established · -1.7 capabilitymarket resourcedomain

Embeddings

Score 27.3 / 100 54 providers +102 via APIs 147 APIs Search apis.io →
Workflows using this tag
Vercel AI Gateway Discover Model Then Complete · Vercel Vercel Generate App Then Explain Code · Vercel Vercel AI Gateway Embed Then Summarize · Vercel Vercel v0 Generate Then Refine App · Vercel Vercel AI Gateway Discover Model Then Embed · Vercel Vercel AI Gateway Cost-Routed Two-Turn Conversation · Vercel Vercel v0 Iterative App Build · Vercel Vercel Draft Spec With Gateway Then Build App · Vercel
Business capabilities this tag reaches
AI Model Services 32 Information & Data Management 16
Variants seen in the corpus: EmbeddingEmbeddings

Providers using this tag (54)

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

Exemplar 3 Complete, well-documented, and agent-ready
OctenSearchWeb SearchArtificial IntelligenceLLM1 API70.6Hugging FaceComputer VisionImage GenerationLLM6 APIs69.1Azure OpenAI ServiceArtificial IntelligenceGPTGenerative AI4 APIs68.3
Strong 10 Solid coverage with minor gaps
ChromaArtificial IntelligenceAI-nativeApache 2.0Cloud1 API59.2Venice.aiCompanyArtificial IntelligenceLLMImage Generation1 API58.0PexafyImagePhotosStock PhotosImage Search2 APIs65.8PerplexityArtificial IntelligenceLLMSearchAgents2 APIs65.7AIMLAPIArtificial IntelligenceMachine LearningAI ModelsLLM2 APIs62.6RightNow AICompanyArtificial IntelligenceMachine LearningInference1 API62.5SambaNova SystemsCompanyArtificial IntelligenceMachine LearningLLM2 APIs62.0Google GeminiAI AgentsArtificial IntelligenceCode Generation4 APIs61.7PineconeVector SearchArtificial IntelligenceRAG6 APIs60.1MemoriesCompanyVideo IntelligenceVideo UnderstandingVideo Search2 APIs55.2
Developing 23 Usable, with meaningful gaps to close
ZeroEntropyCompanyEnterprise SaasArtificial IntelligenceSearch1 API53.3FlexAICompanyArtificial IntelligenceMachine LearningInference1 API52.5vectorpanda-comCompanyArtificial IntelligenceVector SearchSemantic Search1 API51.3MixedbreadArtificial IntelligenceRerankingSearch12 APIs49.7Mnemo ProtocolArtificial IntelligenceVerificationVector Provenance1 API48.6MarqoVector SearchMulti-ModalSemantic Search1 API41.2PixeltableCompanyAi DataMultimodal AIAI Data Infrastructure3 APIs53.5VectaraArtificial IntelligenceAgentsCorpora1 API53.4DocuSealE-SignatureDocument ManagementPDFTemplates1 API53.0Novita AIArtificial IntelligenceLLMInferenceGPU1 API52.3TopkCompanySearchVector SearchHybrid Search3 APIs48.7turbopufferVector SearchFull-Text SearchHybrid SearchBM251 API48.0Aleph AlphaCompanyArtificial IntelligenceMachine LearningLLM6 APIs47.8FeltMapsGISGeospatialCollaborative1 API47.7Mistral AIMachine LearningAgentsOCR13 APIs47.3underlayerhq-comEducationSoftware-as-a-ServiceTrainingLMS2 APIs45.7ParasailArtificial IntelligenceGPUInferenceLLM3 APIs44.7ZotGPT (UC Irvine)Artificial IntelligenceGenerative AILLMAI Gateway2 APIs43.6UpstageArtificial IntelligenceLLMDocument AIOCR12 APIs43.2LocalAIArtificial IntelligenceMachine LearningLLMInference1 API41.3LanceDBVector SearchMulti-ModalLance FormatLakehouse1 API41.0MilvusVector SearchArtificial IntelligenceOpen Source1 API40.0nexos.aiCompanyArtificial IntelligenceLLMAI Gateway1 API39.3
Thin 13 Limited public surface area
TwelveLabsArtificial IntelligenceVideo UnderstandingMulti-ModalSearch1 API35.3Jina AIArtificial IntelligenceMachine LearningReranking1 API34.2SuperlinkedVectorsVector SearchRetrieval1 API27.3PostgresMLCompanyArtificial IntelligenceMachine LearningVector Search27.2LightlyArtificial IntelligenceComputer VisionData CurationActive Learning1 API26.9CohereArtificial IntelligenceNatural Language ProcessingVector Search1 API35.2UnstructuredDocument ProcessingETLRAGLLM2 APIs33.9BrewMyPDFPDF GenerationVisual EditorTemplatesMCP1 API33.8DeepInfraArtificial IntelligenceLLMInferenceServerless1 API33.5Nomic AIData ExplorationLLMOpen Source1 API33.5MorphArtificial IntelligenceCode EditingFast Apply1 API32.4VectorizeArtificial IntelligenceRAGVectorization1 API32.4CometAPIArtificial IntelligenceAggregatorAudioChat1 API28.8
Emerging 5 Early or largely undocumented
Voyage AIRerankersRAGSemantic Search1 API24.2BlixtworksVisionOCR1 API14.4Aleph Alpha2CompanyArtificial IntelligenceLLMMachine Learning1 API24.4CalcupediaCalculatorsNo-CodeLead Generation1 API22.1pgvectorArtificial IntelligenceVector SearchDatabaseOpen Source16.0

