established · -1.2 market domain

Conversational AI

Score 24.7 / 100 249 providers +15 via APIs 50 APIs Search apis.io →
Business capabilities this tag reaches
AI Model Services 1
Variants seen in the corpus: ConversationalConversational AI

Providers using this tag (249)

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

Exemplar 7 Complete, well-documented, and agent-ready
Strong 26 Solid coverage with minor gaps
Microsoft Bot FrameworkBotsMessagingBot Framework4 APIs65.5Anam.aiCompanyAI AvatarsReal-Time Video1 API64.9Beyond PresenceCompanyAi Enterprise SoftwareArtificial IntelligenceAvatars1 API64.2Google Cloud Dialogflow CXChatbotsDialogflowGoogle Cloud1 API61.8BluejayCompanyArtificial IntelligenceAI AgentsVoice AI1 API59.4Kore.aiCompanyArtificial IntelligenceAgents3 APIs58.2PhonicCompanyArtificial IntelligenceVoice AI1 API57.7FixieCompanyVoice AIReal-Time1 API56.9Microsoft Power Virtual AgentsChatbotsCopilot StudioMicrosoft4 APIs56.9BolnaCompanyArtificial IntelligenceVoice AI1 API55.1GenesysCompanySoftwareContact CenterCustomer Experience1 API66.2SyllableCompanyArtificial IntelligenceAI AgentsVoice1 API66.1CovalCompanyAI AgentsVoice AITesting20 APIs60.9NextivaCompanyCommunicationsVoiceContact Center5 APIs59.4SynthflowVoiceVoice AgentsNo-CodeTelephony1 API59.3SpekoVoiceVoice AISpeech-to-TextText-to-Speech1 API59.0HatchCompanyVertical SoftwareCustomer Communication1 API58.9Observe.AICompanyAi AppsContact CenterConversation Intelligence1 API58.9GridspaceCompanyVoice AIVoice Agents1 API58.7MoveworksCompanyArtificial IntelligenceAI AgentsAI Assistant9 APIs58.4Agnost AICompanyAI AgentsAgent AnalyticsObservability1 API58.3KugelAudioVoiceText-to-SpeechSpeech SynthesisVoice AI1 API58.2FrontlineCompanyCRMAI AgentsSales Automation1 API57.8ReplicantCompanyContact CenterCustomer Service1 API57.4ASAPPCompanyArtificial IntelligenceContact Center13 APIs57.1FiniCompanyArtificial IntelligenceAI AgentsCustomer Service1 API55.8
Developing 53 Usable, with meaningful gaps to close
OutRivalCompanyEnterprise SaasAI Agents2 APIs53.3VoiceGenieCompanyVoice AISales Automation1 API52.8ChatsimpleCompanyAI AgentsChatbots2 APIs51.7Google AssistantActions on GoogleGoogle AssistantNatural-Language1 API48.0NuanceCompanySpeech RecognitionNatural Language Understanding1 API48.0PypestreamCompanyAI AgentsContact Center7 APIs47.5CognigyCompanyAI AgentsContact Center1 API46.2ParadoxArtificial IntelligenceCandidate ScreeningChatbots1 API45.9TavusArtificial IntelligenceGenerative AIVideo1 API45.5RasaCompanyArtificial IntelligenceChatbots2 APIs45.1ChatfuelCompanyChatbotsMessaging3 APIs43.3TeadsCompanyAdvertisingAdTechVideo Advertising2 APIs43.0DixaCustomer ServiceOmnichannelCustomer Experience1 API42.9ElocuentiCompanyArtificial IntelligenceOmnichannel1 API42.8Soul MachinesCompanyEnterpriseArtificial IntelligenceDigital Humans2 APIs41.9Perspective AIArtificial IntelligenceFormsAutomation2 APIs41.3ConvaiArtificial IntelligenceCharactersNPCs10 APIs41.2KrispCompanyArtificial IntelligenceVoice AISpeech1 API54.0Chatley AICompanyArtificial IntelligenceVoice Agents2 APIs53.1PoppCompanyRecruitingStaffingHiring1 API53.1Sarj AI Developer APIVoice AIVoice AgentsArabic AI4 APIs52.7iCallAgent Public APIVoice AIvoice ai assistantVoice Agents1 API52.4NetomiCompanyArtificial IntelligenceAI AgentsCustomer Experience1 API51.9IntercomArtificial IntelligenceCustomer ServiceMessaging1 API51.0UniphoreCompanyArtificial IntelligenceAgents3 APIs50.4ChatinboxCompanyCustomer CommunicationCRMWhatsApp Business API2 APIs49.4DelphiCompanyArtificial IntelligenceAI ClonesDigital Minds1 API48.0HappyrobotAI