established · 0.0 capabilitymarket resourcedomain

Embeddings

Score 28.8 / 100 42 providers +56 via APIs 97 APIs Search apis.io →
Variants seen in the corpus: Embeddingsembeddings

Providers using this tag (42)

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

Strong 6 Solid coverage with minor gaps
AIMLAPIArtificial IntelligenceMachine-LearningAI ModelsLLM1 API65.5PexafyImagePhotosStock PhotosImage Search2 APIs63.3MixedbreadArtificial IntelligenceRerankingSearch12 APIs58.1PineconeVector DatabasesArtificial IntelligenceRAG6 APIs56.5ChatGPTAgentsArtificial IntelligenceChatGPT2 APIs55.9VectaraArtificial IntelligenceAgentsCorpora1 API54.3
Developing 21 Usable, with meaningful gaps to close
RightNow AICompanyArtificial IntelligenceMachine-LearningLLM Inference1 API53.1SambaNova SystemsCompanyArtificial IntelligenceMachine-LearningLLM2 APIs52.6Google GeminiAgentic AIArtificial IntelligenceCode Generation1 API52.2PixeltableCompanyAi DataMultimodal AIAI Data Infrastructure3 APIs51.3ParasailArtificial IntelligenceGPUInferenceLarge Language Models3 APIs50.9turbopufferVector SearchFull-Text SearchHybrid SearchBM251 API49.9LanceDBVector DatabaseMulti-ModalLance FormatLakehouse1 API49.6ChromaArtificial IntelligenceAI-NativeApache 2.0Cloud2 APIs49.3ZotGPT (UC Irvine)Artificial IntelligenceGenerative AILLMAI Gateway2 APIs48.4GeminiAgentsArtificial IntelligenceAudio UnderstandingBatch Processing1 API48.0Azure OpenAI ServiceArtificial IntelligenceGPTGenerative AI9 APIs47.0Aleph AlphaCompanyArtificial IntelligenceMachine-LearningLarge Language Models6 APIs46.9Novita AIArtificial IntelligenceLLMInferenceGPU1 API46.7MemoriesCompanyVideo IntelligenceVideo UnderstandingVideo Search2 APIs45.8UnstructuredDocument ProcessingETLRAGLLM2 APIs43.8OpenAI APIsArtificial IntelligenceImage-GenerationLanguage Models7 APIs43.5FlexAICompanyAi MlArtificial IntelligenceMachine-Learning1 API43.3MilvusVector DatabaseArtificial IntelligenceOpen-Source1 API42.8ZeroEntropyCompanyEnterprise SaasArtificial IntelligenceSearch1 API41.8TopkCompanySearchVector SearchHybrid Search3 APIs40.6TwelveLabsArtificial IntelligenceVideo UnderstandingMulti-ModalSearch1 API40.6
Thin 12 Limited public surface area
nexos.aiCompanyArtificial IntelligenceLLMAI Gateway1 API39.1MarqoVector DatabaseVector SearchMulti-ModalSemantic Search1 API38.7LocalAIArtificial IntelligenceMachine-LearningLarge Language ModelsInference2 APIs38.4Nomic AIVector DatabaseData ExplorationLLM1 API37.8VectorizeArtificial IntelligenceRAGVectorization1 API37.8MorphArtificial IntelligenceCode EditingFast Apply1 API37.7LightlyArtificial IntelligenceComputer-VisionData CurationActive Learning1 API37.6Jina AIArtificial IntelligenceMachine-LearningReranking3 APIs34.3CometAPIArtificial IntelligenceAggregatorAudioChat1 API34.0SuperlinkedVectorsVector SearchRetrieval1 API33.5DeepInfraArtificial IntelligenceLLMInferenceServerless1 API33.2Voyage AIRerankersRAGSemantic Search1 API32.9
Emerging 3 Early or largely undocumented
Aleph Alpha2CompanyArtificial IntelligenceLarge Language ModelsMachine-Learning1 API25.3PostgresMLCompanyAi MlMachine-LearningVector Search24.1pgvectorArtificial IntelligenceVector DatabasesDatabasesOpen-Source16.4

APIs with this tag (97)