APIs with this tag (147)

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 15 Complete, well-documented, and agent-ready
Telnyx Embeddings APIEmbed documents and perform text searches93.5Appwrite Embeddings APIEmbedding generation used by VectorsDB similarity search, metered in embedding tokens per model. 1 operatio...84.6OpenAI Embeddings APIGet a vector representation of a given input that can be easily consumed by machine learning models and alg...82.5Cortex Embed APIThe Snowflake Cortex Embed API is a REST API that performs LLM embedding for input text, similar to the Sno...82.3Microsoft Azure Embeddings APIOperations for generating text embeddings75.7Cvent Custom Widgets APIThe Cvent Custom Widgets API allows developers to build custom interactive widgets for Cvent Event Registra...72.6Qlik Embedding APIJavaScript API for embedding Qlik Sense visualizations and mashups into web applications.72.2Instacart Shopping WidgetsInstacart Shopping Widgets are front-end web components that retailers can embed into their websites to add...71.4Octen Embedding APIThe Embedding API from Octen — 1 operation(s) for embedding.70.6Microsoft Embeddings APICreate vector embeddings from text70.5Yunqi AI Gateway APIUnified LLM gateway exposing OpenAI Chat Completions, Anthropic Messages and Volcengine multimodal embeddin...70.3EveryPage Embedding APIThe Embedding API from EveryPage — 1 operation(s) for embedding.69.6Hugging Face Embeddings APIText embedding endpoints69.1Azure OpenAI Inference REST APIData-plane REST API for running inference against deployed Azure OpenAI models, including chat completions,...68.3Instagram oEmbed APIThe Instagram oEmbed endpoint returns HTML and metadata for embedding Instagram photos, videos, reels, and ...67.8
Strong 34 Solid coverage with minor gaps
IBM Embeddings APIGenerate text embeddings.65.8Perplexity Embeddings APIThe Embeddings API generates high-quality text embeddings for semantic search and retrieval, offering both ...65.7Perplexity Embeddings APIThe Embeddings API from Perplexity — 1 operation(s) for embeddings.65.7Fastly Embeddings APIThe Embeddings API from Fastly — 1 operation(s) for embeddings.65.3Kimi Embeddings APIOpenAI-compatible embeddings endpoint that returns vector representations of input text for semantic search...64.8Orq.ai Embeddings APIThe Embeddings API from Orq.ai — 1 operation(s) for embeddings.64.3Eden AI Embeddings APIThe Embeddings API from Eden AI — 4 operation(s) for embeddings.64.2bithuman-ai Embedding APIMint short-lived tokens for website avatar embeds.63.3Hex Embedding APIThe Embedding API from Hex — 1 operation(s) for embedding.63.3huggingbay-xyz Embeddings APIThe Embeddings API from huggingbay-xyz — 1 operation(s) for embeddings.63.2AIMLAPI Embeddings APIThe Embeddings API from AIMLAPI — 1 operation(s) for embeddings.62.6SAKURA internet Embeddings APIThe Embeddings API from SAKURA internet — 1 operation(s) for embeddings.62.6RightNow AI Embeddings APIThe Embeddings API from RightNow AI — 1 operation(s) for embeddings.62.5Vercel Embeddings APIText embeddings62.5SambaNova Systems Embeddings APIThe Embeddings API from SambaNova Systems — 1 operation(s) for embeddings.62.0Dedalus Labs Embeddings APIThe Embeddings API from Dedalus Labs — 1 operation(s) for embeddings.61.9Langdock Embeddings APIThe Embeddings API from Langdock — 1 operation(s) for embeddings.61.9emem Embedding APIThe embedding API from emem — 2 operation(s) for embedding.61.7Gemini Embedding APIGenerate text embedding vectors for semantic search, classification, clustering, and retrieval tasks using ...61.7Vertex AI Text Embeddings APIGenerate text embeddings for semantic search and classification tasks using Google embedding models on Vert...61.7kymaapi-com Embeddings APIThe Embeddings API from kymaapi-com — 1 operation(s) for embeddings.60.6Blazing Bullet Private Limited Embeddings APIThe embeddings API from Blazing Bullet Private Limited — 4 operation(s) for embeddings.60.1NVIDIA NIM Embeddings APIOpenAI-compatible embeddings endpoint (/v1/embeddings) backed by NVIDIA NeMo Retriever text embedding model...59.7Chroma JavaScript ClientThe Chroma JavaScript and TypeScript Client is a first-party SDK for interacting with Chroma from JavaScrip...59.2Chroma Python ClientThe Chroma Python Client is a first-party SDK for interacting with both self-hosted Chroma servers and Chro...59.2Databricks Vector Search Indexes APIThe Databricks Vector Search Indexes API allows you to create, manage, query, and delete vector search inde...58.7Looker Embed SDKThe Looker Embed SDK is a JavaScript library for embedding Looker content such as dashboards, Looks, Explor...58.1Venice.ai Embeddings APICreate vector embeddings from text. `input` must be a string or an array of strings. Token arrays are not s...58.0Altimate AI Embeddings APIThe Embeddings API from Altimate AI — 1 operation(s) for embeddings.57.8CloudAct APICloudAct API as documented publicly: 11 operations. Contract generated from the documentation by API Evange...57.5Portkey Embeddings APIGet a vector representation of a given input that can be easily consumed by machine learning models and alg...56.5Sanity Embeddings Index APIThe Sanity Embeddings Index API enables creating and managing vector embedding indexes for Content Lake doc...55.9Activepieces Embedding APIThe embedding API from Activepieces — 1 operation(s) for embedding.55.8temprhq-io APItemprhq-io API as documented publicly: 14 operations. Contract generated from the documentation by API Evan...54.7
