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

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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.

Browse supported HuggingFace models by task and modality.

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

Media & data converters: no account, runs in your browser.

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.

426 models available

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

Showing 289-312 of 426 models

Any To Any

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

981

8

transformers

Any To Any

Dzluck/Gemma-4-E2B-it-qat-unquantized-abliterated-GGUF

979

transformers

Any To Any

mlx-community/gemma-4-12B-6bit

970

3

mlx

Any To Any

zecanard/gemma-4-12b-it-uncensored-heretic-MLX-8bit-int8-affine

970

1

mlx

Any To Any

FakeRockert543/gemma-4-e4b-it-MLX-bf16

968

1

mlx

Any To Any

mlx-community/gemma-4-12B-bf16

961

6

mlx

Any To Any

mlx-community/gemma-4-e4b-bf16

959

mlx

Any To Any

mlx-community/gemma-4-12B-it-assistant-bf16

956

5

mlx

Any To Any

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

953

19

transformers

Any To Any

Jackapan/gemma-4-E2B-it-Q4_K_M-GGUF

949

2

transformers

Any To Any

deepseek-community/Janus-Pro-7B

949

3

transformers

Any To Any

zecanard/gemma-4-E2B-it-ultra-uncensored-heretic-MLX-2bit-mixed_2_6

941

1

mlx

Any To Any

Gen-Verse/MMaDA-8B-Base

933

91

transformers

Any To Any

mlx-community/gemma-4-12B-8bit

933

6

mlx

Any To Any

nightmedia/gemma-4-12B-it-uncensored-heretic-mxfp8-mlx

933

mlx

Any To Any

Alpha-VLLM/Lumina-mGPT-7B-768

932

39

transformers

Any To Any

LyraNovaHeart/AuriAetherwiing_G4-E4B-Musica-v1-GGUF

920

1

transformers

Any To Any

key772003/Gemma-4-Queen-31B-it-i1-GGUF

919

transformers

Any To Any

huihui-ai/Huihui-gemma-4-26B-A4B-it-qat-q4_0-unquantized-abliterated

913

2

transformers

Any To Any

prithivMLmods/gemma-4-E2B-it-NVFP4

910

1

transformers

Any To Any

mradermacher/DarkIdol-Gemma-4-31B-it-FT-i1-GGUF

908

transformers

Any To Any

manojbillionaire123/gemma-4-E4B-it-qat-GGUF

905

transformers

Any To Any

Alpha-VLLM/Lumina-mGPT-7B-512

900

4

Any To Any

BAAI/Emu3-Gen

897

228

transformers

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Retrievers

What's new in models

Jun 22, 2026200+ model pages and new retrieval deep-divesExpanded the model catalog with enriched pages (architecture, benchmarks, Mixpeek SDK examples, and pipeline pairings) across embedding, vision-language, video, audio, OCR, and reranking models: plus new vendor-neutral guides on Matryoshka embeddings, reasoning rerankers, and retrieval feedback loops.