established · -1.9 capabilitymarket resourcedomain

Embeddings

Score 28.3 / 100 44 providers +88 via APIs 138 APIs Search apis.io →
Workflows using this tag
NVIDIA NIM Voice Assistant Loop · NVIDIA NIM NVIDIA NIM Generate Image And Caption · NVIDIA NIM NVIDIA NIM Health Gated Completion · NVIDIA NIM NVIDIA NIM BioNeMo Drug Discovery · NVIDIA NIM NVIDIA NIM Discover And Chat · NVIDIA NIM NVIDIA NIM RAG Rerank And Answer · NVIDIA NIM NVIDIA NIM Vision Describe And Summarize · NVIDIA NIM Hugging Face Summarize Then Translate · Hugging Face
Business capabilities this tag reaches
Information & Data Management 16
Variants seen in the corpus: EmbeddingEmbeddings

Providers using this tag (44)

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

Exemplar 2 Complete, well-documented, and agent-ready
OctenSearchWeb SearchArtificial IntelligenceLLM1 API71.5Hugging FaceComputer VisionImage GenerationLLM6 APIs66.7
Strong 7 Solid coverage with minor gaps
Venice.aiCompanyArtificial IntelligenceLLMImage Generation1 API56.3PexafyImagePhotosStock PhotosImage Search2 APIs64.2AIMLAPIArtificial IntelligenceMachine LearningAI ModelsLLM2 APIs63.3PerplexityArtificial IntelligenceLLMSearchAgents2 APIs61.6RightNow AICompanyArtificial IntelligenceMachine LearningInference1 API59.5PineconeVector SearchArtificial IntelligenceRAG6 APIs59.2SambaNova SystemsCompanyArtificial IntelligenceMachine LearningLLM2 APIs58.7
Developing 20 Usable, with meaningful gaps to close
MixedbreadArtificial IntelligenceRerankingSearch12 APIs53.1ZeroEntropyCompanyEnterprise SaasArtificial IntelligenceSearch1 API48.2OpenAI APIsArtificial IntelligenceImage GenerationLanguage Models7 APIs43.7MarqoVector SearchMulti-ModalSemantic Search1 API41.2Google GeminiAI AgentsArtificial IntelligenceCode Generation1 API53.5PixeltableCompanyAi DataMultimodal AIAI Data Infrastructure3 APIs52.7MemoriesCompanyVideo IntelligenceVideo UnderstandingVideo Search2 APIs51.3VectaraArtificial IntelligenceAgentsCorpora1 API48.4DocuSealE-SignatureDocument ManagementPDFTemplates1 API47.7Mistral AIMachine LearningAgentsOCR13 APIs47.7Aleph AlphaCompanyArtificial IntelligenceMachine LearningLLM6 APIs45.3Novita AIArtificial IntelligenceLLMInferenceGPU1 API44.6ZotGPT (UC Irvine)Artificial IntelligenceGenerative AILLMAI Gateway2 APIs44.3ParasailArtificial IntelligenceGPUInferenceLLM3 APIs43.9UpstageArtificial IntelligenceLLMDocument AIOCR12 APIs43.5FeltMapsGISGeospatialCollaborative1 API43.1TopkCompanySearchVector SearchHybrid Search3 APIs43.1Azure OpenAI ServiceArtificial IntelligenceGPTGenerative AI2 APIs43.0LanceDBVector SearchMulti-ModalLance FormatLakehouse1 API41.5turbopufferVector SearchFull-Text SearchHybrid SearchBM251 API41.4
Thin 11 Limited public surface area
TwelveLabsArtificial IntelligenceVideo UnderstandingMulti-ModalSearch1 API38.5PostgresMLCompanyArtificial IntelligenceMachine LearningVector Search30.6LightlyArtificial IntelligenceComputer VisionData CurationActive Learning1 API26.2SuperlinkedVectorsVector SearchRetrieval1 API26.2MilvusVector SearchArtificial IntelligenceOpen Source1 API38.7LocalAIArtificial IntelligenceMachine LearningLLMInference1 API38.5nexos.aiCompanyArtificial IntelligenceLLMAI Gateway1 API38.2UnstructuredDocument ProcessingETLRAGLLM2 APIs34.3MorphArtificial IntelligenceCode EditingFast Apply1 API33.0VectorizeArtificial IntelligenceRAGVectorization1 API33.0Nomic AIData ExplorationLLMOpen Source1 API32.0
Emerging 3 Early or largely undocumented
Voyage AIRerankersRAGSemantic Search1 API23.5Aleph Alpha2CompanyArtificial IntelligenceLLMMachine Learning1 API25.1pgvectorArtificial IntelligenceVector SearchDatabaseOpen Source14.6
Minimal 1 Almost no public developer surface
Machine LearningMachine LearningMLOpsModel ServingInference9.1