Developing 29 Usable, with meaningful gaps to close
identik-me Embedding APIThe Embedding API from identik-me — 2 operation(s) for embedding.53.6Fastrouter Embeddings APIThe Embeddings API from Fastrouter — 1 operation(s) for embeddings.52.9APIClaw Embeddings APIThe embeddings API from APIClaw — 4 operation(s) for embeddings.52.6FlexAI Embeddings APIVector embeddings52.5Hubris Embeddings APIThe Embeddings API from Hubris — 1 operation(s) for embeddings.52.0LLM Gateway Embeddings APIThe Embeddings API from LLM Gateway — 1 operation(s) for embeddings.51.6TrueFoundry Embeddings APIText embedding operations51.2Letta Embeddings APIList configured embedding models.51.1Tableau Embedding APIJavaScript API for embedding Tableau visualizations in web applications with advanced interaction capabilit...49.9Mixedbread Embeddings APIThe Embeddings API from Mixedbread — 1 operation(s) for embeddings.49.7jarvisclaw-ai Embeddings APIThe Embeddings API from jarvisclaw-ai — 1 operation(s) for embeddings.49.1QlikView Workbench APIAPI for integrating QlikView objects into web applications and portals.48.0Calendly Embed APIThe Calendly Embed API allows developers to integrate Calendly scheduling pages directly into their website...47.5Mistral Embeddings APIGenerate vector embeddings for text and code for retrieval, clustering, classification, and semantic search.47.3Digital Ocean Embeddings APIText embedding vectors via `POST /v1/embeddings` on the [Serverless Inference](https://docs.digitalocean.co...46.4Macrometa Embeddings APIThe Embeddings API from Macrometa — 3 operation(s) for embeddings.45.5spicyapi-com Embeddings APIThe Embeddings API from spicyapi-com — 1 operation(s) for embeddings.45.5TritonAI Developer API — embeddingsEmbedding generation endpoints on the UC San Diego TritonAI LLM gateway. Institution-operated on campus inf...45.5University of Amsterdam Embeddings APIThe embeddings API from University of Amsterdam — 4 operation(s) for embeddings.45.2Parasail Embeddings APIVector embeddings for RAG, semantic search, and similarity workloads.44.7MAX Inference REST APIOpenAI-compatible inference API served by MAX. Exposes /v1/chat/completions, /v1/completions, /v1/embedding...44.2Zenlytic Embedding APIGenerate signed URLs for embedding Zenlytic content in host apps.43.6ZotGPT (UC Irvine) Embeddings APIVector embeddings across the campus model catalog.43.6LocalAI Embeddings APIThe embeddings API from LocalAI — 1 operation(s) for embeddings.41.3Marqo 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...41.0Adaptive ML Embeddings APIThe Embeddings API from Adaptive ML — 1 operation(s) for embeddings.40.5Curiosity Embeddings APIThe Embeddings API from Curiosity — 1 operation(s) for embeddings.40.3nexos.ai Embeddings APICreate vector embeddings for input text.39.3
Thin 52 Limited public surface area
Requesty Embeddings APIVector embedding generation.39.1tenzro-xyz Embeddings APIThe Embeddings API from tenzro-xyz — 1 operation(s) for embeddings.38.8Nhost AI APIAI toolkit providing GraphQL-based assistant management, auto-embeddings, session handling, and file stores...38.0TechSmith Screencast oEmbed APIPublic oEmbed API for TechSmith Screencast (app.screencast.com), the cloud destination where Camtasia video...37.9AI Gateway Embeddings APIThe Embeddings API from AI Gateway — 2 operation(s) for embeddings.37.8Qlik Sense CapabilitiesHigh-level JavaScript API for embedding and extending Qlik Sense visualizations and mashups.37.7Tableau Embedding APIEmbed Tableau visualizations into web applications using modern web components with v3 of the Embedding API.37.3dottxt Embeddings APIGenerate vector representations of text. Use embeddings for: - **Semantic search** - find content by meanin...37.1Ollama Embeddings APIGenerate vector embeddings from text input.37.0Sandpack Embed ToolkitSandpack is an open-source component toolkit for creating live-running code editing experiences powered by ...36.0Sber ID / SberCloud Embeddings APIThe Embeddings API from Sber ID / SberCloud — 1 operation(s) for embeddings.35.9Cohere Embed APIThe Cohere Embed API generates vector embeddings from text and images, enabling semantic search, clustering...35.2LangDB Embeddings APIVector embeddings for input text.34.7Snowball Studio Ltd. APISnowball Studio Ltd. API as documented publicly: 7 operations. Contract generated from the documentation by...34.6Together AI Embeddings APIThe Embeddings API from Together AI — 1 operation(s) for embeddings.34.4Urantia Papers Embeddings APIThe Embeddings API from Urantia Papers — 2 operation(s) for embeddings.34.4Featherless AI Embeddings APIOpenAI-compatible text embeddings.33.8DeepInfra Embeddings APIThe Embeddings API from DeepInfra — 1 operation(s) for embeddings.33.5DeepInfra Platform APIOpenAI- and Anthropic-compatible inference API for 100+ open-source models. Surfaces include chat completio...33.5Nomic AI Embeddings APIThe Embeddings API from Nomic AI — 1 operation(s) for