIn's full audio service ...Hello Retail Recommendations APIManaged and unmanaged product recommendation requests.ReccoBeats Recommendation APITrack recommendations generated from seeds.Knewton Enterprise Platform APIThe Knewton Enterprise Platform REST API (v0) that partner learning applications integrate with to deliver ...Apple Music APIREST API for Apple Music: catalog (songs, albums, artists, music videos, playlists, stations), search, char...Kameleoon Product Recommendation APIKameleoon Product Recommendation API (REST) for managing product catalogs and serving AI-driven recommendat...
Emerging 8 Early or largely undocumented
Dynamic Yield Experience OS APIServer-side Experience APIs and related product APIs for personalization, recommendations, event collection...Crossing Minds Recommendation APIUniversal B2B recommendation API — ingest users, items, ratings and interactions, then query profile-to-ite...Melorra Recommendations APISimilar and recommended productsRiiid Adaptive LearningRiiid's adaptive learning engine analyzes learner interaction data in real time to recommend personalized s...Superpower Action PlansPersonalized diet, lifestyle, and supplement action plans generated from a member's biomarkers and goals. I...Taranis Ag AssistantGenerative AI agronomy engine that contextualizes Taranis leaf-level data with weather, machinery, and rese...DNFSB Recommendations and ReportsLibrary of formal recommendations, technical reports, letters, and weekly site-representative reports publi...Classif.io Fashion Style Classification APIOne of the sixteen demo classification APIs Classif.io advertised, named "Fashion Style classification API"...
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 ↓
Score breakdown
Frequency
62.3
log-scaled weighted occurrences
Breadth
1.5
spread across providers
Quality lift
38.5
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
Pages 8 co-occurrences
Resources 9 co-occurrences
Cost Optimization 6 co-occurrences
Insights 9 co-occurrences
Cloud Cost Management 5 co-occurrences
Where this tag comes from
Provider tag56
Api tag81
Openapi tag45
Openapi op tag124
Cohort brief
Auto-generatedThe 47 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
47
of 56 in the catalog
Mean Kin Score
37.2
+14.3 vs catalog 22.9
Mean Agent Readiness
19.4
+7.5 vs catalog 11.9
Spread
0–82.8
median 39.8 · σ 21.2
How the 47 split by band
Exemplar 5Strong 4Developing 15Thin 7Emerging 9Minimal 7
Facet averages, against the whole catalog
| Facet | This cohort | Catalog | Difference | Scored |
|---|---|---|---|---|
| Developer Ergonomics | 39.2 | 23.2 | +16 | 47 |
| Contract Quality | 33.2 | 17.6 | +15.6 | 47 |
| Access Clarity | 42 | 26.5 | +15.5 | 47 |
| Operational Transparency | 24.5 | 13.7 | +10.8 | 47 |
| Contract Governance | 14.7 | 6.3 | +8.4 | 47 |
| Discoverability | 63.1 | 58.1 | +5 | 47 |
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
| Artifact | This cohort | Catalog | Difference |
|---|---|---|---|
| MCP server (any) | 26% | 14% | +12 |
| MCP server (first-party) | 21% | 12% | +9 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 21% | 11% | +10 |
| Security | 98% | 98% | 0 |
| Arazzo workflows | 4% | 2% | +2 |
| Governance rules | 34% | 14% | +20 |
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 Algolia 82.8
- 2 Bloomreach 72.3
- 3 Mapp Marketing Cloud 70.4
- 4 Taboola 70.4
- 5 Densify 69.5
- 6 Last.fm 61.1
- 7 Clerk.io 58.3
- 8 Trakt 55.2
- 9 The Movie Database 54.6
- 10 Vespa 54.2
Top by Agent Readiness
- 1 Algolia 66.5
- 2 Bloomreach 63.7
- 3 Insider 51.6
- 4 Mapp Marketing Cloud 49.8
- 5 Coveo 43
- 6 Densify 40.8
- 7 Clerk.io 35.4
- 8 Semantic Scholar 34.2
- 9 Taboola 31
- 10 True Fit 28.6
All 56 members of this roster resolve to a provider in the
catalog; 47 carry a score (84%).
The figures above describe the scored members only.
Coverage caveat. 27 of 47 scored members had under half their catalog-attributable points satisfied at all (catalog_earned / catalog_max < 0.5). They are INCLUDED in the mean above. A large share here means the cohort mean is partly a measurement of how far our enrichment reached, not only of how these providers publish.Generated from the catalog build of 5 October 2026, across 29093 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.
Coverage caveat. 27 of 47 scored members had under half their catalog-attributable points satisfied at all (catalog_earned / catalog_max < 0.5). They are INCLUDED in the mean above. A large share here means the cohort mean is partly a measurement of how far our enrichment reached, not only of how these providers publish.Generated from the catalog build of 5 October 2026, across 29093 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.