established · 0.6 capabilitymarket resourcedomain

Embeddings

Score 29.3 / 100 97 providers 96 APIs Search apis.io →
Variants seen in the corpus: Embeddingsembeddings

Providers using this tag (97)

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 11 Solid coverage with minor gaps
OpenAIArtificial IntelligenceLarge Language ModelsT151 APIs64.2VendastaCompanySoftware-as-a-ServiceMarketplaceSMB38 APIs63.3FastlyCDNEdge CloudEdge ComputeWebAssembly80 APIs60.8ChatGPTAgentsArtificial IntelligenceChatGPT2 APIs59.8DatabricksArtificial IntelligenceAnalyticsApache SparkBig Data57 APIs59.1Perplexity12 APIs56.3VectaraArtificial IntelligenceAgentsCorpora9 APIs56.2VercelAI GatewaysGatewaysObservabilityWebhook6 APIs55.9MixedbreadArtificial IntelligenceRerankingSearch14 APIs55.6PineconeVector DatabasesArtificial IntelligenceRAG9 APIs54.6SnowflakeData LakesData SharingData WarehousingDatabase47 APIs54.6
Developing 43 Usable, with meaningful gaps to close
Hugging Face21 APIs53.9Mistral AI11 APIs53.9SambaNova SystemsCompanyArtificial IntelligenceMachine-LearningLLM12 APIs53.8RightNow AICompanyArtificial IntelligenceMachine-LearningLLM Inference7 APIs53.5SanityHeadless CMSContent ManagementGROQReal-Time14 APIs52.8ParasailArtificial IntelligenceGPUInferenceLarge Language Models7 APIs51.6PixeltableCompanyAi DataMultimodal AIAI Data Infrastructure3 APIs51.3PortkeyAI GatewaysGatewaysGovernanceGuardrails51 APIs51.3University of California, San DiegoEducationHigher EducationUniversityPublic Research University12 APIs51.0TrueFoundryAI PlatformEnterprise AIKubernetesLLM Gateway13 APIs49.1LangdockCompanyArtificial IntelligenceEnterprise AILLM15 APIs48.7MemoriesCompanyVideo IntelligenceVideo UnderstandingVideo Search3 APIs48.7ZotGPT (UC Irvine)Artificial IntelligenceGenerative AILLMAI Gateway2 APIs48.5Aleph AlphaCompanyArtificial IntelligenceMachine-LearningLarge Language Models37 APIs47.9MicrosoftFortune 10059 APIs47.8Altimate AICompanyDataData EngineeringArtificial Intelligence123 APIs47.7ChromaArtificial IntelligenceAI-NativeApache 2.0Cloud8 APIs46.8FlexAICompanyAi MlArtificial IntelligenceMachine-Learning7 APIs46.8GeminiAgentsArtificial IntelligenceAudio UnderstandingBatch Processing20 APIs46.0AIMLAPIArtificial IntelligenceMachine-LearningAI ModelsLLM10 APIs45.7UnstructuredDocument ProcessingETLRAGLLM9 APIs45.7LettaArtificial IntelligenceAgentsStateful AgentsMemory41 APIs45.0LanceDBVector DatabaseMulti-ModalLance FormatLakehouse16 APIs44.2Novita AIArtificial IntelligenceLLMInferenceGPU2 APIs44.2MacrometaCompanyInfrastructureEdge ComputingDatabase63 APIs44.1Adaptive MLCompanyAi MlLLMFine-Tuning9 APIs43.5ZeroEntropyCompanyEnterprise SaasArtificial IntelligenceSearch7 APIs43.4OpenAI APIsArtificial IntelligenceImage-GenerationLanguage Models12 APIs43.0RequestyArtificial IntelligenceLLMRoutingGateway5 APIs42.7.txtCompanyArtificial IntelligenceLLMStructured Outputs6 APIs42.4Google GeminiAgentic AIArtificial IntelligenceCode Generation15 APIs42.4WanAPIsLLM GatewayAI API GatewayOpenAI-CompatibleModel Marketplace9 APIs42.2Featherless AIArtificial IntelligenceLLMInferenceServerless4 APIs42.0TopkCompanySearchVector SearchHybrid Search3 APIs41.7LangDBArtificial IntelligenceLLMAI GatewayRouting6 APIs41.6NscaleArtificial IntelligenceGPUInferenceServerless5 APIs41.6turbopufferVector SearchFull-Text SearchHybrid SearchBM2511 APIs41.5NhostGraphQLPostgreSQLAuthenticationFile Storage14 APIs41.4TypesenseFull-Text SearchOpen-SourceSearch EnginesTypo Tolerance25 APIs40.5OllamaArtificial IntelligenceLarge Language ModelsModels14 APIs40.4TwelveLabsArtificial IntelligenceVideo UnderstandingMulti-ModalSearch6 APIs40.4Azure OpenAI ServiceArtificial IntelligenceGPTGenerative AI4 APIs40.3nexos.aiCompanyArtificial IntelligenceLLMAI Gateway16 APIs39.6