embeddings.33.5Nomic Embedding APIHosted embedding endpoint backed by the Nomic Embed model family (nomic-embed-text-v1.5 and nomic-embed-vis...33.5nomic-embed-text-v1.5 (Open Weights)Open-weights multilingual text embedding model published on Hugging Face, Apache-2.0 licensed. Supports Mat...33.5nomic-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...33.5JaaS 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 co33.2Lucidworks Embeddings APIGenerate vector encodings33.2Dartmouth Chat AI APIAn OpenAI- and Anthropic-compatible API over large language, embedding and reranking models running on Dart...32.9EvolutionaryScale Embeddings APISequence-only tokenization and representation extraction.32.8Morph Embeddings APIThe Embeddings API from Morph — 1 operation(s) for embeddings.32.4Groq Embeddings APIThe Embeddings API from Groq — 1 operation(s) for embeddings.32.3xAI Embeddings APIThe Embeddings API from xAI — 1 operation(s) for embeddings.32.3LiteLLM Embeddings APIProvides an OpenAI-compatible /embeddings endpoint for generating text embeddings across multiple providers...31.7LiteLLM Embeddings APIThe Embeddings API from LiteLLM — 1 operation(s) for embeddings.31.7WasmEdge C APIThe WasmEdge C API provides a low-level interface for embedding the WasmEdge runtime into C/C++ host applic...30.5WasmEdge Go SDKThe WasmEdge Go SDK provides Go language bindings for embedding the WasmEdge runtime in Go applications. It...30.5WasmEdge Node.js SDKThe WasmEdge Node.js SDK allows embedding and calling WebAssembly functions from Node.js applications. It p...30.5WasmEdge Rust SDKThe WasmEdge Rust SDK enables embedding WasmEdge WebAssembly functions in Rust host applications. It provid...30.5InferenceIndexer.ai Embeddings APIThe Embeddings API from InferenceIndexer.ai — 1 operation(s) for embeddings.29.8ByteDance Doubao Embeddings APIThe Embeddings API from ByteDance Doubao — 1 operation(s) for embeddings.29.6Volcano Engine Ark APIOpenAI-compatible chat, responses, embedding, batch, image (Seedream), video (Seedance), 3D, and TTS APIs s...29.6WanAPIs Embeddings APIVector embeddings (OpenAI compatible).29.4Crystal Reports SDKSoftware Development Kit for embedding Crystal Reports into applications.28.5Nscale Embeddings APIVector embeddings of text input.28.4DashScope (Alibaba Cloud Model Studio) APINative Alibaba Cloud Model Studio API serving the Qwen model family. Provides chat completions, multimodal ...28.1Qwen Embeddings APIThe Embeddings API from Qwen — 1 operation(s) for embeddings.28.1SiliconFlow Cloud Platform APIOpenAI- and Anthropic-compatible inference covering chat completions, messages, embeddings, reranking, imag...27.5SiliconFlow Embeddings APIThe Embeddings API from SiliconFlow — 1 operation(s) for embeddings.27.5Superlinked Framework (Python)The open-source Apache-2.0 Python framework (pip install superlinked) used to declare Schema, Space, Index,...27.3GaiaNet APIGaiaNet API as documented publicly: 18 operations. Contract generated from the documentation by API Evangel...27.0Lightly Embeddings APIManage dataset embeddings and trigger 2D projection jobs.26.9Lamini Embeddings APIText embedding generation.26.7
Emerging 16 Early or largely undocumented
Aider Python ModuleAider exposes a Python module entrypoint (`python -m aider`) and an importable package (`aider.main.main`) ...26.1Inflection AI Embeddings APIThe Embeddings API from Inflection AI — 1 operation(s) for embeddings.25.4vLLM Embeddings APIOpenAI-compatible embeddings25.2vLLM OpenAI-Compatible ServerOpenAI-compatible REST API exposed by `vllm serve`. Endpoints include /v1/chat/completions, /v1/completions...25.2Concentriq Embeddings APIConcentriq Embeddings is Proscia's foundation-model API. It extracts rich visual feature vectors (embedding...25.0SystmOne Generic HTML APITPP's Generic HTML API for embedding and launching third-party web content in context within the SystmOne c...24.6PhariaInference APIThe PhariaInference HTTP API provides access to Aleph Alpha's specialized language models for text completi...24.4SenseNova LLM APIThe SenseNova LLM API service platform exposes SenseTime's large multimodal foundation models (chat complet...24.2Voyage AI Contextualized Embeddings APIEndpoint that embeds chunks while conditioning on surrounding document context, improving recall for long-d...24.2Voyage AI Embeddings APIDense text embeddings.24.2Voyage AI Multimodal Embeddings APIMultimodal embeddings endpoint backed by voyage-multimodal-3 that accepts interleaved text and images in a ...24.2Encord Active APIAPI for the Encord Active module, which provides model evaluation, data curation, and active learning capab...21.3Absorb Infuse APIEnables developers to embed Absorb LMS learning experiences directly within external applications. Requires...18.1Patch-CLIP Embedding ModelPython research project from the Siemens-Healthineers GitHub org that extends the CLIP architecture with pa...16.8Llama APIMeta's hosted REST API providing access to Llama large language models for chat completions, text generatio...13.4API Geoviewer du SPWJavaScript library from the SPW for embedding Walloon interactive maps in third-party web pages.12.0
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...9.6