AgentsAgent OrchestrationVoice AI2 APIs47.9Tadeus APIVoice AIResearchInterviewsWorkforce1 API47.9RubiConnectCPaaSCommunications APIsBusiness MessagingRCS1 API47.3ThoughtlyVoice AIChat AIAI Agents1 API46.7ConversicaCompanyArtificial IntelligenceAI Agents1 API45.6AppgainCompanyMobile MarketingMarketing AutomationOmnichannel Messaging3 APIs45.0Leena AICompanyArtificial IntelligenceAI AgentsEnterprise Software5 APIs44.5Nuance LabsCompanyArtificial IntelligenceFoundation ModelsEmotional Intelligence1 API44.4DivinciWebsite IntegrationNo-CodeCustomer Service1 API44.1WaniwaniCompanyArtificial IntelligenceMCPAI Distribution1 API44.0KarumiCompanyAI AgentsProduct DemosSales Enablement1 API43.9Marz Greta-Lock NetworkCompanyAI AgentsAgent EvaluationBenchmarking1 API43.9AvocaCompanyArtificial IntelligenceVoice AI1 API43.6Ex-HumanCompanyArtificial IntelligenceAI Companion1 API43.5DocketCompanyAI AgentsAgentic MarketingSales Enablement1 API43.3AiseraCompanyAI AgentsITSM4 APIs43.0TidioLive ChatChatbotsCustomer ServiceArtificial Intelligence1 API42.9ConcentrixAI AgentsBusiness Process OutsourcingConsulting2 APIs42.4ShapesCompanyArtificial IntelligenceAI AgentsChat1 API42.3Keyframe LabsCompanyArtificial IntelligenceAvatarsVideo1 API42.2GliaCompanyCustomer ServiceContact CenterBanking3 APIs41.9CrescendoCompanyCustomer ExperienceCustomer ServiceArtificial Intelligence1 API41.8The Interaction Company Of CaliforniaCompanyAI AssistantArtificial IntelligenceAgents1 API41.7MoonscaleCompanyArtificial IntelligenceSalesSales Automation1 API41.011xCompanyArtificial IntelligenceAI AgentsSales1 API40.8DigitalGeniusCompanyCustomer ServiceE-CommerceArtificial Intelligence1 API40.5
Thin 48 Limited public surface area
AgoraReal-Time EngagementVoiceVideoSignaling11 APIs37.4HaptikCompanyArtificial IntelligenceMessaging7 APIs36.8Retell AIArtificial IntelligenceVoiceAgentsReal-Time1 API35.7NeuphonicText-to-SpeechVoice AIAudioStreaming1 API35.2LMNTText-to-SpeechVoice SynthesisVoice CloningAudio Streaming1 API34.2VoiceflowArtificial IntelligenceChatVoice1 API34.2QuiqCompanyCustomer ExperienceContact Center1 API33.7BotpressArtificial IntelligenceChatOpen Source1 API33.4aiOlaSpeech RecognitionSpeech-to-TextText-to-SpeechVoice AI3 APIs33.3Bland AIArtificial IntelligenceVoiceAgentsPhone1 API31.9TalkPushCompanyRecruitingRecruitment AutomationHuman Resources1 API31.8DriftConversational MarketingChatbotsSalesMessaging1 API30.8IntentLinkAI MonetizationAd NetworksMCP Protocol1 API30.8Inworld AIArtificial IntelligenceVoiceCharactersGames1 API30.6SenselyCompanyHealthcareDigital Health1 API29.0PoshArtificial IntelligenceAI AgentsBanking1 API28.4MainstayCompanyEducationEdTechHigher Education1 API27.7Meya.aiCompanyChatbotsCustomer Service1 API27.5Custom Chat API | MirrorFlyChat APIMessagingCPaaSVoIP1 API27.0AnloraCreator EconomyOnlyFansAgency ToolingAutonomous AI38.2DaptaCompanyAI AgentsVoice AI38.1MindlogicCompanyArtificial IntelligenceGenerative AI1 API37.9ChatbaseArtificial IntelligenceChatbotsAI AgentsCustomer Service1 API37.3ForethoughtArtificial IntelligenceCustomer ServiceGenerative AISupportGPT2 APIs37.3Lua AICompanyArtificial IntelligenceAI AgentsAgent Platform1 API37.0PhonelyArtificial IntelligenceVoice AIVoice Agents2 APIs36.8Liberate InnovationsCompanyInsuranceInsurtechArtificial Intelligence1 API36.2Kalpa LabsCompanySpeechText-to-SpeechVoice1 API35.8TagoveCompanyCustomer ServiceLive Chat1 API35.8CrestaArtificial IntelligenceContact CenterContact Center AICCaaS1 API35.7GetVocalCompanyArtificial IntelligenceVoice AI1 API35.2PolyaiCompanyVoice AICustomer Service1 API35.1ClerkChatCompanyAI AgentsCustomer