APIs with this tag (133)

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
Telnyx Embeddings APIEmbed documents and perform text searches86.2OpenAI Embeddings APIGet a vector representation of a given input that can be easily consumed by machine learning models and alg...84.5Appwrite Embeddings APIEmbedding generation used by VectorsDB similarity search, metered in embedding tokens per model. 1 operatio...82.3Cortex Embed APIThe Snowflake Cortex Embed API is a REST API that performs LLM embedding for input text, similar to the Sno...81.2Cvent Custom Widgets APIThe Cvent Custom Widgets API allows developers to build custom interactive widgets for Cvent Event Registra...77.1Microsoft Azure Embeddings APIOperations for generating text embeddings76.5Octen Embedding APIThe Embedding API from Octen — 1 operation(s) for embedding.71.5Qlik Embedding APIJavaScript API for embedding Qlik Sense visualizations and mashups into web applications.71.0Instacart Shopping WidgetsInstacart Shopping Widgets are front-end web components that retailers can embed into their websites to add...70.0Microsoft Embeddings APICreate vector embeddings from text67.7Instagram oEmbed APIThe Instagram oEmbed endpoint returns HTML and metadata for embedding Instagram photos, videos, reels, and ...67.4Hugging Face Embeddings APIText embedding endpoints66.7
Strong 21 Solid coverage with minor gaps
IBM Embeddings APIGenerate text embeddings.66.4Fastly Embeddings APIThe Embeddings API from Fastly — 1 operation(s) for embeddings.63.7SAKURA internet Embeddings APIThe Embeddings API from SAKURA internet — 1 operation(s) for embeddings.63.7AIMLAPI Embeddings APIThe Embeddings API from AIMLAPI — 1 operation(s) for embeddings.63.3Perplexity Embeddings APIThe Embeddings API from Perplexity — 1 operation(s) for embeddings.61.6Perplexity Embeddings APIThe Embeddings API generates high-quality text embeddings for semantic search and retrieval, offering both ...61.6Hex Embedding APIThe Embedding API from Hex — 1 operation(s) for embedding.61.3Eden AI Embeddings APIThe Embeddings API from Eden AI — 4 operation(s) for embeddings.61.2NVIDIA NIM Embeddings APIOpenAI-compatible embeddings endpoint (/v1/embeddings) backed by NVIDIA NeMo Retriever text embedding model...60.6RightNow AI Embeddings APIThe Embeddings API from RightNow AI — 1 operation(s) for embeddings.59.5Dedalus Labs Embeddings APIThe Embeddings API from Dedalus Labs — 1 operation(s) for embeddings.59.0emem Embedding APIThe embedding API from emem — 2 operation(s) for embedding.58.9SambaNova Systems Embeddings APIThe Embeddings API from SambaNova Systems — 1 operation(s) for embeddings.58.7Vercel Embeddings APIText embeddings57.5Databricks Vector Search Indexes APIThe Databricks Vector Search Indexes API allows you to create, manage, query, and delete vector search inde...57.1Blazing Bullet Private Limited Embeddings APIThe embeddings API from Blazing Bullet Private Limited — 4 operation(s) for embeddings.56.3Venice.ai Embeddings APICreate vector embeddings from text. `input` must be a string or an array of strings. Token arrays are not s...56.3Portkey Embeddings APIGet a vector representation of a given input that can be easily consumed by machine learning models and alg...56.1Altimate AI Embeddings APIThe Embeddings API from Altimate AI — 1 operation(s) for embeddings.56.0APIClaw Embeddings APIThe embeddings API from APIClaw — 4 operation(s) for embeddings.54.6CloudAct APICloudAct API as documented publicly: 11 operations. Contract generated from the documentation by API Evange...54.5
Developing 34 Usable, with meaningful gaps to close
