established · 1.4

Feedback

Score 26.6 / 100 96 providers 86 APIs Search apis.io →
Variants seen in the corpus: Feedbackfeedback

Providers using this tag (96)

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

Exemplar 7 Complete, well-documented, and agent-ready
Strong 15 Solid coverage with minor gaps
Developing 33 Usable, with meaningful gaps to close
VaultREReal-EstateAustraliaNew ZealandPropTech3 APIs52.8Amazon DevOps GuruAnomaly DetectionDevOpsMachine-LearningOperational Intelligence14 APIs51.4PortkeyAI GatewaysGatewaysGovernanceGuardrails51 APIs51.3NashCompanyDeliveryLast Mile DeliveryLogistics30 APIs51.2BonjoroVideo MessagingCustomer EngagementCustomer SuccessSales Engagement1 API49.4Luma HealthHealthcareUnited StatesPatient EngagementScheduling13 APIs48.9LatticeHRPeople ManagementPerformance ManagementOKRs11 APIs48.8RapidataCompanyHuman FeedbackData LabelingAnnotation55 APIs48.8ArthurAICompanyAi MlAI GovernanceAI Observability68 APIs48.4Amazon CodeGuru ReviewerAmazonCode ReviewSecurityDevOps5 APIs48.3FlowiseAgentsAgent WorkflowsArtificial IntelligenceLarge Language Models13 APIs47.5ClarifeyeCompanyArtificial IntelligenceKnowledge-ManagementMCP13 APIs47.3Understudy LabsArtificial IntelligenceLLM GatewayMachine-LearningOpen-Source12 APIs47.0Workday IntegrationEnterpriseERPFinanceHCM87 APIs46.8SheevaCompanyConnected VehiclesAutomotivePayments15 APIs46.7MarqetaFintechBackend-as-a-ServiceCard IssuingPayments81 APIs46.1LeapsomePeople EnablementPerformance ManagementOKRsGoals14 APIs46.0ServiceChannelCompanyServicesFacilities ManagementWork Orders66 APIs45.5HappyOrNotCompanyEnterpriseCustomer ExperienceCustomer Feedback21 APIs45.4WorkleapEmployee ExperienceHREngagementPulse Surveys7 APIs45.1Mem0MemoryAI AgentsAgent MemoryContext15 APIs45.0Galileo TechnologiesCompanyAI ObservabilityLLM EvaluationGenerative AI60 APIs44.7Ask SageCompanyArtificial IntelligenceGenerative AILarge Language Models32 APIs44.4CrunchDAOCompanyCrypto Web3Machine-LearningData Science70 APIs44.3PryonArtificial IntelligenceRetrieval Augmented GenerationEnterprise SearchKnowledge-Management24 APIs43.6Adaptive MLCompanyAi MlLLMFine-Tuning9 APIs43.5WootricCustomer ExperienceNPSCSATCES8 APIs42.3Log10LLMLoggingObservabilityEvaluation6 APIs42.0OnfidoAuthenticationIdentityVerification45 APIs41.9Salesforce EinsteinArtificial IntelligenceComputer-VisionCRMMachine-Learning17 APIs41.7Arcee AICompanyArtificial IntelligenceMachine-LearningLarge Language Models29 APIs41.2Craft.ioProduct ManagementRoadmapsOKRsBacklog9 APIs41.1Product FruitsProduct AdoptionUser OnboardingIn-App GuidanceChecklists4 APIs39.7
Thin 31 Limited public surface area
kapa.aiArtificial IntelligenceAnswer EngineRAGDocumentation6 APIs38.6RoadmunkProduct RoadmappingGraphQLRoadmapsProject Management1 API38.5WorkableHRATSRecruitingSourcing33 APIs38.3FormbricksSurveysExperience ManagementForms7 APIs38.2TrubricsArtificial IntelligenceLLMProduct AnalyticsEvent Tracking2 APIs38.1FreeplayArtificial IntelligenceLLMEvaluationObservability10 APIs38.0ResourclyCompanyManufacturingInventory OptimizationPLM22 APIs37.8LangChainAgentsArtificial IntelligenceLarge Language ModelsLLM Observability66 APIs37.6KluArtificial IntelligenceLLMLLM App PlatformPrompt Engineering8 APIs37.5PurplebricksReal-EstateUnited KingdomProperty ListingsOnline Estate Agency13 APIs36.9LeverHRATSRecruitingTalent Acquisition41 APIs36.7Weights and BiasesMLOpsExperiment TrackingLLM ObservabilityModel Registry16 APIs36.7DailyhuntCompanyNewsMediaContent Syndication8 APIs36.3Not DiamondArtificial IntelligenceLLMModel RoutingRouter4 APIs35.2Curated for YouCompanyE-CommerceRetailProduct Discovery6 APIs33.9OlaRidesharingTransportationMapsGeocoding5 APIs33.6DecisionLinkCompanyCloud SaasRevenue OperationsCustomer Value Management4 APIs33.0Technical University of MunichUniversityHigher EducationEducationGermany6 APIs33.0DelightedNPSCSATCustomer SatisfactionCES6 APIs32.6BetterWorksOKRPerformance ManagementGoalsEmployee Data1 API32.4IXONIIoTIndustrial IoTMachine ConnectivityRemote Access359 APIs32.3SurveyMonkeySurveysMarket ResearchNPS8 APIs32.0UserVoiceProduct FeedbackIdea ManagementCustomer FeedbackProduct Roadmap3 APIs31.9AI GatewayAI GatewayLLM RouterLLM ProxyModel Routing38 APIs31.8LangSmithArtificial IntelligenceLLMObservabilityEvaluations73 APIs31.0UserbackCustomer FeedbackBug ReportingVisual FeedbackSession Replay4 APIs31.0v0Artificial IntelligenceApp BuilderVercelCode Generation23 APIs30.9Weights & BiasesMLMLOpsExperiment TrackingModel Registry11 APIs30.8SevenRoomsRestaurantReservationsWaitlistCRM1 API30.4AlchemerSurveyExperience ManagementData Collection1 API28.0IncogniaCompanyCybersecurityFraud PreventionDevice Fingerprinting4 APIs27.0
Emerging 7 Early or largely undocumented
Minimal 3 Almost no public developer surface

