Your agent is only as smart
as its retrieval.

Search text, PDFs, tables, images, and videos across 100+ languages. No infrastructure, no embeddings to tune, no 3-stage pipeline to manage.

Get Started

One API. Every modality. End to End.

1

Upload

Supports text, images, PDFs, video, and audio across 100+ languages.

Mixedbread automatically understands and processes your data with our own models and search engine.

2

Search

Perfect results in sub 200ms. High-quality parsed content ready for any downstream task and your AI.

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from mixedbread import Mixedbread
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from pathlib import Path
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client = Mixedbread()
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client.stores.files.upload(
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  store_identifier="my-store",
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  file=Path("api_handler.py"),
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)
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results = client.stores.search(
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  store_identifiers=["my-store"],
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  query="How do we validate API tokens?",
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)
Try with
and more
Higher accuracy. Fewer tool calls.
Mixedbread delivers state-of-the-art accuracy on agentic search benchmarks while using a fraction of the tool calls — top-left is where you want to be.
Pushing the frontier of retrieval.
Our latest work on retrieval, embeddings, and multimodal search.
  1. Closing the Oracle Gap for Your Agents
    Mixedbread Search v3 narrows the oracle gap for agentic retrieval, topping BrowseComp-Plus and setting leading results on MADQA and OfficeQA-Pro.
  2. Beyond the Limit: Introduce Mixedbread Wholembed v3
    Announcing Mixedbread Wholembed v3, our new unified omnimodal multilingual retrieval model, setting a new state of the art for search across languages, modalities, and real-world retrieval tasks.
  3. Inside Mixedbread: 
How We Built Multimodal Late-Interaction at Billion Scale
    Technical deep-dive into Mixedbread Search - the first production-ready late-interaction search with native multimodality. Learn how we achieve sub-50ms latency on billion-scale document collections.
  4. Mixedbread now live on the Vercel Marketplace
    Announcing the integration of Mixedbread Search with the Vercel Marketplace. Seamlessly integrate state-of-the-art, blazingly fast, multi-modal semantic search into your Vercel projects!
All the tools you need.
Integrate the best search into your workflow.
Dashboard
Get started with our platform
SDK
Build with Python or TypeScript
MCP
Integrate search in your favorite LLM
Skills
Drop-in recipes for coding agents
Claude Code
Give your coding assistant the right context
CLI
Sync thousands of documents in minutes
SOC2 Type II
Certified security
ISO 27001
Certified compliance
Region Deploy
Deploy in your region
On-premise
Self-hosted available
Stop tuning embeddings. Start shipping.
Free to try. Production-ready in minutes.
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