established · 0.7 capabilitymarket resourcedomain

Embeddings

Score 30.1 / 100 47 providers +76 via APIs 126 APIs Search apis.io →
Workflows using this tag
Hugging Face Summarize Then Translate · Hugging Face Hugging Face Dataset Filter Rows · Hugging Face Hugging Face Create Repository and Configure · Hugging Face Hugging Face Chat Completion with Model Discovery · Hugging Face Hugging Face Search and Inspect a Model · Hugging Face Hugging Face Embeddings Pair · Hugging Face Hugging Face Dataset Validate and Preview · Hugging Face Hugging Face TGI Inspect and Generate · Hugging Face
Business capabilities this tag reaches
Information & Data Management 12
Variants seen in the corpus: EmbeddingEmbeddings

Providers using this tag (47)

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

Exemplar 1 Complete, well-documented, and agent-ready
Hugging FaceComputer VisionImage GenerationLLM6 APIs68.0
Strong 6 Solid coverage with minor gaps
AIMLAPIArtificial IntelligenceMachine LearningAI ModelsLLM2 APIs65.2PexafyImagePhotosStock PhotosImage Search2 APIs64.2PerplexityArtificial IntelligenceLLMSearchAgents1 API57.0PineconeVector DatabaseArtificial IntelligenceRAG6 APIs55.8MixedbreadArtificial IntelligenceRerankingSearch12 APIs55.5VectaraArtificial IntelligenceAgentsCorpora1 API54.8
Developing 24 Usable, with meaningful gaps to close
RightNow AICompanyArtificial IntelligenceMachine LearningInference1 API53.1PixeltableCompanyAi DataMultimodal AIAI Data Infrastructure3 APIs53.0SambaNova SystemsCompanyArtificial IntelligenceMachine LearningLLM2 APIs52.7DocuSealDocument SigningE-SignatureElectronic SignatureDocument Management1 API51.9Google GeminiAI AgentsArtificial IntelligenceCode Generation1 API50.7GeminiLLMGeminiAgentsArtificial Intelligence1 API50.1FeltMapsGISGeospatialCollaborative1 API49.8Mistral AIMachine LearningAgentsOCR13 APIs49.6ParasailArtificial IntelligenceGPUInferenceLLM3 APIs49.5turbopufferVector SearchFull-Text SearchHybrid SearchBM251 API48.9ChromaArtificial IntelligenceAI-NativeApache 2.0Cloud2 APIs48.7LanceDBVector DatabaseMulti-ModalLance FormatLakehouse1 API48.6Novita AIArtificial IntelligenceLLMInferenceGPU1 API46.5Azure OpenAI ServiceArtificial IntelligenceGPTGenerative AI2 APIs46.3ZotGPT (UC Irvine)Artificial IntelligenceGenerative AILLMAI Gateway2 APIs45.9Aleph AlphaCompanyArtificial IntelligenceMachine LearningLLM6 APIs45.3MemoriesCompanyVideo IntelligenceVideo UnderstandingVideo Search2 APIs44.9FlexAICompanyAi MlArtificial IntelligenceMachine Learning1 API44.8OpenAI APIsArtificial IntelligenceImage GenerationLanguage Models7 APIs44.3MarqoVector DatabaseVector SearchMulti-ModalSemantic Search1 API43.0TopkCompanySearchVector SearchHybrid Search3 APIs43.0ZeroEntropyCompanyEnterprise SaasArtificial IntelligenceSearch1 API41.8UnstructuredDocument ProcessingETLRAGLLM2 APIs41.7MilvusVector DatabaseArtificial IntelligenceOpen Source1 API40.0
Thin 13 Limited public surface area
LocalAIArtificial IntelligenceMachine LearningLLMInference2 APIs38.4nexos.aiCompanyArtificial IntelligenceLLMAI Gateway1 API38.1TwelveLabsArtificial IntelligenceVideo UnderstandingMulti-ModalSearch1 API37.3Nomic AIData ExplorationLLMOpen Source1 API36.2LightlyArtificial IntelligenceComputer VisionData CurationActive Learning1 API34.5VectorizeArtificial IntelligenceRAGVectorization1 API34.5MorphArtificial IntelligenceCode EditingFast Apply1 API34.4CometAPIArtificial IntelligenceAggregatorAudioChat1 API33.0CohereArtificial IntelligenceNatural Language ProcessingVector Search9 APIs32.9DeepInfraArtificial IntelligenceLLMInferenceServerless1 API32.4Jina AIArtificial IntelligenceMachine LearningReranking3 APIs32.1SuperlinkedVectorsVector SearchRetrieval1 API31.7Voyage AIRerankersRAGSemantic Search1 API29.4
Emerging 3 Early or largely undocumented
Aleph Alpha2CompanyArtificial IntelligenceLLMMachine Learning1 API25.5PostgresMLCompanyAi MlMachine LearningVector Search24.2pgvectorArtificial IntelligenceVector DatabaseDatabaseOpen Source14.5