ServiceChatbots1 API33.9VapiArtificial IntelligenceVoiceAgentsReal-Time1 API33.21mindCompanyArtificial IntelligenceAI AgentsSales32.6AI RudderArtificial IntelligenceEnterpriseAutomation1 API31.4[24]7.aiCompanyCustomer ExperienceContact Center30.0BotaCar RentalAI AutomationWhatsAppvoice-calls2 APIs29.7Hume AIArtificial IntelligenceVoiceEmpathicEmotion4 APIs29.6Replyr.aiCompanyArtificial IntelligenceChatbots1 API29.2SienaCompanyArtificial IntelligenceAI AgentsCustomer Service28.8ConversoCompanyVoice AIAI Agents2 APIs28.7UberduckArtificial IntelligenceText-to-SpeechVoiceVoice Cloning1 API28.6Maven AGIArtificial IntelligenceAgentsCustomer ServiceCustomer Experience1 API28.4HeySaleArtificial IntelligenceSales AutomationB2B2 APIs28.2Mybots.proCompanyAI AgentsMessaging3 APIs28.1EmaCompanyArtificial IntelligenceAgentsAI Employees1 API27.2Samora AICompanyVoice AgentsVoice AI1 API26.9
Emerging 67 Early or largely undocumented
Gram (by Speakeasy)CompanyArtificial IntelligenceChatbots2 APIs26.0branchlyArtificial IntelligenceAnalyticsWebsite Optimization1 API25.7GupshupMessagingWhatsAppCPaaS1 API24.1Kata.aiCompanyChatbotsAI Agents2 APIs23.2BlipBusiness AutomationCustomer EngagementPlatform1 API20.8LandbotChatbotsNo-CodeWhatsApp2 APIs20.6SoundHoundVoice AIMusic RecognitionAudio Intelligence2 APIs20.2Satisfi LabsCompanyAI AgentsChatbots18.8ConverseNowCompanyVoice AIRestaurant18.5RimeArtificial IntelligenceVoiceText-to-SpeechReal-Time1 API18.3SierraAgentsArtificial IntelligenceChat1 API17.9LivePersonCustomer EngagementMessagingContact Center9 APIs17.3Charisma.aiArtificial IntelligenceTrainingBrand Experience1 API17.1BotSocietyCompanyChatbotsVoice Assistant1 API16.4muffintechCompanyInsuranceInsurtechArtificial Intelligence15.1ZaapiCompanyApplicative SaasChat Commerce14.9Revel Ai HealthCompanyHealthcareArtificial Intelligence14.8Talk-A-BotCompanyChatbotsEnterprise Software14.6AgentifAICompanyArtificial IntelligenceVoice14.4Actium HealthCompanyHealthcarePatient Engagement13.4MiaCompanyArtificial IntelligenceVoice AI11.7ChaiCompanyArtificial IntelligencePlatformChatbots11.5David AICompanyArtificial IntelligenceMachine LearningAudio Data11.0VocodeVoice AIVoice AgentsTelephony1 API25.9KustomerCustomer ServiceCRMHelp DeskMessaging1 API25.7RinglyCompanyArtificial IntelligenceVoiceCustomer Service24.5KleioCompanyAi DataAgentic CommerceAI Agents1 API23.2Scaled CognitionArtificial IntelligenceAgentsLLMCustomer Experience1 API23.0Ultimate.aiCompanyAi Enterprise SoftwareCustomer Service2 APIs23.0Wit.AICompanyNatural Language ProcessingSpeech RecognitionSpeech-to-Text1 API22.5imbeeCompanyEnterpriseMessagingOmnichannel21.4GigaCompanyArtificial IntelligenceAI AgentsVoice AI21.0RezoCompanyCustomer ExperienceContact Center20.7MihupCompanyConsumerVoice AISpeech Recognition20.6AgentIQCompanyArtificial IntelligenceBankingFinancial Services20.2Furhat RoboticsCompanyRoboticsSocial Robotics19.2EliseAICompanyArtificial IntelligenceProperty Management18.4EchoLeadsAI voice salesAI Voice Agentscold calling automationAI SDR1 API18.2DialogusCompanyVoice AgentsAI Agents18.1ZumaCompanyReal EstatePropTechMultifamily17.9Attuned IntelligenceCompanyArtificial IntelligenceHealthcareVoice AI17.7CallDeskCompanyVoice AIContact Center16.9Slang AiCompanyVoice AIRestaurant16.4DecagonAgentsArtificial IntelligenceChat1 API15.7LastroCompanyPropTechReal EstateArtificial Intelligence15.6OmneeCompanyArtificial IntelligenceCustomer ServiceHomebuilding15.6Chai ResearchCompanyArtificial IntelligenceLLM15.5SpeakCompanyArtificial IntelligenceLanguage LearningEducation1 API15.4EscaleCompanySalesArtificial