Thin 37 Limited public surface area
Nomic AIVector DatabaseData ExplorationLLM12 APIs39.0SambaNovaAI InferenceLarge Language ModelsDataflowsHardware5 APIs38.9Azure OpenAI ServiceArtificial IntelligenceLLMGenerative AIAzure8 APIs38.5Kimi (Moonshot AI)LLMLong ContextArtificial IntelligenceOpenAI-Compatible13 APIs38.0ChromaVector DatabaseVector IndexVector SearchVector Store6 APIs37.9VectorizeArtificial IntelligenceRAGVectorization8 APIs37.4MorphArtificial IntelligenceCode EditingFast Apply4 APIs37.3LightlyArtificial IntelligenceComputer-VisionData CurationActive Learning8 APIs37.2Qubrid AIArtificial IntelligenceCloud ComputingGPUInference13 APIs37.2MarqoVector DatabaseVector SearchMulti-ModalSemantic Search7 APIs36.7LaminiArtificial IntelligenceLLMFine-TuningMemory Tuning5 APIs35.3CometAPIArtificial IntelligenceAggregatorAudioChat6 APIs35.2Dartmouth CollegeEducationHigher EducationUniversityResearch9 APIs35.1Together AIArtificial IntelligenceLLMInferenceFoundation Models28 APIs35.1Jina AIArtificial IntelligenceMachine-LearningReranking4 APIs35.0International Business MachinesArtificial IntelligenceCloudEnterpriseIBM22 APIs34.7GroqArtificial IntelligenceLLMInferenceLPU9 APIs34.3LucidworksSearchArtificial IntelligenceEnterprise SearchVector Search12 APIs34.2ModularCompanyArtificial IntelligenceMachine-LearningInference1 API34.0TelnyxCommunicationsCPaaSVoiceSMS168 APIs34.0LiteLLMGateways33 APIs33.7cohere9 APIs33.5Mistral AICompanyArtificial IntelligenceLarge Language ModelsGenerative AI11 APIs33.5Voyage AIRerankersRAGSemantic Search9 APIs33.1AI GatewayAI GatewayLLM RouterLLM ProxyModel Routing38 APIs31.8EvolutionaryScaleArtificial IntelligenceBiologyBioinformaticsComputational Biology7 APIs31.2SuperlinkedVectorsVector SearchRetrieval5 APIs31.1EncordComputer-VisionData LabelingAnnotationMachine-Learning2 APIs31.0MilvusVector DatabaseArtificial IntelligenceOpen-Source8 APIs30.9Microsoft Azure AI FoundryArtificial IntelligenceGenerative AIAI AgentsFoundation Models6 APIs29.8QwenArtificial IntelligenceLLMInferenceOpen-Source4 APIs29.3DeepInfraArtificial IntelligenceLLMInferenceServerless7 APIs28.9ByteDance DoubaoArtificial IntelligenceLLMInferenceByteDance6 APIs27.9SiliconFlowArtificial IntelligenceLLMInferenceOpen-Source11 APIs27.8Inflection AIArtificial IntelligenceLLMPersonal AIPI5 APIs27.4ProsciaCompanyHealthcareDigital PathologyPathology2 APIs27.3vLLMLLMInferenceOpen-SourceGPU7 APIs27.0
Emerging 5 Early or largely undocumented
Aleph Alpha2CompanyArtificial IntelligenceLarge Language ModelsMachine-Learning1 API25.3PostgresMLCompanyAi MlMachine-LearningVector Search24.1SenseTimeCompanyArtificial IntelligenceMachine-LearningFoundation Models1 API21.5LlamaArtificial IntelligenceLarge Language ModelsMachine-LearningMeta4 APIs16.2Siemens HealthineersHealthcareMedical ImagingLaboratory DiagnosticsCancer Care14 APIs13.4