APIs with this tag (125)

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 12 Complete, well-documented, and agent-ready
OpenAI Embeddings APIGet a vector representation of a given input that can be easily consumed by machine learning models and alg...84.8Appwrite Embeddings APIEmbedding generation used by VectorsDB similarity search, metered in embedding tokens per model. 1 operatio...83.2Cortex Embed APIThe Snowflake Cortex Embed API is a REST API that performs LLM embedding for input text, similar to the Sno...82.7Telnyx Embeddings APIEmbed documents and perform text searches79.6Cvent Custom Widgets APIThe Cvent Custom Widgets API allows developers to build custom interactive widgets for Cvent Event Registra...78.0Microsoft Azure Embeddings APIOperations for generating text embeddings76.2Qlik Embedding APIJavaScript API for embedding Qlik Sense visualizations and mashups into web applications.72.0Instacart Shopping WidgetsInstacart Shopping Widgets are front-end web components that retailers can embed into their websites to add...71.5Microsoft Embeddings APICreate vector embeddings from text69.2Hugging Face Embeddings APIText embedding endpoints68.0NVIDIA NIM Embeddings APIOpenAI-compatible embeddings endpoint (/v1/embeddings) backed by NVIDIA NeMo Retriever text embedding model...68.0Instagram oEmbed APIThe Instagram oEmbed endpoint returns HTML and metadata for embedding Instagram photos, videos, reels, and ...66.8
Strong 11 Solid coverage with minor gaps
Databricks Vector Search Indexes APIThe Databricks Vector Search Indexes API allows you to create, manage, query, and delete vector search inde...65.3AIMLAPI Embeddings APIThe Embeddings API from AIMLAPI — 1 operation(s) for embeddings.65.2Fastly Embeddings APIThe Embeddings API from Fastly — 1 operation(s) for embeddings.65.2Eden AI Embeddings APIThe Embeddings API from Eden AI — 4 operation(s) for embeddings.62.2Vercel Embeddings APIText embeddings59.0Perplexity Embeddings APIThe Embeddings API generates high-quality text embeddings for semantic search and retrieval, offering both ...57.0Perplexity Embeddings APIThe Embeddings API from Perplexity — 1 operation(s) for embeddings.57.0Portkey Embeddings APIGet a vector representation of a given input that can be easily consumed by machine learning models and alg...57.0Mixedbread Embeddings APIThe Embeddings API from Mixedbread — 1 operation(s) for embeddings.55.5Altimate AI Embeddings APIThe Embeddings API from Altimate AI — 1 operation(s) for embeddings.55.4Hex Embedding APIThe Embedding API from Hex — 1 operation(s) for embedding.54.9
Developing 37 Usable, with meaningful gaps to close
RightNow AI Embeddings APIThe Embeddings API from RightNow AI — 1 operation(s) for embeddings.53.1SambaNova Systems Embeddings APIThe Embeddings API from SambaNova Systems — 1 operation(s) for embeddings.52.7APIClaw Embeddings APIThe embeddings API from APIClaw — 4 operation(s) for embeddings.52.4Letta Embeddings APIList configured embedding models.52.4TritonAI Developer API — embeddingsEmbedding generation endpoints on the UC San Diego TritonAI LLM gateway. Institution-operated on campus inf...51.0Tableau Embedding APIJavaScript API for embedding Tableau visualizations in web applications with advanced interaction capabilit...50.9Sanity Embeddings Index APIThe Sanity Embeddings Index API enables creating and managing vector embedding indexes for Content Lake doc...50.8Gemini Embedding APIGenerate text embedding vectors for semantic search, classification, clustering, and retrieval tasks using ...50.7Google Gemini Embeddings APIGenerate text embedding vectors for semantic search, classification, clustering, and retrieval tasks using ...50.7Vertex AI Text Embeddings APIGenerate text embeddings for semantic search and classification tasks using Google embedding models on Vert...50.7Gemini Embeddings APIText embedding capabilities through the Gemini API, generating vector representations for semantic search, ...50.1TrueFoundry Embeddings APIText embedding operations50.0Mistral Embeddings APIGenerate vector embeddings for text and code for retrieval, clustering, classification, and semantic search.49.6Parasail Embeddings APIVector embeddings for RAG, semantic search, and similarity workloads.49.5Looker Embed SDKThe Looker Embed SDK is a JavaScript library for embedding Looker content such as dashboards, Looks, Explor...49.4Google Data Studio Embedding APIOperations for embedding pre-configured Looker Studio reports48.8Chroma JavaScript ClientThe Chroma JavaScript and TypeScript Client is a first-party SDK for interacting with Chroma from JavaScrip...48.7Chroma Python