Langdock Embeddings APIThe Embeddings API from Langdock — 1 operation(s) for embeddings.54.1Gemini Embedding APIGenerate text embedding vectors for semantic search, classification, clustering, and retrieval tasks using ...53.5Google Gemini Embeddings APIGenerate text embedding vectors for semantic search, classification, clustering, and retrieval tasks using ...53.5Vertex AI Text Embeddings APIGenerate text embeddings for semantic search and classification tasks using Google embedding models on Vert...53.5Mixedbread Embeddings APIThe Embeddings API from Mixedbread — 1 operation(s) for embeddings.53.1Chroma JavaScript ClientThe Chroma JavaScript and TypeScript Client is a first-party SDK for interacting with Chroma from JavaScrip...52.4Chroma Python ClientThe Chroma Python Client is a first-party SDK for interacting with both self-hosted Chroma servers and Chro...52.4Fastrouter Embeddings APIThe Embeddings API from Fastrouter — 1 operation(s) for embeddings.51.5Letta Embeddings APIList configured embedding models.51.5Sanity Embeddings Index APIThe Sanity Embeddings Index API enables creating and managing vector embedding indexes for Content Lake doc...50.6Tableau Embedding APIJavaScript API for embedding Tableau visualizations in web applications with advanced interaction capabilit...49.9Google Data Studio Embedding APIOperations for embedding pre-configured Looker Studio reports48.6Looker Embed SDKThe Looker Embed SDK is a JavaScript library for embedding Looker content such as dashboards, Looks, Explor...48.5TrueFoundry Embeddings APIText embedding operations48.5Mistral Embeddings APIGenerate vector embeddings for text and code for retrieval, clustering, classification, and semantic search.47.7LLM Gateway Embeddings APIThe Embeddings API from LLM Gateway — 1 operation(s) for embeddings.47.6Macrometa Embeddings APIThe Embeddings API from Macrometa — 3 operation(s) for embeddings.45.9TritonAI Developer API — embeddingsEmbedding generation endpoints on the UC San Diego TritonAI LLM gateway. Institution-operated on campus inf...45.0FlexAI Embeddings APIVector embeddings44.9Microsoft Azure AI Foundry Embeddings APIVector embeddings for text44.3ZotGPT (UC Irvine) Embeddings APIVector embeddings across the campus model catalog.44.3Parasail Embeddings APIVector embeddings for RAG, semantic search, and similarity workloads.43.9Curiosity Embeddings APIThe Embeddings API from Curiosity — 1 operation(s) for embeddings.43.2Azure OpenAI Inference REST APIData-plane REST API for running inference against deployed Azure OpenAI models, including chat completions,...43.0Azure OpenAI Service Embeddings APIThe Embeddings API from Azure OpenAI Service — 1 operation(s) for embeddings.43.0MAX Inference REST APIOpenAI-compatible inference API served by MAX. Exposes /v1/chat/completions, /v1/completions, /v1/embedding...42.9University of Amsterdam Embeddings APIThe embeddings API from University of Amsterdam — 4 operation(s) for embeddings.42.3Zenlytic Embedding APIGenerate signed URLs for embedding Zenlytic content in host apps.41.9Marqo Embeddings APIGenerate embedding vectors using engine-loaded models.41.2Qubrid AI Embeddings APIGenerate vector embeddings from text input using embedding models hosted on the Qubrid AI platform, suitabl...41.1Calendly Embed APIThe Calendly Embed API allows developers to integrate Calendly scheduling pages directly into their website...40.6QlikView Workbench APIAPI for integrating QlikView objects into web applications and portals.40.2Requesty Embeddings APIVector embedding generation.40.0Adaptive ML Embeddings APIThe Embeddings API from Adaptive ML — 1 operation(s) for embeddings.39.7
