niche · 0.0 market domain

Ai Ml

Score 19.9 / 100 99 providers 0 APIs Search apis.io →

Providers using this tag (99)

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

Strong 2 Solid coverage with minor gaps
Parallel Web SystemsCompanyWeb SearchDeep Research2 APIs61.1JasperCompanyArtificial IntelligenceContent Generation2 APIs56.9
Developing 20 Usable, with meaningful gaps to close
Adobe Creative CloudCloudCreativeDesign4 APIs52.8ZenZapCompanyMessagingTeam Communication1 API52.3Adobe PhotoshopCreative CloudImage EditingPhotoshop1 API52.1ScribeCompanyDocumentationKnowledge-Management1 API51.2InceptionCompanyLLMArtificial Intelligence1 API50.5tessl.ioCompanyAgent EnablementAgentic Development1 API50.2DashbotCompanyConversational AnalyticsChatbots2 APIs49.6ArthurAICompanyAI GovernanceAI Observability32 APIs49.1Seam AICompanyAccount Based MarketingSales Intelligence1 API48.4GradiumCompanyVoice AIText-to-Speech1 API48.2SarvamCompanyArtificial IntelligenceMachine-Learning1 API47.4ProlificCompanyHuman DataResearch1 API47.3AlpicCompanyMCPCloud Platform1 API46.6MoonbounceCompanyContent ModerationTrust and Safety1 API46.1ReactorCompanyVideoGenerative AI1 API46.0FlexAICompanyArtificial IntelligenceMachine-Learning1 API43.3Noded AICompanyCustomer SuccessCustomer Data1 API40.6Adaptive MLCompanyLLMFine-Tuning1 API40.4AnythingCompanyApp BuilderLow-Code1 API39.9FormalityCompanyLegalContract Management1 API39.6
Thin 12 Limited public surface area
TofuCompanyMarketingGo-To-Market1 API38.5Abacus.aiCompanyArtificial IntelligenceMachine-Learning1 API36.5MindlogicCompanyGenerative AIConversational AI1 API36.0CoiledCompanyCloud ComputingData Science1 API35.0ai-cousticsCompanyAudioSpeech Enhancement1 API34.3Leena AICompanyAgentic AIArtificial Intelligence5 APIs33.4RecurrencyCompanyERPDistribution1 API32.9BeziCompanyGame DevelopmentUnity29.8MireloCompanyAudioSound Effects1 API29.6AIMonCompanyLLM ObservabilityAI Monitoring1 API28.5Lightning AICompanyMachine-LearningGPU Cloud2 APIs27.2TensorZeroCompanyLLMLLMOps26.5
Emerging 37 Early or largely undocumented
Crossing MindsCompanyRecommendationsPersonalization1 API25.0MazeCompanyUser ResearchProduct Research24.1PostgresMLCompanyMachine-LearningVector Search24.1ModelcodeCompanyCode ModernizationLegacy Migration23.3AuterionCompanyDronesUAV22.8SkipprCompanyAI AgentsVoice Agents21.1EntropikCompanyEmotion AIConsumer Insights20.7HygroundCompanySite Reliability EngineeringDevOps20.6Unframe AICompanyEnterprise AIAgentic AI18.4Useful SensorsCompanySpeech-to-TextText-to-Speech18.1QuilterCompanyPCB DesignEDA18.0ankar.aiCompanyPatentsIntellectual Property17.8ParrotCompanyLegal TechCourt Reporting17.1MoonvalleyCompanyGenerative AIVideo Generation15.9YampaCompanyAI AgentsCustomer Service15.7Brisk TeachingCompanyEducationEdTech15.6QwakCompanyMachine-LearningMLOps15.3AxionCompanyManufacturingQuality Management15.1Bold SecurityCompanyData SecurityEndpoint Security15.1Pepper ContentCompanyContent MarketingSEO14.8illocaCompanyArchitectureDesign14.7ChipAgentsCompanySemiconductorsChip Design14.2StrellaCompanyCustomer ResearchUser Research14.0PhaidraCompanyData-CenterIndustrial Automation13.8VettedCompanyArtificial IntelligenceShopping13.3AiwynCompanyAccountingFintech13.1AlbertCompanyChemistryMaterials Science13.1DriveNetsCompanyNetworkingNetwork Operating System12.8SiMaCompanyEdge AIMachine-Learning12.7Newton ResearchCompanyMarketing AnalyticsMarTech12.6Converge BioCompanyDrug DiscoveryGenerative AI11.5ParaglideCompanyAI AgentsAccounts Receivable11.3AvantosCompanyFinancial-ServicesWealth Management11.2NymCompanyHealthcareMedical Coding11.2DyndriteCompanyAdditive Manufacturing3D Printing11.0StatespaceCompanyGamingEsports11.0TurbineOneCompanyDefenseEdge AI11.0
Minimal 28 Almost no public developer surface
PlumeraiCompanyEdge AIComputer-Vision10.8RohirrimCompanyGovernmentProcurement10.8DatologyAICompanyData CurationMachine-Learning10.6GregCompanyPlantsPlant Care10.6EmancroCompanyRoboticsHealthcare10.5Sett AICompanyArtificial IntelligenceMobile Games10.4VSORACompanySemiconductorsAI Inference10.4AivarCompanyArtificial IntelligenceAI Agents10.2SolomonCompanyTaxAccounting9.2Protectt AICompanyMobile App SecurityRASP8.8AronditeCompanyDefenseDefence Technology8.5DEFCON AICompanyDefenseNational Security8.5WonderfulCompanyEnterprise AIAI Agents8.3PimentoCompanyAdvertisingCreative8.0Graph AICompanyPharmacovigilanceDrug Safety7.6ArcaCompanyFintechFinancial-Services7.1InherentCompanyArtificial IntelligenceMachine-Learning7.1doubleAICompanyArtificial IntelligenceMachine-Learning6.6MipsologyCompanyArtificial IntelligenceMachine-Learning5.3/dev/agentsCompanyAI AgentsAgent Operating System5.0Command ECompanySearchUniversal Search5.0Dot ProductCompanyArtificial IntelligenceVoice Agents5.0IntellimizeCompanyWebsite OptimizationPersonalization5.0MindsayCompanyConversational AIChatbots5.0ProsperaCompanyAgricultureAgTech5.0SoneraCompanyArtificial IntelligenceMachine-Learning5.0Class CompanionCompany4.1InevitableCompany4.1