IntelligenceCustomer Acquisition15.1Hello PatientCompanyHealthcareArtificial Intelligence15.1Callab AIVoice AITelephonyContact Center1 API14.8MaiCallCompanyDebt CollectionCollectionVoice AI14.6HostieCompanyRestaurantHospitality14.0SalesapeCompanyEnterpriseArtificial IntelligenceSales13.8OutverseCompanyArtificial IntelligenceAI AgentsCustomer Service13.6TolanCompanyArtificial IntelligenceAI CompanionConsumer13.2Lara AICompanyHuman ResourcesEmployee ExperiencePeople Analytics12.9500appsCompanySoftware-as-a-ServiceArtificial Intelligence12.2CignaraCompanyArtificial IntelligenceCustomer Service12.2Vocca AiCompanyHealthcareVoice AI12.0swivlCompanySelf StoragePropTechArtificial Intelligence11.8OstroCompanyLife SciencesPharmaceuticalsHealthcare11.7NurixCompanyArtificial IntelligenceAI Agents11.5Civica DigitalCompanyCivic TechnologyDigital GovernmentPublic Sector11.4EdSightsCompanyEducationHigher EducationStudent Success11.3Robylon AICustomer ServiceAI AgentsVoice1 API11.2Praktika.ai CompanyCompanyArtificial IntelligenceLanguage LearningEducation11.0
Minimal 47 Almost no public developer surface
MindMeld *CompanyArtificial IntelligenceChatbots10.9Hi MarleyCompanyInsurance TechInsuranceClaims10.8Pingo AICompanyArtificial IntelligenceLanguage LearningEducation10.5ParloaAgentsArtificial IntelligenceCall CenterCCaaS2 APIs10.4ImpersonCompanyChatbotsCustomer Service10.3GyantCompanyHealthcareArtificial IntelligenceVirtual Assistant9.6HireVueVideo InterviewingAssessmentAI HiringScheduling7 APIs9.2CimulateCompanyArtificial IntelligenceE-CommerceSearch8.8CoruCompanyFintechArtificial Intelligence8.8Layla AIArtificial IntelligenceTravelItinerary Planning1 API8.6LightberryCompanyRoboticsArtificial Intelligence8.1Character.AIArtificial IntelligenceLLMChatbotsPersonas7.3EspressiveCompanyVirtual AgentsITSM5.7HyroCompanyArtificial IntelligenceAI Agents5.3ClincCompanyNatural Language ProcessingVirtual Assistant5.2op.aiArtificial IntelligenceVoicePlatform1 API3.7KiwilogicCompanyChatbotsNatural Language Processing2.9Clinc2Artificial IntelligenceHealthcareFinance2.6MindsayCompanyArtificial IntelligenceChatbots2.1Reply.aiCompanyCustomer ExperienceCustomer Service2.1SolvvyCompanyAi AppsCustomer Service2.1Mya SystemsCompanyHuman ResourcesRecruiting2.0Abe AICompanyFinancial ServicesBanking1.8YaloArtificial IntelligenceSalesCustomer Engagement1.8Tact.aiCompanyEnterpriseSales0.0ToyTalkCompanyVoiceChatbots0.0TomoCompanyAi AppsPersonal Assistant10.8ZapiaCompanyArtificial IntelligenceAssistant10.1coupleCompanyArtificial IntelligenceAI CompanionChatbots9.7ReplikaArtificial IntelligenceChatbotsCompanionConsumer9.6IntellaCompanyArtificial IntelligenceVoice AI9.5Assort HealthCompanyHealthcareHealthcare AIAI Voice Agents8.5dima.clickCompanyAI AgentsVoice AgentsAutomation8.5BabbelLanguage LearningEducationEdTechE-Learning7.4PraxiPalCompanyHealthcareArtificial IntelligenceVoice AI7.0Atmee.aiCompanyArtificial IntelligenceAvatars6.5Yellow.aiCompanyArtificial IntelligenceChatbots5.6EasyWay TechnologiesCompanyHospitalityArtificial Intelligence4.4Talk LabsCompanyArtificial IntelligenceVoiceCorporate Training4.2ConverzAICompanyArtificial IntelligenceRecruitingRecruitment Automation2.9IconicCompanyArtificial IntelligenceGamingInteractive Storytelling2.6AirKitCompanyAutomationLow-CodeCustomer Experience2.1Big Sur AiCompanyArtificial IntelligenceE-Commerce2.1Dot ProductCompanyArtificial IntelligenceVoice AgentsCustomer Service2.1GoatChat AICompanyArtificial IntelligenceChatbots2.1SocratesCompanyAcquiredAI AssistantEmployee Experience2.1AllyOCompanyHuman ResourcesRecruiting2.0
Unrated 1 Not yet scored