Thin 47 Limited public surface area
LocalAI Embeddings APIThe embeddings API from LocalAI — 1 operation(s) for embeddings.38.5nexos.ai Embeddings APICreate vector embeddings for input text.38.2Cohere Embed APIThe Cohere Embed API generates vector embeddings from text and images, enabling semantic search, clustering...38.0Kimi Embeddings APIOpenAI-compatible embeddings endpoint that returns vector representations of input text for semantic search...38.0TechSmith Screencast oEmbed APIPublic oEmbed API for TechSmith Screencast (app.screencast.com), the cloud destination where Camtasia video...38.0Nhost AI APIAI toolkit providing GraphQL-based assistant management, auto-embeddings, session handling, and file stores...37.8Tableau Embedding APIEmbed Tableau visualizations into web applications using modern web components with v3 of the Embedding API.37.7AI Gateway Embeddings APIThe Embeddings API from AI Gateway — 2 operation(s) for embeddings.37.4LangDB Embeddings APIVector embeddings for input text.36.9Sandpack Embed ToolkitSandpack is an open-source component toolkit for creating live-running code editing experiences powered by ...36.7Qlik Sense CapabilitiesHigh-level JavaScript API for embedding and extending Qlik Sense visualizations and mashups.36.6Featherless AI Embeddings APIOpenAI-compatible text embeddings.36.1Ollama Embeddings APIGenerate vector embeddings from text input.35.3Snowball Studio Ltd. APISnowball Studio Ltd. API as documented publicly: 7 operations. Contract generated from the documentation by...34.8Together AI Embeddings APIThe Embeddings API from Together AI — 1 operation(s) for embeddings.34.6EvolutionaryScale Embeddings APISequence-only tokenization and representation extraction.34.4JaaS IFrame APIJaaS-flavoured IFrame API that loads external_api.js from 8x8-vc.com (the managed Jitsi domain) and authent...33.3Jitsi Meet IFrame (External) APIBrowser-side JavaScript API (also called the External API) that embeds a Jitsi Meet conference into any web...33.3Jitsi Meet React SDKReact component wrapper around the Jitsi Meet IFrame API that provides idiomatic and co33.3Morph Embeddings APIThe Embeddings API from Morph — 1 operation(s) for embeddings.33.0Groq Embeddings APIThe Embeddings API from Groq — 1 operation(s) for embeddings.32.9xAI Embeddings APIThe Embeddings API from xAI — 1 operation(s) for embeddings.32.8LiteLLM Embeddings APIThe Embeddings API from LiteLLM — 1 operation(s) for embeddings.32.5LiteLLM Embeddings APIProvides an OpenAI-compatible /embeddings endpoint for generating text embeddings across multiple providers...32.5Urantia Papers Embeddings APIThe Embeddings API from Urantia Papers — 2 operation(s) for embeddings.32.2Nomic AI Embeddings APIThe Embeddings API from Nomic AI — 1 operation(s) for embeddings.32.0Nomic Embedding APIHosted embedding endpoint backed by the Nomic Embed model family (nomic-embed-text-v1.5 and nomic-embed-vis...32.0nomic-embed-text-v1.5 (Open Weights)Open-weights multilingual text embedding model published on Hugging Face, Apache-2.0 licensed. Supports Mat...32.0nomic-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...32.0Dartmouth Chat AI APIAn OpenAI- and Anthropic-compatible API over large language, embedding and reranking models running on Dart...31.9Lucidworks Embeddings APIGenerate vector encodings31.1DeepInfra Embeddings APIThe Embeddings API from DeepInfra — 1 operation(s) for embeddings.31.0DeepInfra Platform APIOpenAI- and Anthropic-compatible inference API for 100+ open-source models. Surfaces include chat completio...31.0WanAPIs Embeddings APIVector