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 25-48 of 469 models

Any To Any

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

405K

318

transformers

Any To Any

llmfan46/gemma-4-E4B-it-uncensored-heretic

399K

7

transformers

Any To Any

lmstudio-community/gemma-4-12B-it-MLX-4bit

357K

4

transformers

Any To Any

lmstudio-community/gemma-4-12B-it-MLX-8bit

340K

3

transformers

Any To Any

lmstudio-community/gemma-4-12B-it-MLX-6bit

338K

2

transformers

Any To Any

lmstudio-community/gemma-4-12B-it-MLX-5bit

337K

transformers

Any To Any

google/gemma-4-E4B-it-qat-w4a16-ct

336K

19

transformers

Any To Any

nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16

333K

421

transformers

Any To Any

Qwen/Qwen2.5-Omni-7B

328K

1,934

transformers

Any To Any

openbmb/MiniCPM-o-2_6

230K

1,299

transformers

Any To Any

bartowski/kai-os_Grug-12B-GGUF

215K

2

transformers

Any To Any

lmstudio-community/gemma-4-E2B-it-MLX-4bit

214K

1

transformers

Any To Any

lmstudio-community/gemma-4-E2B-it-MLX-8bit

206K

1

transformers

Any To Any

lmstudio-community/gemma-4-E2B-it-MLX-6bit

205K

transformers

Any To Any

lmstudio-community/gemma-4-E2B-it-MLX-5bit

204K

transformers

Any To Any

nvidia-ai/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16

163K

transformers

Any To Any

google/gemma-4-26B-A4B-it-assistant

153K

181

transformers

Any To Any

cyankiwi/gemma-4-12B-it-AWQ-INT4

140K

9

transformers

Any To Any

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

131K

77

transformers

Any To Any

google/gemma-4-12B

130K

724

transformers

Any To Any

ggml-org/gemma-4-E2B-it-GGUF

106K

81

Any To Any

cyankiwi/gemma-4-E4B-it-AWQ-INT4

95K

4

transformers

Any To Any

toandev/Gemma4-12B-Uncensored

84K

2

transformers

Any To Any

google/gemma-4-E2B

72K

465

transformers

...

2 / 20

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Every model page in one place, 375 in total.