APIs with this tag (85)

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 7 Complete, well-documented, and agent-ready
Strong 15 Solid coverage with minor gaps
Developing 31 Usable, with meaningful gaps to close
VaultRE APIThe core VaultRE REST API - the open API a third-party developer integrates an agency website or applicatio...52.8VaultRE Integrator APIA distinct set of endpoints that operate at the integrator level rather than at an individual agency-accoun...52.8Amazon DevOps Guru Feedback APIThe Feedback API from Amazon DevOps Guru — 1 operation(s) for feedback.51.4Portkey Feedback APISend and Update any feedback.51.3Nash Feedback APIFeedback51.2Bonjoro API V2REST API for the Bonjoro personal-video platform. Create and assign greets (video tasks) for one or many re...49.4Luma Health Feedback & Reputation APINPS survey responses and feedback-link clicks, external reviews scraped from Google Business Profile and Ye...48.9Rapidata Feedback APIThe Feedback API from Rapidata — 1 operation(s) for feedback.48.8ArthurAI Feedback APIEndpoints to manage user feedback on inferences48.4Amazon CodeGuru Reviewer Feedback APIThe Feedback API from Amazon CodeGuru Reviewer — 3 operation(s) for feedback.48.3Flowise feedback APIThe feedback API from Flowise — 2 operation(s) for feedback.47.5Clarifeye Feedback APISubmit feedback on conversation messages47.3Understudy Labs Feedback APIThe Feedback API from Understudy Labs — 1 operation(s) for feedback.47.0Workday Integration Feedback APIThe Feedback API from Workday Integration — 2 operation(s) for feedback.46.8Sheeva Feedback APIThe Feedback API from Sheeva — 3 operation(s) for feedback.46.7Marqeta Feedback APIThe Feedback API from Marqeta — 1 operation(s) for feedback.46.1Leapsome feedback APIThe feedback API from Leapsome — 4 operation(s) for feedback.46.0ServiceChannel Feedback APIThe Feedback API from ServiceChannel — 6 operation(s) for feedback.45.5Workleap Feedback APIFeedback retrieval and management45.1Mem0 feedback APIThe feedback API from Mem0 — 1 operation(s) for feedback.45.0Galileo Technologies feedback APIThe feedback API from Galileo Technologies — 14 operation(s) for feedback.44.7Ask Sage Feedback APIUser feedback operations44.4CrunchDAO feedback APIThe feedback API from CrunchDAO — 1 operation(s) for feedback.44.3Pryon Feedback APIThe Feedback API from Pryon — 9 operation(s) for feedback.43.6Adaptive ML Feedback APIThe Feedback API from Adaptive ML — 2 operation(s) for feedback.43.5Log10 Feedback APIFeedback42.0Onfido Feedback APIThe Feedback API from Onfido — 1 operation(s) for feedback.41.9Salesforce Einstein Feedback APIProvide feedback on generated content41.7Arcee AI Feedback APIThe Feedback API from Arcee AI — 3 operation(s) for feedback.41.2Craft.io Feedback Portal APIREST API for managing customer feedback portals, including listing portals and categories, retrieving feedb...41.1Product Fruits Feedback APIUser feedback submission39.7
Thin 25 Limited public surface area
kapa.ai Feedback APISubmit reactions on answers.38.6Roadmunk GraphQL APIThe Roadmunk (Strategic Roadmaps) GraphQL API provides programmatic access to roadmaps, items, milestones, ...38.5Workable Evaluations APISubmit and read interviewer evaluations and scorecards aligned to the job's interview kit.38.3Freeplay Feedback APIRecord completion-level and trace-level feedback.38.0Resourcly feedback APIThe feedback API from Resourcly — 1 operation(s) for feedback.37.8LangChain feedback APIThe feedback API from LangChain — 7 operation(s) for feedback.37.6Klu Feedback APIRatings, corrections, and issues attached to data points.37.5Purplebricks Feedback APISingle-surface feedback management service used to manage viewing and vendor feedback across the platform.36.9Lever Feedback APIThe Feedback API from Lever — 2 operation(s) for feedback.36.7Weights and Biases Feedback APIThe Feedback API from Weights and Biases — 4 operation(s) for feedback.36.7Dailyhunt Feedback APIFetch the feedback options to display to a user and submit the user's selection.36.3Not Diamond Feedback APIThe Feedback API from Not Diamond — 2 operation(s) for feedback.35.2Curated for You Feedback APIThe Feedback API from Curated for You — 2 operation(s) for feedback.33.9Ola Ride Management APIThe Ola Ride Management API covers post-booking operations including trip history retrieval, ride cancellat...33.6Xfactor.io Value Chat APIThe Growth AI conversational service — chat sessions and history, prompt management, file upload, feedback,...33.0BetterWorks APIThe BetterWorks REST API enables programmatic access to goals, milestones, employee data, feedback, recogni...32.4IXON Feedback APIThe Feedback API from IXON — 1 operation(s) for feedback.32.3UserVoice Admin APIThe UserVoice Admin API v2 provides a fast and easy way of working with your feedback data, enabling you to...31.9AI Gateway Feedback APIThe Feedback API from AI Gateway — 1 operation(s) for feedback.31.8LangSmith feedback APIThe feedback API from LangSmith — 7 operation(s) for feedback.31.0Userback Feedback APIFeedback items captured by Userback widgets.31.0v0 feedback APIThe feedback API from v0 — 1 operation(s) for feedback.30.9Weights & Biases Feedback APIThe Feedback API from Weights & Biases — 4 operation(s) for feedback.30.8SevenRooms APIThe SevenRooms API is a RESTful interface for hospitality data and operations. It exposes reservations, gue...30.4Incognia Feedback APIReport labeled events to tune the risk model27.0
Emerging 6 Early or largely undocumented
Minimal 1 Almost no public developer surface