Companies reaching this through an API (102)

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 Activepieces Adaptive ML AI Gateway Aider Altimate AI APIClaw Appwrite bithuman-ai Blazing Bullet Private Limited ByteDance Doubao Calendly Camtasia CloudAct CodeSandbox Crystal Reports Curiosity Cvent Dartmouth College Databricks Dedalus Labs Digital Ocean dottxt Eden AI emem Encord EveryPage EvolutionaryScale Fastly Fastrouter Featherless AI GaiaNet Groq Géoportail de la Wallonie Hex Hubris huggingbay-xyz IBM identik-me InferenceIndexer.ai Inflection AI Instacart Instagram jarvisclaw-ai Jitsi Kimi (Moonshot AI) kymaapi-com Lamini LangDB Langdock
Show all 102 companies ↓
Letta LiteLLM Llama LLM Gateway Looker Lucidworks Macrometa Microsoft Microsoft Azure Modular Nhost Nscale NVIDIA NIM Ollama OpenAI Orq.ai Portkey Proscia Qlik Sense Qlik Sense Enterprise QlikView Qubrid AI Qwen Requesty SAKURA internet Sanity Sber ID / SberCloud Sectra SenseTime Siemens Healthineers SiliconFlow Snowball Studio Ltd. Snowflake spicyapi-com Tableau Tableau Desktop Telnyx temprhq-io tenzro-xyz Together AI TPP (SystmOne) TrueFoundry University of Amsterdam University of California, San Diego Urantia Papers Vercel vLLM WanAPIs WasmEdge xAI Yunqi (ClickZetta / Singdata Lakehouse) Zenlytic

