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 49-72 of 469 models

Any To Any

openbmb/MiniCPM-o-4_5-awq

64K

22

transformers

Any To Any

RedHatAI/gemma-4-12B-it-NVFP4

61K

5

transformers

Any To Any

llmfan46/gemma-4-12B-it-uncensored-heretic-NVFP4

55K

1

transformers

Any To Any

pekkAi/Gemma-4-12B-it-abliterated-NVFP4

54K

3

transformers

Any To Any

marksverdhei/Qwen3-Omni-30B-A3B-FP8

51K

4

transformers

Any To Any

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

47K

181

transformers

Any To Any

ggml-org/gemma-4-12B-it-GGUF

47K

85

Any To Any

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

44K

8

transformers

Any To Any

Qwen/Qwen2.5-Omni-7B-AWQ

40K

21

transformers

Any To Any

google/gemma-4-E4B-it-assistant

40K

121

transformers

Any To Any

openbmb/MiniCPM-o-4_5-gguf

39K

162

transformers

Any To Any

huihui-ai/Huihui-gemma-4-31B-it-abliterated-v2

38K

33

transformers

Any To Any

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

35K

41

transformers

Any To Any

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

32K

31

transformers

Any To Any

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

29K

24

transformers

Any To Any

deepseek-community/Janus-Pro-1B

26K

16

transformers

Any To Any

bartowski/TheDrummer_Artemis-31B-v1.1-GGUF

24K

16

Any To Any

google/gemma-4-12B-it-assistant

24K

122

transformers

Any To Any

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

23K

243

transformers

Any To Any

sensenova/SenseNova-U1-8B-MoT

23K

291

transformers

Any To Any

llmfan46/gemma-4-E2B-it-ultra-uncensored-heretic

22K

14

transformers

Any To Any

unsloth/Qwen2.5-Omni-7B-GGUF

21K

87

transformers

Any To Any

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

20K

34

transformers

Any To Any

huihui-ai/Huihui-gemma-4-12B-it-qat-q4_0-unquantized-abliterated-GGUF

18K

62

transformers

...

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