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 5 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...82.9Cortex Embed APIThe Snowflake Cortex Embed API is a REST API that performs LLM embedding for input text, similar to the Sno...81.2Appwrite Embeddings APIEmbedding generation used by VectorsDB similarity search, metered in embedding tokens per model. 1 operatio...80.5Microsoft Azure Embeddings APIOperations for generating text embeddings73.3NVIDIA NIM Embeddings APIOpenAI-compatible embeddings endpoint (/v1/embeddings) backed by NVIDIA NeMo Retriever text embedding model...68.3
Strong 11 Solid coverage with minor gaps
AIMLAPI Inference APIAI/ML API's own published OpenAPI, served from the API host at https://api.aimlapi.com/docs-yaml and render...65.5Fastly Embeddings APIThe Embeddings API from Fastly — 1 operation(s) for embeddings.62.3Hugging Face Embeddings APIText embedding endpoints61.0Microsoft Embeddings APICreate vector embeddings from text60.4Eden AI API V3The current Eden AI gateway: OpenAI-compatible chat completions, responses, embeddings, moderations, images...59.1Databricks Vector Search Indexes APIThe Databricks Vector Search Indexes API allows you to create, manage, query, and delete vector search inde...58.3Mixedbread Embeddings APIThe Embeddings API from Mixedbread — 1 operation(s) for embeddings.58.1Perplexity Embeddings APIThe Embeddings API generates high-quality text embeddings for semantic search and retrieval, offering both ...56.9Perplexity Embeddings APIThe Embeddings API from Perplexity — 1 operation(s) for embeddings.56.9TritonAI Developer API — embeddingsEmbedding generation endpoints on the UC San Diego TritonAI LLM gateway. Institution-operated on campus inf...56.9Vercel Embeddings APIText embeddings56.1
Developing 32 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.52.6Mistral Embeddings APIGenerate vector embeddings for text and code for retrieval, clustering, classification, and semantic search.52.3Gemini Embedding APIGenerate text embedding vectors for semantic search, classification, clustering, and retrieval tasks using ...52.2Google Gemini Embeddings APIGenerate text embedding vectors for semantic search, classification, clustering, and retrieval tasks using ...52.2Vertex AI Text Embeddings APIGenerate text embeddings for semantic search and classification tasks using Google embedding models on Vert...52.2Parasail Embeddings APIVector embeddings for RAG, semantic search, and similarity workloads.50.9Sanity Embeddings Index APIThe Sanity Embeddings Index API enables creating and managing vector embedding indexes for Content Lake doc...50.6Letta Embeddings APIList configured embedding models.50.3TrueFoundry Embeddings APIText embedding operations50.3Altimate AI Embeddings APIThe Embeddings API from Altimate AI — 1 operation(s) for embeddings.50.2University of Amsterdam Embeddings APIThe embeddings API from University of Amsterdam — 4 operation(s) for embeddings.50.1Portkey Embeddings APIGet a vector representation of a given input that can be easily consumed by machine learning models and alg...50.0Chroma JavaScript ClientThe Chroma JavaScript and TypeScript Client is a first-party SDK for interacting with Chroma from JavaScrip...49.3Chroma Python ClientThe Chroma Python Client is a first-party SDK for interacting with both self-hosted Chroma servers and Chro...49.3ZotGPT (UC Irvine) Embeddings APIVector embeddings across the campus model catalog.48.4Gemini Embeddings APICreate embeddings for text48.0Azure OpenAI Inference REST APIData-plane REST API for running inference against deployed Azure OpenAI models, including chat completions,...47.0Azure OpenAI Service Embeddings APIThe Embeddings API from Azure OpenAI Service — 1 operation(s) for embeddings.47.0Langdock Embeddings APIThe Embeddings API from Langdock — 1 operation(s) for embeddings.46.1Microsoft Azure AI Foundry Embeddings APIVector embeddings for text44.2Dartmouth Chat AI APIAn OpenAI- and Anthropic-compatible API over large language, embedding and reranking models running on Dart...43.9OpenAI APIs Embeddings APIText embedding operations43.5FlexAI Embeddings APIVector embeddings43.3Macrometa Embeddings APIThe Embeddings API from Macrometa — 3 operation(s) for embeddings.43.2Requesty Embeddings APIVector embedding generation.42.9Nhost AI APIAI toolkit providing GraphQL-based assistant management, auto-embeddings, session handling, and file stores...42.3Featherless AI Embeddings APIOpenAI-compatible text embeddings.42.2LangDB Embeddings APIVector embeddings for input text.41.8WanAPIs Embeddings APIVector embeddings (OpenAI compatible).40.9Adaptive ML Embeddings APIThe Embeddings API from Adaptive ML — 1 operation(s) for embeddings.40.6Nscale Embeddings APIVector embeddings of text input.40.4
Thin 45 Limited public surface area