Score breakdown

Frequency
61.4
log-scaled weighted occurrences
Breadth
0.7
spread across providers
Quality lift
44.9
mean composite of providers using it
Cohesion
18.7
strength of nearest seed neighbor

Related tags

Chat Completions 60 co-occurrences Models 64 co-occurrences Completions 28 co-occurrences Responses 30 co-occurrences Vector Search 25 co-occurrences Fine-Tuning 21 co-occurrences LLM 62 co-occurrences

Where this tag comes from

Api tag142
Provider tag54
Openapi tag89
Openapi op tag112

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 53 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
53
of 54 in the catalog
Mean Kin Score
44.8
+20.7 vs catalog 24.1
Mean Agent Readiness
28.9
+14.8 vs catalog 14.1
Spread
14.4–70.6
median 45.7 · σ 14.1
How the 53 split by band
Exemplar 3Strong 10Developing 22Thin 13Emerging 5Minimal 0
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 46.1 18.6 +27.5 53
Developer Ergonomics 47.8 24.5 +23.3 53
Operational Transparency 32.7 13.2 +19.5 53
Access Clarity 49 30 +19 53
Discoverability 69.4 59.1 +10.3 53
Contract Governance 17.2 9.7 +7.5 53

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) 42% 18% +24
MCP server (first-party) 38% 16% +22
Agent Skills 0% 0% 0
OAuth scopes 11% 13% -2
Security 98% 99% -1
Arazzo workflows 2% 1% +1
Governance rules 89% 36% +53

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 70.6
  2. 2 Hugging Face 69.1
  3. 3 Azure OpenAI Service 68.3
  4. 4 Pexafy 65.8
  5. 5 Perplexity 65.7
  6. 6 AIMLAPI 62.6
  7. 7 RightNow AI 62.5
  8. 8 SambaNova Systems 62
  9. 9 Google Gemini 61.7
  10. 10 Pinecone 60.1
Top by Agent Readiness
  1. 1 Perplexity 67.7
  2. 2 AIMLAPI 54
  3. 3 Pexafy 53.2
  4. 4 Octen 52.1
  5. 5 Mixedbread 51.2
  6. 6 Pinecone 46.9
  7. 7 Venice.ai 43.2
  8. 8 Mnemo Protocol 41.7
  9. 9 Cohere 41.4
  10. 10 DocuSeal 40.5
All 54 members of this roster resolve to a provider in the catalog; 53 carry a score (98%). The figures above describe the scored members only.Generated from the catalog build of 14 November 2026, across 41591 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

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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.
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