APIs with this tag (95)

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 Embeddings APIOpenAI-compatible embeddings endpoint (/v1/embeddings) backed by NVIDIA NeMo Retriever text embedding model...71.2
Strong 9 Solid coverage with minor gaps
OpenAI Embeddings APIGet a vector representation of a given input that can be easily consumed by machine learning models and alg...64.2Vendasta AI Knowledge APIThe knowledge (embeddings) API that grounds Vendasta AI Employees: upsert a knowledge source into an accoun...63.3Fastly Embeddings APIThe Embeddings API from Fastly — 1 operation(s) for embeddings.60.8Databricks Vector Search Indexes APIThe Databricks Vector Search Indexes API allows you to create, manage, query, and delete vector search inde...59.1Perplexity Embeddings APIThe Embeddings API from Perplexity — 1 operation(s) for embeddings.56.3Perplexity Embeddings APIThe Embeddings API generates high-quality text embeddings for semantic search and retrieval, offering both ...56.3Vercel Embeddings APIText embeddings55.9Mixedbread Embeddings APIThe Embeddings API from Mixedbread — 1 operation(s) for embeddings.55.6Cortex Embed APIThe Snowflake Cortex Embed API is a REST API that performs LLM embedding for input text, similar to the Sno...54.6
Developing 34 Usable, with meaningful gaps to close
Hugging Face Embeddings APIText embedding endpoints53.9Mistral AI Embeddings APIText embedding operations53.9SambaNova Systems Embeddings APIThe Embeddings API from SambaNova Systems — 1 operation(s) for embeddings.53.8RightNow AI Embeddings APIThe Embeddings API from RightNow AI — 1 operation(s) for embeddings.53.5Sanity Embeddings Index APIThe Sanity Embeddings Index API enables creating and managing vector embedding indexes for Content Lake doc...52.8Parasail Embeddings APIVector embeddings for RAG, semantic search, and similarity workloads.51.6Portkey Embeddings APIGet a vector representation of a given input that can be easily consumed by machine learning models and alg...51.3TrueFoundry Embeddings APIText embedding operations49.1Langdock Embeddings APIThe Embeddings API from Langdock — 1 operation(s) for embeddings.48.7ZotGPT (UC Irvine) ZotGPT GatewayZotGPT (UC Irvine) ZotGPT Gateway from ZotGPT (UC Irvine) — 2 path(s) described in OpenAPI.48.5Microsoft Embeddings APICreate vector embeddings from text47.8Altimate AI Embeddings APIThe Embeddings API from Altimate AI — 1 operation(s) for embeddings.47.7Chroma JavaScript ClientThe Chroma JavaScript and TypeScript Client is a first-party SDK for interacting with Chroma from JavaScrip...46.8Chroma Python ClientThe Chroma Python Client is a first-party SDK for interacting with both self-hosted Chroma servers and Chro...46.8FlexAI Embeddings APIVector embeddings46.8Gemini Embeddings APICreate embeddings for text46.0Letta Embeddings APIList configured embedding models.45.0Macrometa Embeddings APIThe Embeddings API from Macrometa — 3 operation(s) for embeddings.44.1Adaptive ML Embeddings APIThe Embeddings API from Adaptive ML — 1 operation(s) for embeddings.43.5OpenAI APIs Embeddings APIText embedding operations43.0Requesty Embeddings APIVector embedding generation.42.7.txt embeddings APIGenerate vector representations of text. Use embeddings for: - **Semantic search** - find content by meanin...42.4Gemini Embedding APIGenerate text embedding vectors for semantic search, classification, clustering, and retrieval tasks using ...42.4Google Gemini Embeddings APIGenerate text embedding vectors for semantic search, classification, clustering, and retrieval tasks using ...42.4Vertex AI Text Embeddings APIGenerate text embeddings for semantic search and classification tasks using Google embedding models on Vert...42.4WanAPIs Embeddings APIVector embeddings (OpenAI compatible).42.2Featherless AI Embeddings APIOpenAI-compatible text embeddings.42.0LangDB Embeddings APIVector embeddings for input text.41.6Nscale Embeddings APIVector embeddings of text input.41.6Nhost AI APIAI toolkit providing GraphQL-based assistant management, auto-embeddings, session handling, and file stores...41.4Typesense Vector Search APIThe Typesense Vector Search API extends the core search capabilities with vector and hybrid search. It supp...40.5Ollama Embeddings APIGenerate vector embeddings from text input.40.4Azure OpenAI Service Embeddings APIThe Embeddings API from Azure OpenAI Service — 1 operation(s) for embeddings.40.3nexos.ai Embeddings APICreate vector embeddings for input text.39.6
Thin 47 Limited public surface area
