canonical · 0.5 capability

MCP

Score 47.5 / 100 1415 providers +335 via APIs 1209 APIs Search apis.io →

Business capabilities this tag reaches

Developer Platform & API Ecosystem Management 1

Variants seen in the corpus: Model Context ProtocolMCP

Providers using this tag (1415)

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

Exemplar 117 Complete, well-documented, and agent-ready

APIs.ioAPI AggregationAPI DirectoryAPI DiscoveryAPI Indexing20 APIs90.1 Tray.aiAutomationIntegrationiPaaSAI Agents4 APIs89.3 Xquiksocial-media-dataX / TwitterSocial ListeningData Extraction2 APIs88.7 ZoomInfoB2BB2B DataCompany DataContact Database7 APIs87.3 SnowflakeSnowflakeDataData WarehouseData Lakehouse84 APIs82.7 RedoclyArtificial IntelligenceAPI CatalogAPI DocumentationArazzo4 APIs82.6 Datadog APMAPMDistributed TracingMicroservicesObservability2 APIs81.9 AgoragenticAgentsAgentic CommerceAgent RuntimeMarketplace1 API79.8 PostmanEnvironmentFlowSpecificationWorkspace21 APIs79.6 AnthropicLLMAnthropicArtificial IntelligenceClaude6 APIs79.4 AfterShipShippingTrackingE-CommercePost-Purchase7 APIs78.6 FlagsmithFeature FlagsRemote ConfigRelease ManagementA/B Testing2 APIs78.5 KitEmail MarketingCreator EconomySubscribersAutomation2 APIs78.5 Relevance AIAI AgentsAI AutomationMulti-Agent SystemsAgent Platform1 API78.5 IronfangDeveloper Toolsscreenshot-apiwebsite screenshotHTML to PDF7 APIs78.2 Salesforce Marketing CloudAutomationContent ManagementCustomer JourneyDigital Marketing1 API77.3 OutreachSalesSales EngagementSequencesCRM2 APIs76.4 OneSignalNotificationPushEmailSMS2 APIs76.3 Boom AiCompanyArtificial IntelligenceConversational AICustomer Engagement1 API75.6 CloseCRMSales EngagementInside SalesCalling2 APIs75.3 DifyArtificial IntelligenceLLMOpsBackend-as-a-ServiceAgents2 APIs75.3 OktaSSOOktaIdentityWorkforce Identity2 APIs75.3 ContentstackHeadless CMSContent ManagementContent DeliveryDigital Experience8 APIs75.1 ControlUpDigital Employee ExperienceEndpoint ManagementVDIDaaS24 APIs75.0 LeadpingLead ManagementSales & marketing automationSMS MessagingA2P 10DLC1 API74.9 GainsightCustomer SuccessCustomer ExperienceProduct AnalyticsCustomer Communities15 APIs74.7 ForceDreamAI AgentsAgent MarketplaceA2A1 API74.5 MandateShieldCompanyPaymentsAgentic CommerceAI Agents2 APIs74.2 Hive CivilizationAgentsAgentic CommerceA2A4 APIs74.1 IBANforgeFinanceBankingCompliance1 API74.0 CarsXEAutomotiveVehiclesVINVehicle Data1 API73.9 MailerLiteEmail MarketingAutomationNewslettersSubscribers1 API73.7 RemoteGlobal PayrollEmployer of RecordContractor ManagementContractor of Record8 APIs73.7 lemlistEmail OutreachSales EngagementCold EmailSales Automation3 APIs73.2 DustAgentsArtificial IntelligenceCustom WorkflowsData Sources9 APIs73.0 ArcadeAgentsAI AgentsAuthorization1 API72.9 Microsoft Azure API ManagementA2AAI GatewayAPI CenterAPI Gateway1 API72.9 OmnisendEmail MarketingMarketing AutomationE-CommerceSMS Marketing21 APIs72.9 VeevaLife SciencesPharmaceuticalsClinical TrialsRegulatory1 API72.8 LushaSales IntelligenceB2BEnrichmentContact Data2 APIs72.7 PrismaDatabasePostgreSQLORMDeveloper Tools7 APIs72.7 AembitSecurityIdentityAccess ManagementWorkload Identity2 APIs72.6 DelxAgentsAI AgentsA2A2 APIs72.5 HiltPaymentsSolanaStablecoinsUSDC4 APIs72.4 DrippayCompanyBillingUsage-Based BillingMetering1 API72.0 ClickupProject ManagementWork ManagementProductivityCollaboration16 APIs71.9 Cvent Event CloudAttendee HubAttendeesBulkContacts2 APIs71.9 dotCMSCMSContentContent ManagementHeadless CMS1 API71.9 Sigma ComputingBusiness IntelligenceAnalyticsEmbedded AnalyticsData Modeling3 APIs71.9 BigPandaIncidentsMonitoringPlatformAIOps29 APIs71.8 0xArchiveMarket DataHistorical DataCryptoDeFi2 APIs71.6 SCVD General StoreAgentsAgentic Commercex402Payments1 API71.6 InstacartGroceryE-CommerceMarketplaceRetail5 APIs71.5 ImpactAffiliatesPartnershipsPerformance MarketingCommissions138 APIs71.4 LoopsEmailEmail APIMarketing AutomationTransactional Email1 API71.4 Virto CommerceB2B eCommerceCatalog ManagementOrder ManagementPricing14 APIs71.4 NovuNotificationMessagingIn-AppEmail1 API71.1 