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 361-384 of 426 models

Any To Any

zecanard/gemma-4-E4B-it-ultra-uncensored-heretic-MLX-5bit-int5-affine

700

1

mlx

Any To Any

FlashLabs/Chroma-4B

697

382

transformers

Any To Any

mlx-community/gemma-4-e4b-5bit

695

mlx

Any To Any

mlx-community/gemma-4-e2b-it-6bit

685

mlx

Any To Any

mlx-community/gemma-4-e2b-mxfp4

680

mlx

Any To Any

apez1267/gemma-4-E4B-it-The-DECKARD-V3-Expresso-HERETIC-UNCENSORED-Thinking-Q6_K-GGUF

679

transformers

Any To Any

locailabs/Jupiter-G-8B-GGUF

677

2

transformers

Any To Any

armand0e/gemma-4-E2B-it-Claude-Opus-Distill

676

5

transformers

Any To Any

OneThink/OneThinker-8B

675

8

transformers

Any To Any

zecanard/gemma-4-E2B-it-ultra-uncensored-heretic-MLX-8bit-int8-affine

673

1

mlx

Any To Any

anas89ji/Ming-flash-omni-Preview

667

diffusers

Any To Any

nightmedia/gemma-4-E4B-it-The-DECKARD-Expresso-Universe-HERETIC-UNCENSORED-Thinking-bf16

663

1

mlx

Any To Any

BAAI/Emu3.5

662

171

transformers

Any To Any

ShadowOkami/gemma-4-E2B-it-Uncensored-MAX-Q4_K_M-GGUF

661

2

transformers

Any To Any

Bingsu/gemma-4-E4B-it-GGUF

660

transformers

Any To Any

zecanard/gemma-4-E2B-it-ultra-uncensored-heretic-MLX-4bit-mixed_4_6

657

1

mlx

Any To Any

mlx-community/gemma-4-e2b-it-mxfp4

656

1

mlx

Any To Any

drawais/Nemotron-3-Nano-Omni-30B-A3B-W4A16

653

transformers

Any To Any

diodel/Qwen3.5-2B-Q4_K_M-GGUF

648

3

Any To Any

zecanard/gemma-4-E2B-it-ultra-uncensored-heretic-MLX-3bit-mixed_3_6

637

1

mlx

Any To Any

BAAI/Emu3-Stage1

630

30

transformers

Any To Any

SassyDiffusion/gemma-4-E4B-it-heretic-GGUF

619

gguf

Any To Any

csuhan/Tar-1.5B

615

2

Any To Any

sleepy186247/gemma-4-E4B-it-The-DECKARD-V2-Strong-HERETIC-UNCENSORED-Thinking-mlx-fp16

614

transformers

...

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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.