Nomic AI Embeddings APIThe Embeddings API from Nomic AI — 1 operation(s) for embeddings.39.0Nomic Embedding APIHosted embedding endpoint backed by the Nomic Embed model family (nomic-embed-text-v1.5 and nomic-embed-vis...39.0nomic-embed-text-v1.5 (Open Weights)Open-weights multilingual text embedding model published on Hugging Face, Apache-2.0 licensed. Supports Mat...39.0nomic-embed-vision-v1.5 (Open Weights)Open-weights vision embedding model that shares an embedding space with nomic-embed-text-v1.5 to support cr...39.0SambaNova Embeddings APIThe Embeddings API from SambaNova — 1 operation(s) for embeddings.38.9Azure OpenAI Inference REST APIData-plane REST API for running inference against deployed Azure OpenAI models, including chat completions,...38.5Azure OpenAI Service Embeddings APIVector embeddings38.5Kimi Embeddings APIOpenAI-compatible embeddings endpoint that returns vector representations of input text for semantic search...38.0Morph Embeddings APIThe Embeddings API from Morph — 1 operation(s) for embeddings.37.3Lightly Embeddings APIManage dataset embeddings and trigger 2D projection jobs.37.2Qubrid AI Embeddings APIGenerate vector embeddings from text input using embedding models hosted on the Qubrid AI platform, suitabl...37.2Marqo Embeddings APIGenerate embedding vectors using engine-loaded models.36.7Lamini Embeddings APIText embedding generation.35.3CometAPI Embeddings APIVector embeddings for retrieval and similarity.35.2Dartmouth Chat AI APIAn OpenAI-compatible REST API exposing large language models, embedding models, and reranking models deploy...35.1Together AI Embeddings APIThe Embeddings API from Together AI — 1 operation(s) for embeddings.35.1Jina AI Embeddings APISynchronous embedding generation35.0International Business Machines Embeddings APIGenerate text embeddings.34.7Groq Embeddings APIThe Embeddings API from Groq — 1 operation(s) for embeddings.34.3Lucidworks Embeddings APIGenerate vector encodings34.2MAX Inference REST APIOpenAI-compatible inference API served by MAX. Exposes /v1/chat/completions, /v1/completions, /v1/embedding...34.0Telnyx Embeddings APIEmbed documents and perform text searches34.0LiteLLM Embeddings APIThe Embeddings API from LiteLLM — 1 operation(s) for embeddings.33.7LiteLLM Embeddings APIProvides an OpenAI-compatible /embeddings endpoint for generating text embeddings across multiple providers...33.7Cohere Embed APIThe Cohere Embed API generates vector embeddings from text and images, enabling semantic search, clustering...33.5Cohere Embed Jobs APIThe Cohere Embed Jobs API allows developers to create and manage batch embedding jobs for processing large ...33.5Mistral Embeddings APIGenerate vector embeddings for text and code for retrieval, clustering, classification, and semantic search.33.5Voyage AI Contextualized Embeddings APIEndpoint that embeds chunks while conditioning on surrounding document context, improving recall for long-d...33.1Voyage AI Embeddings APIDense text embeddings.33.1Voyage AI Multimodal Embeddings APIMultimodal embeddings endpoint backed by voyage-multimodal-3 that accepts interleaved text and images in a ...33.1AI Gateway Embeddings APIThe Embeddings API from AI Gateway — 2 operation(s) for embeddings.31.8EvolutionaryScale Embeddings APISequence-only tokenization and representation extraction.31.2Superlinked Framework (Python)The open-source Apache-2.0 Python framework (pip install superlinked) used to declare Schema, Space, Index,...31.1Encord Active APIAPI for the Encord Active module, which provides model evaluation, data curation, and active learning capab...31.0Microsoft Azure AI Foundry Embeddings APIVector embeddings for text29.8DashScope (Alibaba Cloud Model Studio) APINative Alibaba Cloud Model Studio API serving the Qwen model family. Provides chat completions, multimodal ...29.3Qwen Embeddings APIThe Embeddings API from Qwen — 1 operation(s) for embeddings.29.3DeepInfra Embeddings APIThe Embeddings API from DeepInfra — 1 operation(s) for embeddings.28.9DeepInfra Platform APIOpenAI- and Anthropic-compatible inference API for 100+ open-source models. Surfaces include chat completio...28.9ByteDance Doubao Embeddings APIThe Embeddings API from ByteDance Doubao — 1 operation(s) for embeddings.27.9Volcano Engine Ark APIOpenAI-compatible chat, responses, embedding, batch, image (Seedream), video (Seedance), 3D, and TTS APIs s...27.9SiliconFlow Cloud Platform APIOpenAI- and Anthropic-compatible inference covering chat completions, messages, embeddings, reranking, imag...27.8SiliconFlow Embeddings APIThe Embeddings API from SiliconFlow — 1 operation(s) for embeddings.27.8Inflection AI Embeddings APIThe Embeddings API from Inflection AI — 1 operation(s) for embeddings.27.4Concentriq Embeddings APIConcentriq Embeddings is Proscia's foundation-model API. It extracts rich visual feature vectors (embedding...27.3vLLM Embeddings APIOpenAI-compatible embeddings27.0vLLM OpenAI-Compatible ServerOpenAI-compatible REST API exposed by `vllm serve`. Endpoints include /v1/chat/completions, /v1/completions...27.0
Emerging 4 Early or largely undocumented
PhariaInference APIThe PhariaInference HTTP API provides access to Aleph Alpha's specialized language models for text completi...25.3SenseNova LLM APIThe SenseNova LLM API service platform exposes SenseTime's large multimodal foundation models (chat complet...21.5Llama APIMeta's hosted REST API providing access to Llama large language models for chat completions, text generatio...16.2Patch-CLIP Embedding ModelPython research project from the Siemens-Healthineers GitHub org that extends the CLIP architecture with pa...13.4

