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 337-360 of 426 models

Any To Any

mradermacher/Darkidol-Gemma-4-E2B-it-GGUF

803

3

transformers

Any To Any

nightmedia/gemma-4-E4B-it-Claude-Opus-4.5-HERETIC-UNCENSORED-Thinking-mxfp8-mlx

799

1

mlx

Any To Any

DavidAU/gemma-4-E4B-it-The-DECKARD-Expresso-Universe-HERETIC-UNCENSORED-Thinking

798

27

transformers

Any To Any

zecanard/gemma-4-E4B-it-ultra-uncensored-heretic-MLX-3bit-mixed_3_6

788

1

mlx

Any To Any

sensenova/SenseNova-U1-8B-MoT-Infographic

783

47

transformers

Any To Any

zecanard/gemma-4-E4B-it-ultra-uncensored-heretic-MLX-6bit-int6-affine

779

2

mlx

Any To Any

locailabs/Jupiter-G-8B

779

4

transformers

Any To Any

DavidAU/gemma-4-E4B-it-The-DECKARD-V2-Strong-HERETIC-UNCENSORED-Thinking

772

4

transformers

Any To Any

DFloat11/OmniGen2-transformer-DF11

770

3

diffusers

Any To Any

professorf/gemma-4-E2B-it-gguf

769

1

transformers

Any To Any

OsaurusAI/gemma-4-E4B-it-8bit

761

1

mlx

Any To Any

OsaurusAI/gemma-4-E2B-it-4bit

758

mlx

Any To Any

Johnblick187/tweaktron-omni-lite

752

transformers

Any To Any

OpenMOSS-Team/MOVA-720p

751

130

diffusers

Any To Any

mlx-community/gemma-4-e2b-it-5bit

750

mlx

Any To Any

inferencerlabs/gemma-4-E2B-MLX-9bit

749

mlx

Any To Any

nightmedia/gemma-4-E4B-it-mxfp4-mlx

745

1

mlx

Any To Any

EZCon/Huihui-gemma-4-E2B-it-abliterated-mlx

740

mlx

Any To Any

inclusionAI/Ming-flash-omni-Preview

740

72

diffusers

Any To Any

Oscilla/gemma-4-E2B-it-4bit-MLX

739

mlx

Any To Any

mlx-community/gemma-4-e4b-6bit

732

1

mlx

Any To Any

Rakancorle11/qwen3omni_full_sft_with_audio_for_dpo

723

transformers

Any To Any

andrewheins55/Ming-flash-omni-2.1

723

1

diffusers

Any To Any

DavidAU/gemma-4-E4B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking

718

11

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.