embeddings (OpenAI compatible).30.2WasmEdge C APIThe WasmEdge C API provides a low-level interface for embedding the WasmEdge runtime into C/C++ host applic...29.8WasmEdge Go SDKThe WasmEdge Go SDK provides Go language bindings for embedding the WasmEdge runtime in Go applications. It...29.8WasmEdge Node.js SDKThe WasmEdge Node.js SDK allows embedding and calling WebAssembly functions from Node.js applications. It p...29.8WasmEdge Rust SDKThe WasmEdge Rust SDK enables embedding WasmEdge WebAssembly functions in Rust host applications. It provid...29.8Nscale Embeddings APIVector embeddings of text input.28.9ByteDance 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...28.8DashScope (Alibaba Cloud Model Studio) APINative Alibaba Cloud Model Studio API serving the Qwen model family. Provides chat completions, multimodal ...28.7Qwen Embeddings APIThe Embeddings API from Qwen — 1 operation(s) for embeddings.28.7SiliconFlow Cloud Platform APIOpenAI- and Anthropic-compatible inference covering chat completions, messages, embeddings, reranking, imag...27.6SiliconFlow Embeddings APIThe Embeddings API from SiliconFlow — 1 operation(s) for embeddings.27.6Lightly Embeddings APIManage dataset embeddings and trigger 2D projection jobs.26.2Superlinked Framework (Python)The open-source Apache-2.0 Python framework (pip install superlinked) used to declare Schema, Space, Index,...26.2
Emerging 18 Early or largely undocumented
Aider Python ModuleAider exposes a Python module entrypoint (`python -m aider`) and an importable package (`aider.main.main`) ...26.0Crystal Reports SDKSoftware Development Kit for embedding Crystal Reports into applications.25.9GaiaNet APIGaiaNet API as documented publicly: 18 operations. Contract generated from the documentation by API Evangel...25.8Concentriq Embeddings APIConcentriq Embeddings is Proscia's foundation-model API. It extracts rich visual feature vectors (embedding...25.6Lamini Embeddings APIText embedding generation.25.2PhariaInference APIThe PhariaInference HTTP API provides access to Aleph Alpha's specialized language models for text completi...25.1SenseNova LLM APIThe SenseNova LLM API service platform exposes SenseTime's large multimodal foundation models (chat complet...25.1Inflection AI Embeddings APIThe Embeddings API from Inflection AI — 1 operation(s) for embeddings.24.7vLLM Embeddings APIOpenAI-compatible embeddings24.7vLLM OpenAI-Compatible ServerOpenAI-compatible REST API exposed by `vllm serve`. Endpoints include /v1/chat/completions, /v1/completions...24.7Voyage AI Contextualized Embeddings APIEndpoint that embeds chunks while conditioning on surrounding document context, improving recall for long-d...23.5Voyage AI Embeddings APIDense text embeddings.23.5Voyage AI Multimodal Embeddings APIMultimodal embeddings endpoint backed by voyage-multimodal-3 that accepts interleaved text and images in a ...23.5SystmOne Generic HTML APITPP's Generic HTML API for embedding and launching third-party web content in context within the SystmOne c...23.3Encord Active APIAPI for the Encord Active module, which provides model evaluation, data curation, and active learning capab...21.9Absorb Infuse APIEnables developers to embed Absorb LMS learning experiences directly within external applications. Requires...19.6Patch-CLIP Embedding ModelPython research project from the Siemens-Healthineers GitHub org that extends the CLIP architecture with pa...16.1Llama APIMeta's hosted REST API providing access to Llama large language models for chat completions, text generatio...13.1
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...9.8