PrismicGraphQLHeadless CMSContent ManagementPage Builder8 APIs71.1 ArchbeeAPI DocumentationDocumentation PlatformKnowledge BaseTechnical Writing11 APIs70.9 XSpacesConversationsXSocial2 APIs70.9 ApigeeApigeeAdvanced API SecurityAI AgentsAnalytics5 APIs70.8 Browser UseAI AutomationBrowser AutomationWeb AgentsWeb Scraping6 APIs70.8 BitlyLinksURL ShortenersQR CodesAnalytics2 APIs70.4 Adobe WorkfrontCompanyWork ManagementProject ManagementMarketing Operations2 APIs70.3 Cracked APIAI AgentsAgent ToolsTool Router2 APIs70.3 UserGemsSales IntelligenceOutboundAccount Based MarketingChampion Tracking1 API70.1 Amazon API GatewayAPI GatewayCloudRESTHTTP13 APIs70.0 Auth0Auth0AI AgentsAuthenticationAuthorization3 APIs70.0 LeadspaceAI AgentsB2B DataCustomer Data Platform3 APIs70.0 MatomoAnalyticsWeb AnalyticsOpen SourcePrivacy61 APIs70.0 UnifySalesMarketingGo-To-MarketOutbound4 APIs70.0 CognyCompanyAi Enterprise SoftwareMarketingMarketing Analytics1 API69.7 CohesityAutomationBackupCyber ResilienceData Management8 APIs69.5 FeedOracle TechnologiesCompanyAgent InfrastructureA2A6 APIs69.5 SendPulseMarketingMarketing AutomationEmailTransactional Email20 APIs69.5 TextQLCompanyArtificial IntelligenceAnalyticsBusiness Intelligence15 APIs69.5 TaskHawk SystemsAI GovernanceAgent SecurityRuntime EnforcementPolicy Enforcement2 APIs69.4 WistiaVideo HostingVideo MarketingVideo AnalyticsLead Generation4 APIs69.3 rtcStatsWebRTCObservabilityMonitoringDebugging2 APIs69.2 G2B2BSoftware DiscoverySoftware ReviewsBuyer Intent3 APIs69.1 Dynamic FeedLive DataAI AgentsA2A4 APIs69.0 MoEngageCustomer EngagementMarketing AutomationCustomer Data PlatformPush Notifications30 APIs69.0 SMTP2GOEmailEmail DeliveryTransactional EmailSMTP1 API69.0 ShowpadSales EnablementSales CoachingContent ManagementBuyer Engagement2 APIs68.8 Crawl4AIAI AutomationWeb CrawlingWeb ScrapingData Extraction1 API68.6 falArtificial IntelligenceGenerative AIGenerative MediaImage Generation3 APIs68.6 Better StackObservabilityUptime MonitoringIncidentsLogs1 API68.5 DoiTCompanyFinOpsCloud Cost ManagementCloud Intelligence1 API68.4 LucidVisual CollaborationDiagrammingWhiteboardingProductivity4 APIs68.4 GitDealFlowVenture CapitalDeal FlowStartupsGitHub2 APIs68.1 KnockNotificationMessagingInfrastructureWorkflows13 APIs68.1 Live Direct MarketingCompanyEmailEmail DeliverabilitySales & marketing automation4 APIs68.1 SPOTIOField SalesSales EngagementTerritory ManagementCRM1 API68.1 BuildkiteCI/CDContinuous IntegrationContinuous DeliveryDevOps2 APIs68.0 CongaCompanyEnterprise SoftwareContract Lifecycle ManagementCPQ31 APIs68.0 Facebook Business ManagerAdvertisingAnalyticsBusiness ManagementMarketing2 APIs68.0 ClixPush NotificationsMobileMessagingCampaigns2 APIs67.8 FLORACreative AIGenerative AIInfinite CanvasNode-Based Workflows1 API67.6 Fodda (PSFK)Market IntelligenceTrend ResearchKnowledge GraphConsumer Insights4 APIs67.6 IntegrationOSAgent InfrastructureAI AgentsConnectorsHistorical1 API67.6 SpeakeasyArtificial IntelligenceDocumentationPlatform1 API67.6 TranscriptFetchTranscriptsSpeech-to-TextCaptionsYouTube2 APIs67.6 OrttoMarketing AutomationCDPCustomer Data PlatformAnalytics1 API67.5 Blnk FinanceFintechFinancial ServicesLedgerdouble-entry-accounting1 API67.4 AlgoVoiPaymentsAgentic Commercex402A2A10 APIs67.2 Common RoomCommunity IntelligenceGo-To-MarketMember SignalsGitHub3 APIs67.2 CrowdStrikeCybersecurityEndpoint SecurityEDRThreat Intelligence2 APIs67.1 PerigonCompanyNewsMedia MonitoringSearch2 APIs67.1 BufferSocial MediaSchedulingAnalyticsPublishing1 API67.0 CycleCalcsAstronomySpaceScienceEphemeris1 API67.0 Seamless.AIB2BContact DataSales IntelligenceProspecting2 APIs67.0 S&P GlobalCapital IQCommodity InsightsCredit RatingsDocument Extraction5 APIs66.9 AlphaAIFinancial NewsStock MarketSEC FilingsInsider Trading1 API66.7 ProfoundCompanyArtificial IntelligenceAnswer Engine OptimizationAEO2 APIs66.7 Scope3CompanyEnterpriseAdvertisingCarbon Emissions4 APIs66.7 ExploriumData EnrichmentB2B DataCompany DataProspect Enrichment1 API66.5 WalnutSales DemoInteractive DemosProduct DemosSales Enablement1 API66.5