ClientThe Chroma Python Client is a first-party SDK for interacting with both self-hosted Chroma servers and Chro...48.7Langdock Embeddings APIThe Embeddings API from Langdock — 1 operation(s) for embeddings.47.6University of Amsterdam Embeddings APIThe embeddings API from University of Amsterdam — 4 operation(s) for embeddings.46.5Azure OpenAI Inference REST APIData-plane REST API for running inference against deployed Azure OpenAI models, including chat completions,...46.3Azure OpenAI Service Embeddings APIThe Embeddings API from Azure OpenAI Service — 1 operation(s) for embeddings.46.3Macrometa Embeddings APIThe Embeddings API from Macrometa — 3 operation(s) for embeddings.45.9ZotGPT (UC Irvine) Embeddings APIVector embeddings across the campus model catalog.45.9Microsoft Azure AI Foundry Embeddings APIVector embeddings for text45.0FlexAI Embeddings APIVector embeddings44.8OpenAI APIs Embeddings APIText embedding operations44.3Sandpack Embed ToolkitSandpack is an open-source component toolkit for creating live-running code editing experiences powered by ...43.9Marqo Embeddings APIGenerate embedding vectors using engine-loaded models.43.0Qubrid AI Embeddings APIGenerate vector embeddings from text input using embedding models hosted on the Qubrid AI platform, suitabl...42.2Nhost AI APIAI toolkit providing GraphQL-based assistant management, auto-embeddings, session handling, and file stores...42.1Zenlytic Embedding APIGenerate signed URLs for embedding Zenlytic content in host apps.41.8QlikView Workbench APIAPI for integrating QlikView objects into web applications and portals.41.7EvolutionaryScale Embeddings APISequence-only tokenization and representation extraction.41.1Requesty Embeddings APIVector embedding generation.41.1Calendly Embed APIThe Calendly Embed API allows developers to integrate Calendly scheduling pages directly into their website...40.7Adaptive ML Embeddings APIThe Embeddings API from Adaptive ML — 1 operation(s) for embeddings.39.6
Thin 56 Limited public surface area
Tableau Embedding APIEmbed Tableau visualizations into web applications using modern web components with v3 of the Embedding API.39.1LangDB Embeddings APIVector embeddings for input text.38.4LocalAI Embeddings APIThe embeddings API from LocalAI — 1 operation(s) for embeddings.38.4nexos.ai Embeddings APICreate vector embeddings for input text.38.1Dartmouth Chat AI APIAn OpenAI- and Anthropic-compatible API over large language, embedding and reranking models running on Dart...38.0TechSmith Screencast oEmbed APIPublic oEmbed API for TechSmith Screencast (app.screencast.com), the cloud destination where Camtasia video...37.9Ollama Embeddings APIGenerate vector embeddings from text input.37.8Featherless AI Embeddings APIOpenAI-compatible text embeddings.37.5WanAPIs Embeddings APIVector embeddings (OpenAI compatible).37.5AI Gateway Embeddings APIThe Embeddings API from AI Gateway — 2 operation(s) for embeddings.37.4Qlik Sense CapabilitiesHigh-level JavaScript API for embedding and extending Qlik Sense visualizations and mashups.37.3.txt Embeddings APIGenerate vector representations of text. Use embeddings for: - **Semantic search** - find content by meanin...37.2Nscale Embeddings APIVector embeddings of text input.37.2MAX Inference REST APIOpenAI-compatible inference API served by MAX. Exposes /v1/chat/completions, /v1/completions, /v1/embedding...36.5Nomic AI Embeddings APIThe Embeddings API from Nomic AI — 1 operation(s) for embeddings.36.2Nomic Embedding APIHosted embedding endpoint backed by the Nomic Embed model family (nomic-embed-text-v1.5 and nomic-embed-vis...36.2nomic-embed-text-v1.5 (Open Weights)Open-weights multilingual text embedding model published on Hugging Face, Apache-2.0 licensed. Supports Mat...36.2nomic-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...36.2Lightly Embeddings APIManage dataset embeddings and trigger 2D projection jobs.34.5Together AI Embeddings APIThe Embeddings API from Together AI — 1 operation(s) for embeddings.34.5Morph Embeddings APIThe Embeddings API from Morph — 1 operation(s) for embeddings.34.4Kimi Embeddings APIOpenAI-compatible embeddings endpoint that returns vector representations of input text for semantic search...34.2LiteLLM Embeddings APIProvides an OpenAI-compatible /embeddings endpoint for generating text embeddings across multiple providers...34.0LiteLLM Embeddings APIThe Embeddings API from LiteLLM — 1 operation(s) for embeddings.34.0JaaS IFrame APIJaaS-flavoured IFrame API that loads external_api.js from 8x8-vc.com (the managed Jitsi domain) and authent...33.2Jitsi Meet IFrame (External) APIBrowser-side JavaScript API (also called the External API) that embeds a Jitsi Meet conference into any web...33.2Jitsi Meet React SDKReact component wrapper around the Jitsi Meet IFrame API that provides idiomatic and co33.2International Business Machines Embeddings APIGenerate text embeddings.33.1CometAPI Embeddings APIVector embeddings for retrieval and similarity.33.0Groq Embeddings APIThe Embeddings API from Groq — 1 operation(s) for embeddings.33.0Cohere Embed APIThe Cohere Embed API generates vector embeddings from text and images, enabling semantic search, clustering...32.9Cohere Embed Jobs APIThe Cohere Embed Jobs API allows developers to create and manage batch embedding jobs for processing large ...32.9Lamini Embeddings APIText embedding generation.32.6DeepInfra Embeddings APIThe Embeddings API from DeepInfra — 1 operation(s) for embeddings.32.4DeepInfra Platform APIOpenAI- and Anthropic-compatible inference API for 100+ open-source models. Surfaces include chat completio...32.4Jina AI Embeddings APISynchronous embedding generation32.1Lucidworks Embeddings APIGenerate vector encodings31.9Superlinked Framework (Python)The open-source Apache-2.0 Python framework (pip install superlinked) used to declare Schema, Space, Index,...31.7WasmEdge C APIThe WasmEdge C API provides a low-level interface for embedding the WasmEdge runtime into C/C++ host applic...31.1WasmEdge Go SDKThe WasmEdge Go SDK provides Go language bindings for embedding the WasmEdge runtime in Go applications. It...31.1WasmEdge Node.js SDKThe WasmEdge Node.js SDK allows embedding and calling WebAssembly functions from Node.js applications. It p...31.1WasmEdge Rust SDKThe WasmEdge Rust SDK enables embedding WasmEdge WebAssembly functions in Rust host applications. It provid...31.1DashScope (Alibaba Cloud Model Studio) APINative Alibaba Cloud Model Studio API serving the Qwen model family. Provides chat completions, multimodal ...30.6Qwen Embeddings APIThe Embeddings API from Qwen — 1 operation(s) for embeddings.30.6SiliconFlow Cloud Platform APIOpenAI- and Anthropic-compatible inference covering chat completions, messages, embeddings, reranking, imag...29.5SiliconFlow Embeddings APIThe Embeddings API from SiliconFlow — 1 operation(s) for embeddings.29.5Voyage AI Contextualized Embeddings APIEndpoint that embeds chunks while conditioning on surrounding document context, improving recall for long-d...29.4Voyage AI Embeddings APIDense text embeddings.29.4Voyage AI Multimodal Embeddings APIMultimodal embeddings endpoint backed by voyage-multimodal-3 that accepts interleaved text and images in a ...29.4Encord Active APIAPI for the Encord Active module, which provides model evaluation, data curation, and active learning capab...29.3ByteDance Doubao Embeddings APIThe Embeddings API from ByteDance Doubao — 1 operation(s) for embeddings.28.8Volcano Engine Ark APIOpenAI-compatible chat, responses, embedding, batch, image (Seedream), video (Seedance), 3D, and TTS APIs s...28.8Aider Python ModuleAider exposes a Python module entrypoint (`python -m aider`) and an importable package (`aider.main.main`) ...27.9Absorb Infuse APIEnables developers to embed Absorb LMS learning experiences directly within external applications. Requires...27.0vLLM Embeddings APIOpenAI-compatible embeddings26.2vLLM OpenAI-Compatible ServerOpenAI-compatible REST API exposed by `vllm serve`. Endpoints include /v1/chat/completions, /v1/completions...26.2
Emerging 8 Early or largely undocumented
Inflection AI Embeddings APIThe Embeddings API from Inflection AI — 1 operation(s) for embeddings.26.1Crystal Reports SDKSoftware Development Kit for embedding Crystal Reports into applications.26.0Concentriq Embeddings APIConcentriq Embeddings is Proscia's foundation-model API. It extracts rich visual feature vectors (embedding...25.5PhariaInference APIThe PhariaInference HTTP API provides access to Aleph Alpha's specialized language models for text completi...25.5SystmOne Generic HTML APITPP's Generic HTML API for embedding and launching third-party web content in context within the SystmOne c...23.3SenseNova LLM APIThe SenseNova LLM API service platform exposes SenseTime's large multimodal foundation models (chat complet...20.8Patch-CLIP Embedding ModelPython research project from the Siemens-Healthineers GitHub org that extends the CLIP architecture with pa...14.7Llama APIMeta's hosted REST API providing access to Llama large language models for chat completions, text generatio...14.5
Minimal 1 Almost no public developer surface
Sectra Web Content APIWeb Content API for embedding third-party web content, results, and applications into the Sectra diagnostic...8.4