Companies reaching this through an API (88)

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.

Absorb LMS Adaptive ML AI Gateway Aider Altimate AI APIClaw Appwrite Blazing Bullet Private Limited ByteDance Doubao Camtasia CloudAct CodeSandbox Crystal Reports Curiosity Cvent Dartmouth College Databricks Dedalus Labs DeepInfra Eden AI emem Encord EvolutionaryScale Fastly Fastrouter Featherless AI FlexAI GaiaNet Google Data Studio Groq Hex IBM Inflection AI Instacart Instagram Jitsi Kimi (Moonshot AI) Lamini LangDB Langdock Letta LiteLLM Llama LLM Gateway Looker Lucidworks Macrometa Microsoft Microsoft Azure Microsoft Azure AI Foundry
Show all 88 companies ↓
Modular Moonshot AI Nhost Nscale NVIDIA NIM Ollama OpenAI Portkey Proscia Qlik Sense Qlik Sense Enterprise QlikView Qubrid AI Qwen Requesty SAKURA internet Sanity Sectra SenseTime Siemens Healthineers SiliconFlow Snowball Studio Ltd. Snowflake Tableau Tableau Desktop Telnyx Together AI TPP (SystmOne) TrueFoundry University of Amsterdam University of California, San Diego Urantia Papers Vercel vLLM WanAPIs WasmEdge xAI Zenlytic

Score breakdown

Frequency
64.0
log-scaled weighted occurrences
Breadth
1.0
spread across providers
Quality lift
45.9
mean composite of providers using it
Cohesion
19.3
strength of nearest seed neighbor

Related tags

Chat Completions 52 co-occurrences Completions 28 co-occurrences Models 53 co-occurrences Responses 24 co-occurrences Vector Search 22 co-occurrences Fine-Tuning 17 co-occurrences LLM 52 co-occurrences Inference 31 co-occurrences

Where this tag comes from

Api tag135
Provider tag50
Openapi tag76
Openapi op tag104

Markets provisional

Kin Score markets whose measured providers carry this tag. Share is the fraction of the market's measured providers that carry it — it describes the market, not this tag.

MarketShare of the market's providers
Typed Decision Models27%
AI Model Routing26%
Retrieval, Vector and RAG20%

Cohort brief

Auto-generated

The 43 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
43
of 44 in the catalog
Mean Kin Score
43.7
+21.5 vs catalog 22.2
Mean Agent Readiness
27.4
+15.4 vs catalog 12
Spread
9.1–71.5
median 43.5 · σ 13.5
How the 43 split by band
Exemplar 2Strong 7Developing 19Thin 11Emerging 3Minimal 1
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 45.2 17.2 +28 43
Developer Ergonomics 50 23.2 +26.8 43
Operational Transparency 35.1 13 +22.1 43
Access Clarity 42.4 23.9 +18.5 43
Discoverability 69.2 57.9 +11.3 43
Contract Governance 10.9 6.5 +4.4 43

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) 40% 13% +27
MCP server (first-party) 35% 12% +23
Agent Skills 0% 0% 0
OAuth scopes 12% 11% +1
Security 95% 98% -3
Arazzo workflows 2% 2% 0
Governance rules 42% 16% +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 Octen 71.5
  2. 2 Hugging Face 66.7
  3. 3 Pexafy 64.2
  4. 4 AIMLAPI 63.3
  5. 5 Perplexity 61.6
  6. 6 RightNow AI 59.5
  7. 7 Pinecone 59.2
  8. 8 SambaNova Systems 58.7
  9. 9 Venice.ai 56.3
  10. 10 Google Gemini 53.5
Top by Agent Readiness
  1. 1 Perplexity 61.6
  2. 2 AIMLAPI 54
  3. 3 Pexafy 53.2
  4. 4 Octen 52.1
  5. 5 Mixedbread 51.2
  6. 6 Venice.ai 43.2
  7. 7 Pinecone 42
  8. 8 DocuSeal 39
  9. 9 Hugging Face 37.6
  10. 10 Felt 37.2
All 44 members of this roster resolve to a provider in the catalog; 43 carry a score (98%). The figures above describe the scored members only.
Coverage caveat. 25 of 43 scored members had under half their catalog-attributable points satisfied at all (catalog_earned / catalog_max < 0.5). They are INCLUDED in the mean above. A large share here means the cohort mean is partly a measurement of how far our enrichment reached, not only of how these providers publish.Generated from the catalog build of 24 October 2026, across 31984 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

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As a scored cohort 
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The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/embeddings/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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