Overview

Mixedbread AI Search Engine

Mixedbread is the AI Search Engine to provide AI with right context at the right time. It makes all your unstructured data understandable and usable for AI in a few lines of code.

from mixedbread import Mixedbread

mxbai = Mixedbread(api_key="YOUR_API_KEY")

results = mxbai.vector_stores.search(
    query="How does this technology work?",
    vector_store_identifiers=["My Knowledge Base"]
)

Vector Stores

Vector Stores are AI-powered search indexes that understand any data format - from PDFs to images to code.

Overview

Understand how Vector Stores work and how to use them.

Ingestion

Learn how to ingest data into a Vector Store efficiently.

Search

Create a search experience for your data.

Inference

Access our state-of-the-art embedding and reranking models.

Embedding

Create semantic vectors from your data.

Reranking

Boost search quality with our rerankers.

Tools

Tools allow you to access all functionalities of the platform easier.

CLI

Use our CLI to handle Vector Stores from your terminal.

MCP

Enable your LLM to search your mixedbread Vector Stores.

Join Our Community

Our community consists of leading people in the field.

Discord

Get support, share your projects, and connect with other developers.

Twitter

Stay updated with the latest features, models, and community highlights.

LinkedIn

Follow our company updates and technical content for professionals.

Build your AI Search Engine in minutes. Create Vector Stores that understand any data format and provide precise context for your AI applications.

Last updated: July 28, 2025

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Mixedbread AI Search Engine

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