emerging · 0.5

Multi-Modal

Score 22.3 / 100 50 providers 14 APIs Search apis.io →
Variants seen in the corpus: Multi-ModalMulti-modalMultimodal

Providers using this tag (50)

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

Exemplar 1 Complete, well-documented, and agent-ready
NVIDIA NIMArtificial IntelligenceInferenceMicroservicesLLM11 APIs71.2
Strong 1 Solid coverage with minor gaps
MixedbreadArtificial IntelligenceEmbeddingsRerankingSearch14 APIs55.6
Developing 12 Usable, with meaningful gaps to close
Hugging Face21 APIs53.9TransitPublic TransitReal-TimeTrip Planning8 APIs50.2InterfazeCompanyArtificial IntelligenceMachine-LearningLLM1 API47.9StepFunArtificial IntelligenceLLMChat Completion12 APIs47.8ChromaArtificial IntelligenceAI-NativeApache 2.0Cloud8 APIs46.8GeminiAgentsArtificial IntelligenceAudio UnderstandingBatch Processing20 APIs46.0LanceDBVector DatabaseLance FormatLakehouse16 APIs44.2Surge AIHuman DataRLHFSFTRubrics14 APIs42.5Google GeminiAgentic AIArtificial IntelligenceCode GenerationEmbeddings15 APIs42.4WanAPIsLLM GatewayAI API GatewayOpenAI-CompatibleModel Marketplace9 APIs42.2Amazon NovaFoundation ModelsGenerative AIImage-GenerationMachine-Learning3 APIs40.4TwelveLabsArtificial IntelligenceVideo UnderstandingSearch6 APIs40.4
Thin 21 Limited public surface area
SambaNovaAI InferenceLarge Language ModelsDataflowsHardware5 APIs38.9KreaArtificial IntelligenceImage-GenerationVideo GenerationGenerative AI7 APIs38.4TicTacTripCompanyTravelTransportationTrains7 APIs38.3Kimi (Moonshot AI)LLMLong ContextArtificial IntelligenceOpenAI-Compatible13 APIs38.0OvershootCompanyArtificial IntelligenceComputer-VisionVideo8 APIs37.9RekaArtificial IntelligenceLarge Language ModelsVision9 APIs37.9ActiveloopArtificial IntelligenceVector StoreData Lake1 API37.4LoadsmartFreightLogisticsTransportationSupply Chain48 APIs37.1PipecatArtificial IntelligenceVoiceAgents7 APIs36.8MarqoVector DatabaseVector SearchSemantic Search7 APIs36.7Ex-HumanCompanyArtificial IntelligenceConversational AIAI Companions4 APIs36.3project44LogisticsSupply Chain VisibilityTrackingFreight4 APIs34.2Hume AIArtificial IntelligenceVoiceEmpathicEmotion9 APIs33.8Fireworks AIArtificial IntelligenceLLMInference10 APIs33.1Voyage AIEmbeddingsRerankersRAGSemantic Search9 APIs33.1Luma AIArtificial IntelligenceVideo GenerationImage-Generation3D8 APIs32.3MiniMaxArtificial IntelligenceLLMInference7 APIs30.3QwenArtificial IntelligenceLLMInferenceOpen-Source4 APIs29.3Zhipu AIArtificial IntelligenceLLMInferenceGLM3 APIs29.0Pika LabsArtificial IntelligenceVideo GenerationText-to-Video5 APIs28.7ByteDance DoubaoArtificial IntelligenceLLMInferenceByteDance6 APIs27.9
Emerging 7 Early or largely undocumented
Phidata / AgnoAI AgentsAgnoPhidataPython3 APIs25.8EventualCompanyDataData EngineArtificial Intelligence23.5WakeoSupply ChainTransportation VisibilityReal-Time Visibility3 APIs23.1Rome2RioTravelTransportationRoutes3 APIs21.1Palette 2CompanyArtificial IntelligenceGenerative AIVideo Generation1 API20.1LuelCompanyArtificial IntelligenceMachine-LearningTraining Data13.3AdeptArtificial IntelligenceAgentsFoundation ModelsAction Models5 APIs13.1
Minimal 8 Almost no public developer surface
HubCompanyArtificial IntelligenceMachine-LearningTraining Data1 API10.2Human ArchiveCompanyDataArtificial IntelligenceMachine-Learning10.2cargo.oneAir FreightOcean FreightLogisticsFreight Forwarding7.1CitymapperTransitUrban MobilityJourney PlanningRouting6.2Elorian AICompanyArtificial IntelligenceMachine-LearningFoundation Models5.3GraftCompanyArtificial IntelligenceMachine-LearningFoundation Models5.0Nuance LabsCompanyArtificial IntelligenceFoundation ModelEmotional Intelligence5.0PrologueCompanyArtificial IntelligenceGenerative AICreative Tools5.0