APIs with this tag (50)

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 5 Complete, well-documented, and agent-ready
Strong 3 Solid coverage with minor gaps
Developing 9 Usable, with meaningful gaps to close
Thin 17 Limited public surface area
Smallest AI Atoms (Voice Agents)The Atoms platform for building, testing, and deploying production voice agents - orchestrating Waves TTS a...37.6Agora Conversational AI Engine APIThe Agora Conversational AI Engine enables building voice-enabled AI agents with sub-second response times ...37.4Lua Agent HTTP APIConsume a deployed Lua agent directly over HTTP — single-shot generation or real-time SSE streaming — with ...37.0Phonely Agents APIManage Phonely voice agents programmatically. Retrieve a single agent or list all agents for a user, and up...36.8Acquire Support & Conversations APIREST API for the Acquire (formerly Tagove) customer support platform: conversations/cases, messages, notes,...35.8Cresta Platform APICresta's production API host. https://api.cresta.com resolves and answers anonymously with a gRPC-JSON tran...35.7Cohere Chat APIThe Cohere Chat API enables developers to integrate large language model text generation capabilities into ...35.2Neuphonic Agent APIREST API for creating and managing conversational AI voice agents. Agents combine Neuphonic TTS with GPT-4o...35.2PolyAI Platform APIBuild, run and observe PolyAI voice and chat agents from your own systems. Three REST API families (Agents,...35.1Inspur Cloud IBot Conversational AI APIREST API for Inspur Cloud's IBot intelligent assistant — POST /qa/bot/sdk/talk for a conversation turn, /qa...34.9Deutsche Telekom AI StudioBuild conversational customer experiences in natural language across SMS, RCS, voice, video, and chat chann...34.8Deutsche Telekom Conversational Connect APITransform customer communications with intelligent conversational marketing across messaging channels, inte...34.8Sensely Platform APIThe AWS API Gateway surface behind the Sensely conversational SDKs. Observed public operations cover partne...29.0Uberduck Conversational APIMint LiveKit tokens for real-time conversational AI voice calls.28.6Posh Platform APIPosh's customer-facing HTTP API, served from the same gateway that backs the Posh Portal. Posh describes it...28.4Mainstay APIAdmitHub/Mainstay REST API v1.0 for syncing student and employee records and engagement data between Mainst...27.7MirrorFly Chat Platform APIToken-authenticated REST API for building in-app chat, split into User APIs and Admin APIs (users, contacts...27.0
Emerging 12 Early or largely undocumented
Scaled Cognition APT Agent Platform APIThe stateless RESTful API behind the Scaled Cognition Agent Builder platform, used to author, simulate, dep...23.0DeepEval (Confident AI)DeepEval is an open-source LLM evaluation package, paired with Confident AI as the hosted observability/eva...21.6Landbot APIchatAPI for embedding and interacting with Landbot chat sessions programmatically, enabling developers to drive...20.6Houndify Voice AI APIThe Houndify platform provides HTTP and WebSocket APIs that accept text or audio queries and return actiona...20.2IBM Watson AssistantBuild, train, and deploy conversational interactions into any application, device, or channel. Create AI-po...18.5EchoLeads PlatformEchoLeads provider surfaces. The agent-native artifacts (llms.txt, llms-full.txt, security.txt) are confirm...18.2UBIX ChatUBIX APIConversational AI API enabling natural language interaction with enterprise data and AI models. Supports it...18.0Sierra Agent OSSierra Agent OS is the enterprise platform for building, deploying, and operating customer-facing AI agents...17.9LivePerson Conversation Builder APIAPIs for designing, deploying, and managing chatbots and dialog flows built with LivePerson Conversation Bu...17.3LivePerson Conversational Cloud APIComprehensive set of REST APIs for managing conversations across messaging channels, including agent operat...17.3LivePerson Intent Manager APIProgrammatic access to natural language understanding, intent recognition, and conversation classification ...17.3Decagon AI Agents StudioDecagon AI Agents Studio is the enterprise platform for authoring, deploying, testing, and operating AI age...15.7
Minimal 4 Almost no public developer surface

