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 265-288 of 426 models

Any To Any

tinybiggames/Huihui-gemma-4-E4B-it-qat-q4_0-unquantized-abliterated-GGUF

1K

transformers

Any To Any

igorls/gemma-4-E4B-it-heretic

1K

1

transformers

Any To Any

Shadow0482/mythos_full

1K

3

Any To Any

zackliqcom/gemma4-E4B-Q40-custom

1K

transformers

Any To Any

nightmedia/gemma-4-E4B-it-The-DECKARD-Expresso-Universe-HERETIC-UNCENSORED-Thinking-q8-mlx

1K

3

mlx

Any To Any

prithivMLmods/gemma-4-E2B-it-FP8

1K

5

transformers

Any To Any

kirilldual0987/rumeni-1-nano-GGUF

1K

transformers

Any To Any

FastFlowLM/Gemma4-E2B-IT-NPU2

1K

3

transformers

Any To Any

haydn-jones/gemma-4-E4B-it-RL

1K

transformers

Any To Any

mlx-community/gemma-4-e4b-8bit

1K

8

mlx

Any To Any

mlx-community/gemma-4-e4b-it-mxfp4

1K

3

mlx

Any To Any

nightmedia/gemma-4-E2B-it-mxfp4-mlx

1K

1

mlx

Any To Any

isetnefret/Huihui-gemma-4-26B-A4B-it-qat-q4_0-unquantized-abliterated-mlx-4Bit

1K

1

transformers

Any To Any

thdekerk/Huihui-gemma-4-31B-it-v2-MLX-8bit

1K

2

mlx

Any To Any

zecanard/gemma-4-E4B-it-ultra-uncensored-heretic-MLX-2bit-mixed_2_6

1K

1

mlx

Any To Any

lube8163/gemma-4-12b-coreml-iphone-practical-chat

1K

1

coreml

Any To Any

sensenova/SenseNova-Vision-7B-MoT

1K

94

Any To Any

mlx-community/gemma-4-12B-mxfp8

996

1

mlx

Any To Any

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

995

vllm

Any To Any

DavidAU/gemma-4-E2B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking

989

5

transformers

Any To Any

ArthurTravers/CivitAI-loras

988

diffusers

Any To Any

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

988

mlx

Any To Any

zecanard/gemma-4-E4B-it-ultra-uncensored-heretic-MLX-8bit-int8-affine

988

1

mlx

Any To Any

lazywoof/Huihui-gemma-4-31B-it-abliterated-v2-Q4_K_M-GGUF

986

6

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.