Ollama Embeddings APIGenerate vector embeddings from text input.39.2nexos.ai Embeddings APICreate vector embeddings for input text.39.1Marqo Embeddings APIGenerate embedding vectors using engine-loaded models.38.7.txt embeddings APIGenerate vector representations of text. Use embeddings for: - **Semantic search** - find content by meanin...38.5LocalAI Embeddings APIThe embeddings API from LocalAI — 1 operation(s) for embeddings.38.4AI Gateway Embeddings APIThe Embeddings API from AI Gateway — 2 operation(s) for embeddings.38.1Nomic AI Embeddings APIThe Embeddings API from Nomic AI — 1 operation(s) for embeddings.37.8Nomic Embedding APIHosted embedding endpoint backed by the Nomic Embed model family (nomic-embed-text-v1.5 and nomic-embed-vis...37.8nomic-embed-text-v1.5 (Open Weights)Open-weights multilingual text embedding model published on Hugging Face, Apache-2.0 licensed. Supports Mat...37.8nomic-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...37.8Morph Embeddings APIThe Embeddings API from Morph — 1 operation(s) for embeddings.37.7Lightly Embeddings APIManage dataset embeddings and trigger 2D projection jobs.37.6Qubrid AI Embeddings APIGenerate vector embeddings from text input using embedding models hosted on the Qubrid AI platform, suitabl...37.3Kimi Embeddings APIOpenAI-compatible embeddings endpoint that returns vector representations of input text for semantic search...36.5Together AI Embeddings APIThe Embeddings API from Together AI — 1 operation(s) for embeddings.36.1Lamini Embeddings APIText embedding generation.35.7Telnyx Embeddings APIEmbed documents and perform text searches35.6MAX Inference REST APIOpenAI-compatible inference API served by MAX. Exposes /v1/chat/completions, /v1/completions, /v1/embedding...35.1Cohere Embed APIThe Cohere Embed API generates vector embeddings from text and images, enabling semantic search, clustering...34.5Cohere Embed Jobs APIThe Cohere Embed Jobs API allows developers to create and manage batch embedding jobs for processing large ...34.5Groq Embeddings APIThe Embeddings API from Groq — 1 operation(s) for embeddings.34.3Jina AI Embeddings APISynchronous embedding generation34.3CometAPI Embeddings APIVector embeddings for retrieval and similarity.34.0International Business Machines Embeddings APIGenerate text embeddings.33.9Superlinked Framework (Python)The open-source Apache-2.0 Python framework (pip install superlinked) used to declare Schema, Space, Index,...33.5Lucidworks Embeddings APIGenerate vector encodings33.4DeepInfra Embeddings APIThe Embeddings API from DeepInfra — 1 operation(s) for embeddings.33.2DeepInfra Platform APIOpenAI- and Anthropic-compatible inference API for 100+ open-source models. Surfaces include chat completio...33.2LiteLLM Embeddings APIProvides an OpenAI-compatible /embeddings endpoint for generating text embeddings across multiple providers...33.0LiteLLM Embeddings APIThe Embeddings API from LiteLLM — 1 operation(s) for embeddings.33.0Voyage AI Contextualized Embeddings APIEndpoint that embeds chunks while conditioning on surrounding document context, improving recall for long-d...32.9Voyage AI Embeddings APIDense text embeddings.32.9Voyage AI Multimodal Embeddings APIMultimodal embeddings endpoint backed by voyage-multimodal-3 that accepts interleaved text and images in a ...32.9DashScope (Alibaba Cloud Model Studio) APINative Alibaba Cloud Model Studio API serving the Qwen model family. Provides chat completions, multimodal ...32.8Qwen Embeddings APIThe Embeddings API from Qwen — 1 operation(s) for embeddings.32.8SiliconFlow Cloud Platform APIOpenAI- and Anthropic-compatible inference covering chat completions, messages, embeddings, reranking, imag...32.7SiliconFlow Embeddings APIThe Embeddings API from SiliconFlow — 1 operation(s) for embeddings.32.7Encord Active APIAPI for the Encord Active module, which provides model evaluation, data curation, and active learning capab...30.4ByteDance Doubao Embeddings APIThe Embeddings API from ByteDance Doubao — 1 operation(s) for embeddings.30.2Volcano Engine Ark APIOpenAI-compatible chat, responses, embedding, batch, image (Seedream), video (Seedance), 3D, and TTS APIs s...30.2EvolutionaryScale Embeddings APISequence-only tokenization and representation extraction.29.6vLLM Embeddings APIOpenAI-compatible embeddings28.4vLLM OpenAI-Compatible ServerOpenAI-compatible REST API exposed by `vllm serve`. Endpoints include /v1/chat/completions, /v1/completions...28.4Inflection AI Embeddings APIThe Embeddings API from Inflection AI — 1 operation(s) for embeddings.28.2Concentriq Embeddings APIConcentriq Embeddings is Proscia's foundation-model API. It extracts rich visual feature vectors (embedding...27.3
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...20.4Llama 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...15.3