APIs with this tag (14)

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 1 Complete, well-documented, and agent-ready
NVIDIA NIM Vision Language Models APIVision-language model inference through the standard /v1/chat/completions surface with image inputs (base64...71.2
Developing 7 Usable, with meaningful gaps to close
Hugging Face Multimodal APITasks involving multiple modalities53.9StepFun Chat Completions APIOpenAI-compatible chat completions for the Step model family (e.g. step-3.7-flash, step-3.5-flash, stepaudi...47.8Gemini Interactions APIA single unified endpoint for Gemini models and agents with server-side state, background execution, tool c...46.0Surge Multimodal DataImage, audio, and video data collection and labeling.42.5Gemini Live APILow-latency real-time voice and video interactions with Gemini using WebSockets for streaming multimodal in...42.4Gemini Pro Vision APIMultimodal understanding of text and images.42.4Amazon Nova APIThe Amazon Nova API provides programmatic access to Amazon Nova foundation models through Amazon Bedrock fo...40.4
Thin 3 Limited public surface area
SambaCloud APIThe SambaCloud API exposes OpenAI-compatible chat completions over SambaNova's RDU-accelerated infrastructu...38.9Voyage AI Multimodal APIEmbed interleaved text and images in a shared vector space.33.1Voyage AI Multimodal Embeddings APIMultimodal embeddings endpoint backed by voyage-multimodal-3 that accepts interleaved text and images in a ...33.1
Emerging 3 Early or largely undocumented
Agno Python FrameworkOpen-source Python framework for building agents with memory, knowledge, and tools. Provides Agent, Team, W...25.8Rome2Rio Search APIThe Rome2Rio Search API returns multi-modal door-to-door travel routes between any origin and destination w...21.1Adept Fuyu-8B ModelOpen-source 9B-parameter image-text-to-text multimodal model designed for digital agents - simple architect...13.1

Score breakdown

Frequency
49.2
log-scaled weighted occurrences
Breadth
1.4
spread across providers
Quality lift
38.7
mean composite of providers using it
Cohesion
13.1
strength of nearest seed neighbor

Related tags

Embeddings 15 co-occurrences Vision 7 co-occurrences Image-Generation 11 co-occurrences Video Generation 10 co-occurrences OpenAI-Compatible 7 co-occurrences Retrieval 5 co-occurrences Completions 5 co-occurrences RAG 7 co-occurrences

Where this tag comes from

Provider tag46
Api tag14
Openapi tag2
Openapi op tag2

Cohort brief

Auto-generated

The 50 providers in the APIs.io catalog tagged Multi-Modal, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
50
all scored
Mean Kin Score
31.8
+11.1 vs catalog 20.7
Mean Agent Readiness
18.3
+8.6 vs catalog 9.7
Spread
5–71.2
median 35.3 · σ 14.9
How the 50 split by band
Exemplar 1Strong 1Developing 12Thin 21Emerging 7Minimal 8
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 40.2 17.5 +22.7 50
Developer Ergonomics 29.2 17.9 +11.3 50
Discoverability 68.9 60.4 +8.5 50
Operational Transparency 19.7 11.3 +8.4 50
Access Clarity 28.8 22.3 +6.5 50
Contract Governance 5.8 6.4 -0.6 50

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) 14% 16% -2
MCP server (first-party) 2% 7% -5
Agent Skills 0% 0% 0
OAuth scopes 4% 9% -5
Security 98% 88% +10
Arazzo workflows 4% 2% +2
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 NVIDIA NIM 71.2
  2. 2 Mixedbread 55.6
  3. 3 Hugging Face 53.9
  4. 4 Transit 50.2
  5. 5 Interfaze 47.9
  6. 6 StepFun 47.8
  7. 7 Chroma 46.8
  8. 8 Gemini 46
  9. 9 LanceDB 44.2
  10. 10 Surge AI 42.5
Top by Agent Readiness
  1. 1 Hugging Face 37.6
  2. 2 Fireworks AI 33.7
  3. 3 Interfaze 32.6
  4. 4 Kimi (Moonshot AI) 30.9
  5. 5 TicTacTrip 30.7
  6. 6 StepFun 30.6
  7. 7 Google Gemini 30.2
  8. 8 Hume AI 29.9
  9. 9 Krea 29.1
  10. 10 NVIDIA NIM 28.8
All 50 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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  • find_cohortsEvery scored population of providers in the catalog.
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The distribution (Pro) 
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