Hugging Face Inference API (Embeddings)
https://huggingface.co/docs/api-inference
HF's hosted Inference API and Inference Endpoints — serve any model from the Hub including the BGE/GTE/E5 embedding families.
Active · Verified 2026-10-27 · fresh as of 2026-10-27 · 22 cited facts, 2 with a third-party source · 1 recorded change · Suggest a correction
At a glance
- Type
- HF hosted embeddings vendor fix
- Tier
- T1
- Section
- Embedding & reranker services
- Latest release
- v2.3.0 (2026-10-23) — huggingface_hub registry fix
- License
- proprietary service; huggingface_hub SDK Apache-2.0; Text Embeddings Inference Apache-2.0 repo fix
- Pricing
- Inference Providers pay-as-you-go at provider rates with no Hugging Face markup; PRO users get $2.00/month credits, Team/Enterprise $2.00 per seat; Inference Endpoints billed hourly per instance vendor fix
- Funding
- searched not found fix
- Freshness
- 2026-10-27 fix
- Layer
- model-infra repo fix
- Licensing
- commercial repo fix
- Accelerator
- betaworks-camp-2016 third-party fix
- SDK languages
- python, rest, typescript vendor fix
- Protocols
- mcp-server, openai-compatible vendor fix
- Compliance
- gdpr, soc2-type2 vendor fix
- Developer activity
- OpenRank 2.01 (12-mo avg 4.29) · 27 participants — 2026-09 third-party fix
When to use
Optimised for: searched not found
Anti-fit: searched not found
Pros & cons
Pros
searched not found
Cons
searched not found
Claims & capabilities
searched not found
Technical surface
- API surface
- REST API, Python SDK (huggingface_hub), JavaScript SDK (@huggingface/inference)
- Backend storage
- searched not found
- Deployment
- Both (self-hosted + managed cloud) — managed Inference Providers and Inference Endpoints; self-hosted Text Embeddings Inference (TEI)
- Embedding model
- searched not found
- Multi-tenancy
- searched not found
- MCP
- yes — official Hugging Face MCP Server (huggingface/hf-mcp-server)
- A2A
- searched not found
- OpenTelemetry
- searched not found
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- Cohere Embed T1
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- Jina AI Embeddings T1
Jina AI's embedding family — jina-embeddings-v3 (multilingual), jina-clip-v2 (text+image), jina-colbert-v2. Open-weights + hosted API + ColBERT-style.
- OpenAI Embeddings T1
OpenAI's hosted embedding API — text-embedding-3-small, text-embedding-3-large. Most widely used commercial embedding API in OSS RAG/memory stacks.
- Sentence Transformers T1
Reimers & Gurevych's library for training sentence embeddings — substrate under most open-weight embedding models. Now under Hugging Face.
- Mistral Embed T2
Mistral AI's hosted embedding API — mistral-embed; available via Mistral La Plateforme and Azure AI.
Sources (21 cited facts, 2 third-party)
Each fact links to the page it came from; the badge says who published it (how to read sources).
- What it is HF hosted embeddings vendor
- What it does & what's distinct HF's hosted Inference API and Inference Endpoints — serve any model from the Hub includi… vendor
- Created 2022 vendor
- Latest release v2.3.0 (2026-10-23) — huggingface_hub registry
- License proprietary service; huggingface_hub SDK Apache-2.0; Text Embeddings Inference Apache-2.0 repo
- GitHub huggingface/text-embeddings-inference — ~5.1k stars, last commit 2026-10 repo
- Customers / scale Hugging Face platform customers across hundreds of thousands of orgs; flagship embedding… vendor
- Pricing Inference Providers pay-as-you-go at provider rates with no Hugging Face markup; PRO use… vendor
- Deployment Both (self-hosted + managed cloud) — managed Inference Providers and Inference Endpoints… repo
- HQ FR/US vendor
- API surface REST API, Python SDK (huggingface_hub), JavaScript SDK (@huggingface/inference) vendor
- MCP support yes — official Hugging Face MCP Server (huggingface/hf-mcp-server) vendor
- adoption-accelerator betaworks-camp-2016 third-party
- architecture-deployment-locus cloud vendor
- licensing-bucket commercial repo
- positioning-platform-vs-product platform vendor
- taxonomy-three-layer-rollup model-infra repo
- developer-activity-opendigger {"activity":46.17,"as_of":"2026-09","openrank_12mo":4.29,"openrank_current":2.01,"partic… third-party
- compliance-certifications gdpr,soc2-type2 vendor
- sdk-languages python,rest,typescript vendor
- protocol-support mcp-server,openai-compatible vendor
What changed
Changes to this record's lifecycle, licence, release, pricing and hosting facts, from the catalog's git history. Subscribe (Atom)
- 2026-10-27
- License first recorded as “proprietary service; huggingface_hub SDK Apache-2.0; Text Embeddings Inference Apache-2.0” source
- Latest release first recorded as “v2.3.0 (2026-10-23) — huggingface_hub” source
- Pricing first recorded as “Inference Providers pay-as-you-go at provider rates with no Hugging Face markup; PRO users get $2.00/month credits, Team/Enterprise $2.00 per seat; Inference Endpoints billed hourly per instance” source
- Deployment first recorded as “Both (self-hosted + managed cloud) — managed Inference Providers and Inference Endpoints; self-hosted Text Embeddings Inference (TEI)” source
- MCP support first recorded as “yes — official Hugging Face MCP Server (huggingface/hf-mcp-server)” source
Related systems
Referenced by (9)
- Chroma integrates with — Chroma's docs have a Hugging Face embedding-function page that calls the Hugging Face Inference API. (verified 2026-10-29)
- Haystack (framework) integrates with — Haystack integrations directory has a Hugging Face API integration page ("Use models through Hugging Face APIs - Inference Providers, Inference Endpoints, TGI and TEI"). (verified 2026-10-29)
- Langflow integrates with — Langflow components bundle: Hugging Face API / embeddings inference components. (verified 2026-10-29)
- LlamaIndex (framework) integrates with — LlamaIndex has an official embeddings integration package llama-index-embeddings-huggingface-api in its repo. (verified 2026-10-29)
- n8n (AI agent flows) integrates with — n8n built-in AI cluster node: Embeddings Hugging Face Inference node. (verified 2026-10-29)
- Phidata (now Agno) integrates with — Agno ships a huggingface embedder (agno.knowledge.embedder.huggingface). (verified 2026-10-29)
- Supabase Vector integrates with — Supabase AI integrations: Hugging Face models via Inference API. (verified 2026-10-29)
- Together AI integrates with — Together AI docs third-party/agent integrations: Hugging Face Inference integration guide. (verified 2026-10-29)
- Weaviate integrates with — Weaviate has a Hugging Face model-provider integration that calls the Hugging Face Inference API for embeddings. (verified 2026-10-29)