Companies reaching this through an API (56)

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 Adaptive ML AI Gateway Altimate AI Appwrite ByteDance Doubao Cohere Dartmouth College Databricks Eden AI Encord EvolutionaryScale Fastly Featherless AI Groq Hugging Face Inflection AI International Business Machines Kimi (Moonshot AI) Lamini LangDB Langdock Letta LiteLLM Llama Lucidworks Macrometa Microsoft Microsoft Azure Microsoft Azure AI Foundry Mistral AI Modular Nhost Nscale NVIDIA NIM Ollama OpenAI Perplexity Portkey Proscia Qubrid AI Qwen Requesty Sanity SenseTime Siemens Healthineers SiliconFlow Snowflake Telnyx Together AI
Show all 56 companies ↓
TrueFoundry University of Amsterdam University of California, San Diego Vercel vLLM WanAPIs

Score breakdown

Frequency
62.2
log-scaled weighted occurrences
Breadth
1.2
spread across providers
Quality lift
49.7
mean composite of providers using it
Cohesion
19.8
strength of nearest seed neighbor

Related tags

Completions 24 co-occurrences Models 45 co-occurrences Chat Completions 20 co-occurrences Fine-Tuning 19 co-occurrences Chat 44 co-occurrences Vector Search 17 co-occurrences Semantic Search 14 co-occurrences RAG 21 co-occurrences

Where this tag comes from

Api tag98
Provider tag42
Openapi tag62
Openapi op tag82

Cohort brief

Auto-generated

The 42 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
42
all scored
Mean Kin Score
43.9
+20.0 vs catalog 23.9
Mean Agent Readiness
25
+13 vs catalog 12
Spread
16.4–65.5
median 43.7 · σ 10
How the 42 split by band
Exemplar 0Strong 6Developing 21Thin 12Emerging 3Minimal 0
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 48.3 19.8 +28.5 42
Developer Ergonomics 47.7 23.4 +24.3 42
Operational Transparency 35.3 14 +21.3 42
Access Clarity 46 26.5 +19.5 42
Discoverability 71.6 61.2 +10.4 42
Contract Governance 8.6 6.4 +2.2 42

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) 24% 10% +14
MCP server (first-party) 26% 13% +13
Agent Skills 0% 0% 0
OAuth scopes 12% 11% +1
Security 98% 97% +1
Arazzo workflows 2% 2% 0
Governance rules 33% 14% +19

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 AIMLAPI 65.5
  2. 2 Pexafy 63.3
  3. 3 Mixedbread 58.1
  4. 4 Pinecone 56.5
  5. 5 ChatGPT 55.9
  6. 6 Vectara 54.3
  7. 7 RightNow AI 53.1
  8. 8 SambaNova Systems 52.6
  9. 9 Google Gemini 52.2
  10. 10 Pixeltable 51.3
Top by Agent Readiness
  1. 1 Pexafy 56.3
  2. 2 AIMLAPI 55.1
  3. 3 Mixedbread 35.9
  4. 4 Novita AI 35.8
  5. 5 Chroma 34.2
  6. 6 Pinecone 33.7
  7. 7 Memories 33.1
  8. 8 LocalAI 30.9
  9. 9 Unstructured 30.7
  10. 10 ZeroEntropy 30.4
All 42 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 15 September 2026, across 27661 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

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"

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