Score breakdown

Frequency
61.9
log-scaled weighted occurrences
Breadth
2.6
spread across providers
Quality lift
52.5
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

Goals 8 co-occurrences Runs 10 co-occurrences NPS 7 co-occurrences Prompts 8 co-occurrences Surveys 11 co-occurrences Completions 8 co-occurrences Responses 7 co-occurrences Threads 7 co-occurrences

Where this tag comes from

Api tag82
Provider tag20
Openapi tag59
Openapi op tag172

Cohort brief

Auto-generated

The 96 providers in the APIs.io catalog tagged Feedback, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
96
all scored
Mean Kin Score
43
+22.3 vs catalog 20.7
Mean Agent Readiness
26.3
+16.6 vs catalog 9.7
Spread
5–83.3
median 42.9 · σ 15.3
How the 96 split by band
Exemplar 7Strong 15Developing 33Thin 31Emerging 7Minimal 3
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 49.6 17.5 +32.1 96
Access Clarity 45.6 22.3 +23.3 96
Developer Ergonomics 39.2 17.9 +21.3 96
Operational Transparency 29.8 11.3 +18.5 96
Discoverability 73.2 60.4 +12.8 96
Contract Governance 15.6 6.4 +9.2 96

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) 42% 16% +26
MCP server (first-party) 22% 7% +15
Agent Skills 0% 0% 0
OAuth scopes 23% 9% +14
Security 98% 88% +10
Arazzo workflows 6% 2% +4
Governance rules 28% 13% +15

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 83.3
  2. 2 HubSpot 82.4
  3. 3 Mailchimp 81.5
  4. 4 Leadping 72.2
  5. 5 Punchh 67.6
  6. 6 AskNicely 67.3
  7. 7 Matomo 67.3
  8. 8 FLORA 65.9
  9. 9 Olo 64.9
  10. 10 Bazaarvoice 62.4
Top by Agent Readiness
  1. 1 FLORA 62.4
  2. 2 Automattic 62.3
  3. 3 Usersnap 55.2
  4. 4 HubSpot 54.4
  5. 5 Clarifeye 53.8
  6. 6 AskNicely 52.7
  7. 7 Salesforce 52.2
  8. 8 LinqAlpha 50.9
  9. 9 Mailchimp 44.8
  10. 10 Rapidata 41.7
All 96 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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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/feedback"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/feedback"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/feedback/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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