Companies reaching this through an API (76)

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

.txt Absorb LMS Adaptive ML AI Gateway Aider Altimate AI APIClaw Appwrite ByteDance Doubao Calendly Camtasia CodeSandbox Crystal Reports Cvent Dartmouth College Databricks Eden AI Encord EvolutionaryScale Fastly Featherless AI Google Data Studio Groq Hex Hive Civilization Inflection AI Instacart Instagram International Business Machines Jitsi Kimi (Moonshot AI) Lamini LangDB Langdock Letta LiteLLM Llama Looker Lucidworks Macrometa Microsoft Microsoft Azure Microsoft Azure AI Foundry Modular Nhost Nscale NVIDIA NIM Ollama OpenAI Portkey
Show all 76 companies ↓
Proscia Qlik Sense Qlik Sense Enterprise QlikView Qubrid AI Qwen Requesty Sanity Sectra SenseTime Siemens Healthineers SiliconFlow Snowflake Tableau Tableau Desktop Telnyx Together AI TPP (SystmOne) TrueFoundry University of Amsterdam University of California, San Diego Vercel vLLM WanAPIs WasmEdge Zenlytic

Score breakdown

Frequency
64.1
log-scaled weighted occurrences
Breadth
1.2
spread across providers
Quality lift
54.0
mean composite of providers using it
Cohesion
19.8
strength of nearest seed neighbor

Related tags

Models 47 co-occurrences Completions 25 co-occurrences Chat Completions 24 co-occurrences Chat 46 co-occurrences Fine-Tuning 19 co-occurrences LLM 53 co-occurrences Vector Search 17 co-occurrences RAG 23 co-occurrences

Where this tag comes from

Api tag126
Provider tag47
Openapi tag67
Openapi op tag90

Cohort brief

Auto-generated

The 47 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
47
all scored
Mean Kin Score
43.9
+21.0 vs catalog 22.9
Mean Agent Readiness
26.5
+14.6 vs catalog 11.9
Spread
14.5–68
median 44.9 · σ 10.8
How the 47 split by band
Exemplar 1Strong 6Developing 24Thin 13Emerging 3Minimal 0
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 45.6 17.6 +28 47
Developer Ergonomics 47.7 23.2 +24.5 47
Operational Transparency 34.8 13.7 +21.1 47
Access Clarity 45.9 26.5 +19.4 47
Discoverability 69.1 58.1 +11 47
Contract Governance 9.4 6.3 +3.1 47

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) 32% 14% +18
MCP server (first-party) 28% 12% +16
Agent Skills 0% 0% 0
OAuth scopes 11% 11% 0
Security 98% 98% 0
Arazzo workflows 2% 2% 0
Governance rules 40% 14% +26

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 Hugging Face 68
  2. 2 AIMLAPI 65.2
  3. 3 Pexafy 64.2
  4. 4 Perplexity 57
  5. 5 Pinecone 55.8
  6. 6 Mixedbread 55.5
  7. 7 Vectara 54.8
  8. 8 RightNow AI 53.1
  9. 9 Pixeltable 53
  10. 10 SambaNova Systems 52.7
Top by Agent Readiness
  1. 1 Perplexity 60.4
  2. 2 Pexafy 56.3
  3. 3 AIMLAPI 55.1
  4. 4 Mixedbread 52.1
  5. 5 DocuSeal 37.3
  6. 6 Hugging Face 36.9
  7. 7 Felt 35.4
  8. 8 Chroma 34.2
  9. 9 Novita AI 33.9
  10. 10 Pinecone 33.7
All 47 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 5 October 2026, across 29093 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

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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

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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"

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