Strong 246 Solid coverage with minor gaps

Developing 417 Usable, with meaningful gaps to close

Thin 316 Limited public surface area

Emerging 292 Early or largely undocumented

Minimal 27 Almost no public developer surface

NeurophosCompanyPhotonicsOptical ComputingInference1 API10.8 PlaysomeCompanyMobile GamingGamesGame Studio10.7 Edge Case ResearchCompanySafetyFunctional SafetyAutonomous Systems1 API10.4 On the BeachTravelUnited KingdomOTAOnline Travel Agency10.3 CimulateCompanyArtificial IntelligenceE-CommerceSearch10.0 JoggrDeveloper ToolsDocumentationTechnical WritingAI Coding Agents1 API9.9 Agentic Data IntelligenceCompanyArtificial IntelligenceData AnalyticsAgents9.7 ProductNowCompanyArtificial IntelligenceAgents9.6 TreasuryCompanyInvestingPersonal FinanceFintech9.3 LightberryCompanyRoboticsArtificial IntelligenceConversational AI9.2 Arena AICompanyEnterprise SaasArtificial IntelligenceHardware Engineering9.1 ChestnutCompanyInsuranceInsurtechInsurance Distribution9.0 Gut Wellness ClubCompanyArtificial IntelligenceWellnessHealth8.1 JobvettaJobRecruitingJob SearchIndia2 APIs7.7 EnviCoreCompanySustainabilityCleantechConstruction Materials7.1 PropmaticCompanyPropTechReal EstateLeasing6.9 CareClinicHealthWellnessPersonal Health1 API6.7 SAGARISCRMSalesRevenue Operations2 APIs6.7 CabalCompanySoftware-as-a-ServiceRelationship IntelligenceWarm Introductions6.6 DupeCompanyShoppingE-CommerceRetail5.7 Fi MoneyFintechNeobankConsumer BankingPersonal Finance5.7 cargo.oneAir FreightOcean FreightLogisticsFreight Forwarding5.5 SimanticCompanyFirmwareEmbedded SystemsHardware Simulation4.7 StorytreeCompanyPhoto PrintingConsumerMobile App4.4 ArtueCompanyArtMarketplaceE-Commerce4.3 e-CROSSCompanyCross-Border CommerceE-CommerceMerchant of Record3.7 SyntropyCompanyArtificial IntelligenceAI AgentsAgentic Coding3.3

