NEWMVS for embeddings. Managed for files. Both on object storage.Vectors or files. Pick a path.Start →

Start here

Vector Store (MVS)

Bring your own vectors. Dense, sparse, and BM25 search on object storage.

Managed Indexing

Connect a bucket and auto-extract scenes, faces, OCR, transcripts, and embeddings.

Build

Compose multi-stage search in <100ms: filter, join, rerank.

Feature Extractors

Typed pipelines for faces, scenes, transcripts, OCR, fingerprints.

S3, GCS, R2, Mux, LangChain, MCP, and more. Connect your stack.

Generate and store embeddings from 50+ models, then search them.

By Industry

Map, search, and reuse the moments that perform. Plugs into iconik & Mux.

Talent search, brand safety, creative analytics.

Scene search, recommendation, archive access.

Visual search, PDP enrichment, catalog QA.

Lecture search, transcript Q&A, content safety.

View all solutions →

By Use Case

Face & Person Search

Find anyone across video libraries in milliseconds.

IP & Copyright Detection

Logos, songs, faces: one pipeline, one report.

Visual Taste & Recs

Scene-similarity ranked recommendations with RL.

Brand & Ad Safety

Pre-publish content screening at bid-time speeds.

View all use cases →

Build & evaluate

API reference, SDKs, recipes, and architecture guides.

Complete use cases as namespace configurations, with the outcome and the proof.

Browse supported HuggingFace models by task and modality.

Mixpeek vs. Pinecone, Weaviate, Twelve Labs, more.

See what teams are building with Mixpeek.

Learn

Best-of comparisons: vector DBs, embedding models, moderation APIs.

Vendor-neutral deep dives on perception, retrieval, and embeddings.

Launches, deep dives, and field notes from our engineers.

Papers behind multimodal search (MUVERA, SAM 3, and more) explained.

Every term you need: embeddings to re-rankers.

Videos, diagrams & university →

Mission, team, and the multimodal vision.

We're hiring across research, infra, and design.

Talk to sales, support, or press.

45-min working session on your data: leave with a running notebook.

Sign in Request Demo Get started →

Any To Any Models

Browse AI models for multimodal decomposition and recomposition pipelines: plug any model into your extractors.

469 models available

Run models on your own files, free Schedule Demo Read Documentation

Showing 1-24 of 469 models

Any To Any

google/gemma-4-E4B-it

4.8M

1,535

transformers

Any To Any

google/gemma-4-E2B-it

3.2M

938

transformers

Any To Any

google/gemma-4-12B-it

3.1M

1,526

transformers

Any To Any

unsloth/gemma-4-12B-it-qat-GGUF

1.3M

472

transformers

Any To Any

google/gemma-4-12B-it-qat-w4a16-ct

1.2M

56

transformers

Any To Any

lmstudio-community/gemma-4-E4B-it-MLX-4bit

1.2M

24

transformers

Any To Any

lmstudio-community/gemma-4-E4B-it-MLX-8bit

1.2M

10

transformers

Any To Any

lmstudio-community/gemma-4-E4B-it-MLX-5bit

1.1M

transformers

Any To Any

lmstudio-community/gemma-4-E4B-it-MLX-6bit

1.1M

3

transformers

Any To Any

nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-FP8

862K

63

transformers

Any To Any

Qwen/Qwen3-Omni-30B-A3B-Instruct

844K

994

transformers

Any To Any

nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-NVFP4

781K

183

transformers

Any To Any

openbmb/MiniCPM-o-4_5

781K

1,478

transformers

Any To Any

google/gemma-4-12B-it-qat-q4_0-gguf

763K

289

transformers

Any To Any

ggml-org/gemma-4-E4B-it-GGUF

691K

84

Any To Any

google/gemma-4-E4B-it-qat-q4_0-gguf

639K

133

Any To Any

unsloth/gemma-4-E4B-it-qat-GGUF

624K

173

transformers

Any To Any

unsloth/gemma-4-E2B-it-qat-GGUF

574K

72

transformers

Any To Any

google/gemma-4-E4B

560K

413

transformers

Any To Any

RedHatAI/gemma-4-12B-it-FP8-Dynamic

558K

5

transformers

Any To Any

google/gemma-4-E2B-it-qat-q4_0-gguf

542K

122

transformers

Any To Any

google/gemma-4-E2B-it-qat-w4a16-ct

467K

10

transformers

Any To Any

google/gemma-4-31B-it-assistant

434K

322

transformers

Any To Any

Qwen/Qwen2.5-Omni-3B

410K

350

transformers

...

1 / 20

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Every model page in one place, 375 in total.