Score breakdown

Frequency
62.3
log-scaled weighted occurrences
Breadth
2.7
spread across providers
Quality lift
50.0
mean composite of providers using it
Cohesion
20.4
strength of nearest seed neighbor

Related tags

Completions 24 co-occurrences Models 45 co-occurrences Chat 46 co-occurrences Vector Search 19 co-occurrences Fine-Tuning 17 co-occurrences RAG 23 co-occurrences Chat Completions 16 co-occurrences Semantic Search 15 co-occurrences

Where this tag comes from

Api tag96
Provider tag42
Openapi tag60
Openapi op tag77

Cohort brief

Auto-generated

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

Providers
97
all scored
Mean Kin Score
41.5
+20.8 vs catalog 20.7
Mean Agent Readiness
23.3
+13.6 vs catalog 9.7
Spread
13.4–71.2
median 41.5 · σ 10.6
How the 97 split by band
Exemplar 1Strong 11Developing 43Thin 37Emerging 5Minimal 0
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 52 17.5 +34.5 97
Developer Ergonomics 39.8 17.9 +21.9 97
Access Clarity 40.3 22.3 +18 97
Operational Transparency 28.7 11.3 +17.4 97
Discoverability 72 60.4 +11.6 97
Contract Governance 11.1 6.4 +4.7 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) 29% 16% +13
MCP server (first-party) 8% 7% +1
Agent Skills 0% 0% 0
OAuth scopes 12% 9% +3
Security 100% 88% +12
Arazzo workflows 9% 2% +7
Governance rules 47% 13% +34

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 OpenAI 64.2
  3. 3 Vendasta 63.3
  4. 4 Fastly 60.8
  5. 5 ChatGPT 59.8
  6. 6 Databricks 59.1
  7. 7 Perplexity 56.3
  8. 8 Vectara 56.2
  9. 9 Vercel 55.9
  10. 10 Mixedbread 55.6
Top by Agent Readiness
  1. 1 Langdock 42.6
  2. 2 Databricks 40.1
  3. 3 Telnyx 38.8
  4. 4 OpenAI 37.7
  5. 5 Hugging Face 37.6
  6. 6 Portkey 36
  7. 7 Snowflake 35.8
  8. 8 ChatGPT 34.7
  9. 9 .txt 34.5
  10. 10 Vendasta 34.3
All 97 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.

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/embeddings"
All tags 
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort 
curl "https://apis.io/api/v1/cohorts/tag/embeddings"
The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/embeddings/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 email required.

GitHub Google LinkedIn

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