APIs with this tag (1172)

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 119 Complete, well-documented, and agent-ready

Strong 206 Solid coverage with minor gaps

Developing 319 Usable, with meaningful gaps to close

Thin 255 Limited public surface area

Emerging 262 Early or largely undocumented

Minimal 11 Almost no public developer surface

Botrista Site MCPThe Model Context Protocol endpoint served on Botrista's Wix-hosted content site (botrista.info). It is a p...10.8 Neurophos Site MCPA live, unauthenticated Model Context Protocol endpoint served from the neurophos.com host and advertised i...10.8 Puzzle Medical Devices Site MCPAn anonymous Model Context Protocol endpoint served from www.puzzlemed.com and advertised by the company's ...10.5 Edge Case Site MCPThe Model Context Protocol endpoint served on Edge Case's own host and advertised in its llms.txt. It is th...10.4 Olaris Site MCPUnauthenticated remote Model Context Protocol endpoint served from Olaris' own host at https://www.myolaris...10.3 JoggrJoggr is a documentation platform purpose-built for software teams, helping engineering teams create and ma...9.9 Calviri Site MCPAn anonymous Model Context Protocol endpoint served from Calviri's own host at https://www.calviri.com/_api...9.5 Jobvetta MCP ServerHosted MCP server over Streamable HTTP with two tools — `search_jobs` (q, location, days, limit) and `get_j...7.7 CareClinic MCPOAuth-gated MCP endpoint. Unauthenticated initialize answers 401 with a WWW-Authenticate carrying resource_...6.7 SAGARIS MCP ServerRead-only MCP server over Streamable HTTP (stateless JSON mode), workspace-key bearer auth, exposing 5 GET-...6.7 SAGARIS REST APIREST API for the SAGARIS Agentic Revenue OS, including the Company Brain context endpoints. Bearer/workspac...6.7

Companies reaching this through an API (335)

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

100 Thieves 2X 4Paradigm 52TOYS 6sense 8B Education Investments 91Squarefeet A-Bio Materials Ab180 Acadio accessiBe Acelab Ada Adionics Adobe Suite Adrenaline Shoc AdRoll Aera Technology Aeternity Afriex Agragene Agrovision Ahrefs AI Gateway AIDIN ROBOTICS AIMLAPI Akia Algolia Allbirds Allego Also American Eagle Outfitters AMI Paris Amphenol anecdotes APIClaw Apollo Global Management Apollo GraphQL AppsFlyer Aptera Motors Artisight Artlist AskNicely Ather Energy AutoFi AutoLeadStar Autoura Avatr Technology Avery Dennison Axway

