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.

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 385-408 of 426 models

Any To Any

FakeRockert543/gemma-4-e2b-it-MLX-4bit

613

mlx

Any To Any

PaDT-MLLM/PaDT_OVD_3B

607

transformers

Any To Any

eaddario/gemma-4-26B-A4B-it-GGUF

605

Any To Any

KRAFTON/Raon-Speech-9B-FP8

605

8

transformers

Any To Any

mlx-community/gemma-4-e2b-it-mxfp8

600

mlx

Any To Any

medoomem/gemma-4-E4B-it-The-DECKARD-V3-Expresso-HERETIC-UNCENSORED-Thinking-Q4_K_M-GGUF

598

transformers

Any To Any

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

593

1

transformers

Any To Any

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

592

1

mlx

Any To Any

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

591

2

mlx

Any To Any

calcuis/bagel-gguf

588

43

Any To Any

nightmedia/gemma-4-E4B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking-mxfp8-mlx

587

1

mlx

Any To Any

EZCon/Huihui-gemma-4-E4B-it-abliterated-8bit-mlx

587

mlx

Any To Any

nightmedia/gemma-4-E4B-it-mxfp8-mlx

580

2

mlx

Any To Any

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

577

1

transformers

Any To Any

OrchardPair/gemma-4-e4b-it-4bit

577

mlx

Any To Any

dealignai/Nemotron-3-Nano-Omni-30B-A3B-JANGTQ-CRACK

571

mlx

Any To Any

EZCon/Huihui-gemma-4-E4B-it-abliterated-4bit-mlx

565

mlx

Any To Any

nightmedia/gemma-4-E2B-it-mxfp8-mlx

564

mlx

Any To Any

inferencerlabs/gemma-4-E4B-MLX-9bit

553

mlx

Any To Any

nightmedia/gemma-4-E4B-it-The-DECKARD-V2-Strong-HERETIC-UNCENSORED-Thinking-bf16

553

mlx

Any To Any

eaddario/gemma-4-E2B-it-GGUF

548

Any To Any

nightmedia/gemma-4-E4B-it-The-DECKARD-V2-Strong-HERETIC-UNCENSORED-Thinking-mxfp8-mlx

547

1

mlx

Any To Any

diodel/Qwen3.5-4B-Q4_K_M-GGUF

545

Any To Any

DavidAU/gemma-4-E4B-it-The-DECKARD-V3-Expresso-HERETIC-UNCENSORED-Thinking

539

8

transformers

...

17 / 18

Previous

Connectors

Next

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.