APIs with this tag (0)

No API pages are linked for this tag yet. Search apis.io →

Score breakdown

Frequency
54.6
log-scaled weighted occurrences
Breadth
2.7
spread across providers
Quality lift
25.8
mean composite of providers using it
Cohesion
2.8
strength of nearest seed neighbor

Related tags

Edge AI 5 co-occurrences Inference 6 co-occurrences Generative AI 9 co-occurrences AI Agents 18 co-occurrences Machine-Learning 24 co-occurrences LLM 9 co-occurrences Chat 6 co-occurrences Agentic AI 5 co-occurrences

Where this tag comes from

Provider tag99

Cohort brief

Auto-generated

The 97 providers in the APIs.io catalog tagged Ai Ml, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
97
all scored
Mean Kin Score
23.1
-0.9 vs catalog 24
Mean Agent Readiness
9.7
-2.7 vs catalog 12.4
Spread
4.1–61.1
median 15.7 · σ 15.9
How the 97 split by band
Exemplar 0Strong 2Developing 20Thin 12Emerging 37Minimal 26
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 30.9 26.5 +4.4 97
Developer Ergonomics 27.1 23.4 +3.7 97
Discoverability 60.5 61 -0.5 97
Contract Governance 5.2 6.5 -1.3 97
Operational Transparency 12.6 14 -1.4 97
Contract Quality 12.9 20.1 -7.2 97

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) 12% 10% +2
MCP server (first-party) 19% 13% +6
Agent Skills 0% 0% 0
OAuth scopes 9% 11% -2
Security 100% 96% +4
Arazzo workflows 4% 2% +2
Governance rules 2% 13% -11

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 Parallel Web Systems 61.1
  2. 2 Jasper 56.9
  3. 3 Adobe Creative Cloud 52.8
  4. 4 ZenZap 52.3
  5. 5 Adobe Photoshop 52.1
  6. 6 Scribe 51.2
  7. 7 Inception 50.5
  8. 8 tessl.io 50.2
  9. 9 Dashbot 49.6
  10. 10 ArthurAI 49.1
Top by Agent Readiness
  1. 1 Parallel Web Systems 60.2
  2. 2 Jasper 56.7
  3. 3 ArthurAI 41.5
  4. 4 Adobe Photoshop 41.4
  5. 5 tessl.io 40.3
  6. 6 Recurrency 39.7
  7. 7 ZenZap 39
  8. 8 Dashbot 35.2
  9. 9 Alpic 34
  10. 10 Seam AI 32.9
All 99 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/ai-ml"
All tags 
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort 
curl "https://apis.io/api/v1/cohorts/tag/ai-ml"
The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/ai-ml/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

Discovery needs no key. Ratings and market analysis are Pro.

Get an API key

Free tier, no form to fill in. Signing in shares your email address with us — we store it to create your key and to recognise you if you sign in with another provider. See our Privacy Policy and Terms.

GitHub Google LinkedIn

A second provider on the same verified email joins the account you already have.