Show all 335 companies ↓

B3 Bigeye Bitquery Bluma Bolt Financial Botrista Brand API (Brandfetch) Brava Home Brave BrewDog BrightEdge Britive BulletProof CaaMTech CAIS CallRail Calviri Canix Cardless CargoAi CarMax CData Centric Brands Cequence Security Cerebelly Chatsimple Check Chord Clay Clear Street Cloud9 CloudChipr Cloudflare AI Gateway Cloverleaf AI Cobot Code Biotherapeutics Colossal Biosciences Conductor OSS Confluence Confluent Constructor.io CoolerX Coolify Cordial Cortex Credo AI CrewAI Cloud Cubby Customer.io Dashbot DataRobot Debut Decart Deep Sentinel Digits DispatchHealth Dotdigital DoubleVerify Dragonfly Therapeutics Drata Drip Dun & Bradstreet EGYM Eko Health Elemental Machines emnify Emotive Encore Endeavor Endeavor BioMedicines Enveda Episode Six Esri everlane Everytable Exentis Group Fabric8Labs Federated Wireless FieldPulse Figment Findem First Street Flaviar FlightFinder FLO FullEnrich Gemini Trust Company GlitchTip Golioth Gr4vy Grafana Loki GroundTruth Group14 Technologies H2O.ai HackNotice Harbinger Health Hawthorne Haystack / deepset Heuritech Hexagon Highspot HOLY Hootsuite HundredX HyperDX IAB Tech Lab ICON Aircraft Infoway Real-time Market Data API Insurance Council of Australia Jira JobGet Johnnie-O Julep Beauty Kana Kate Farms Kentico Kinaxis Kinde Kitopi Koloma Kong Kraken Technologies Kubermatic LanceDB LangChain LangSmith LaunchDarkly LeanLaw Liesheng Group LiftLab Limble CMMS LinusBio LiteLLM LIVEKINDLY LogicMonitor Ludo.ai Lunar Energy Lunar Outpost Make Mastra MeetsMore Meltwater Membrane Mercado Pago Mesh Payments Mezmo Microsoft Dynamics 365 Sales Midpage Mollie Monetate Monte Carlo Moody's RMS Morningstar Mudrex NeuroTherapia NextRoll Northbeam Nusano Olaris OpenObserve Optilogic Optimizely Outer OutSystems OwlChart Oxylabs Pabbly PanTheryx Paperless Post parcelLab Paubox PayU Permutive PingCAP Plasmic Playable Plex Pomo PortSwigger Premier Lacrosse League Promptfoo PubMatic Puzzle Medical Devices Qlik Sense Qodo Queensland University of Technology Quip NYC RE/MAX Reclaim.ai Reed Semiconductor RESO (Real Estate Standards Organization) restor3d RingDNA RisingWave Rivery Roadie Roboflow Rokid Rouje RunBuggy SafeLine Salesforce Service Cloud APIs Salsify Scalar ScienceLogic Scimar Sdui Secureframe SellerX Sendoso Sequans Seyond ShipMonk ShopShops Sideko Sift Stack SIMBA Chain SiteMinder Smartlead Snap Snapchat Snov.io Snyk Sovrn Squarespace StackAdapt Stagwell Storybook Stream.Security Strider SuperRare Synup Tapfiliate Teabox Tecovas The Folklore The Graph ThetaData THORChain Tigera Timescale Tracxn Tradier Traefik Labs Trass Games Treasure Data Treez Tripo AI Tronox Holdings TrueFoundry TRUFF Trust3 AI Tune Therapeutics Turntide Technologies Turso Tvarka ATK API Ubras Umbra Unbounce University of Amsterdam Unto Labs Uphold Uppercase Upstox Urban Revivo Urtopia uScoop Val Town Varonis Vayyar Imaging Vendr Vestaron Wappalyzer Weaviate Webz.io WhoisFreaks Windmill Winn.ai WoowUp WordPress Wrike Wyndham Hotels & Resorts Wyze Zapier ZeroBounce

Score breakdown

Frequency

93.3

log-scaled weighted occurrences

Breadth

36.8

spread across providers

Quality lift

51.2

mean composite of providers using it

Cohesion

31.8

strength of nearest seed neighbor

Where this tag sits

1415 providers carry this tag directly, and 1612 counting the 1 narrower tag below and the 1 beneath them — 197 more to reach.

A2A 441 providers

Where this tag comes from

Provider tag1415

Api tag1204

Openapi tag70

Openapi op tag203

Cohort brief

Auto-generated

The 1412 providers in the APIs.io catalog tagged MCP, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers

1412

all scored

Mean Kin Score

41.9

+19.0 vs catalog 22.9

Mean Agent Readiness

33.1

+21.2 vs catalog 11.9

Spread

3.3–90.1

median 42.3 · σ 17.2

How the 1412 split by band

Exemplar 117Strong 246Developing 416Thin 316Emerging 290Minimal 27

Facet averages, against the whole catalog

Facet	This cohort	Catalog	Difference	Scored
Developer Ergonomics	49.4	23.2	+26.2	1412
Access Clarity	47.9	26.5	+21.4	1412
Operational Transparency	29.7	13.7	+16	1412
Discoverability	71.3	58.1	+13.2	1412
Contract Quality	29.7	17.6	+12.1	1412
Contract Governance	14.6	6.3	+8.3	1412

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)	92%	14%	+78
MCP server (first-party)	77%	12%	+65
Agent Skills	0%	0%	0
OAuth scopes	48%	11%	+37
Security	99%	98%	+1
Arazzo workflows	4%	2%	+2
Governance rules	9%	14%	-5

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 APIs.io 90.1
2 Tray.ai 89.3
3 Xquik 88.7
4 ZoomInfo 87.3
5 Snowflake 82.7
6 Redocly 82.6
7 Datadog APM 81.9
8 Agoragentic 79.8
9 Postman 79.6
10 Anthropic 79.4

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/mcp"

All tags

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

As a scored cohort

curl "https://apis.io/api/v1/cohorts/tag/mcp"

The distribution (Pro)

curl "https://apis.io/api/v1/cohorts/tag/mcp/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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MCP