Companies reaching this through an API (15)

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

Cohere Deepgram Deutsche Telekom Evals GitHub Copilot IBM Watson Inspur Cloud Microsoft Power Platform APIs Microsoft Teams Oracle PlayHT Salesforce ServiceNow Smallest AI UBIX Labs

Score breakdown

Frequency
62.9
log-scaled weighted occurrences
Breadth
3.2
spread across providers
Quality lift
30.3
mean composite of providers using it
Cohesion
14.2
strength of nearest seed neighbor

Where this tag sits

249 providers carry this tag directly, and 349 counting the 3 narrower tags below — 100 more to reach.

Chatbots 136 providers Voice Agents 42 providers AI Companion 9 providers

Related tags

Chatbots 67 co-occurrences Voice AI 59 co-occurrences Customer Service 60 co-occurrences Contact Center 49 co-occurrences Voice 65 co-occurrences Voice Agents 26 co-occurrences Customer Experience 30 co-occurrences Telephony 25 co-occurrences

Where this tag comes from

Provider tag249
Api tag50
Openapi tag2
Openapi op tag8

Markets provisional

Kin Score markets whose measured providers carry this tag. Share is the fraction of the market's measured providers that carry it — it describes the market, not this tag.

MarketShare of the market's providers
Customer Support, Helpdesk and Contact Center30%

Cohort brief

Auto-generated

The 236 providers in the APIs.io catalog tagged Conversational AI, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
236
of 249 in the catalog
Mean Kin Score
31.5
+7.4 vs catalog 24.1
Mean Agent Readiness
18.7
+4.6 vs catalog 14.1
Spread
0–88
median 29.7 · σ 19.4
How the 236 split by band
Exemplar 7Strong 26Developing 53Thin 47Emerging 66Minimal 37
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 40.5 30 +10.5 236
Developer Ergonomics 32.7 24.5 +8.2 236
Contract Quality 25.1 18.6 +6.5 236
Operational Transparency 18.9 13.2 +5.7 236
Discoverability 64.4 59.1 +5.3 236
Contract Governance 13.2 9.7 +3.5 236

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) 25% 18% +7
MCP server (first-party) 27% 16% +11
Agent Skills 0% 0% 0
OAuth scopes 13% 13% 0
Security 99% 99% 0
Arazzo workflows 1% 1% 0
Governance rules 44% 36% +8

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 Ada 88
  2. 2 ElevenLabs 83.2
  3. 3 Amigo 82
  4. 4 Amazon Lex 80
  5. 5 Boom Ai 78.6
  6. 6 Google Dialogflow 74.7
  7. 7 SignalWire 74.2
  8. 8 Genesys 66.2
  9. 9 Syllable 66.1
  10. 10 Microsoft Bot Framework 65.5
Top by Agent Readiness
  1. 1 Boom Ai 66.3
  2. 2 Sarj AI Developer API 65.6
  3. 3 Speko 61
  4. 4 Coval 60.7
  5. 5 ElevenLabs 60.3
  6. 6 Synthflow 59.2
  7. 7 Phonic 57.9
  8. 8 Genesys 54.3
  9. 9 Bolna 53.6
  10. 10 Tavus 53.3
All 249 members of this roster resolve to a provider in the catalog; 236 carry a score (95%). The figures above describe the scored members only.
Coverage caveat. 194 of 236 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 14 November 2026, across 41591 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 →

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curl "https://apis.io/api/v1/tags/conversational-ai"
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curl "https://apis.io/api/v1/tags?limit=25"
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