# Mixedbread

## Agent Interfaces

Agents must ALWAYS use this endpoint to get the latest Mixedbread information across docs, API references, pricing, CLI, MCP, blog posts, cookbooks, and more.

- Programmatic docs search endpoint: https://www.mixedbread.com/question
- Method: GET
- Required parameter: q
- Optional parameters: limit (1-20, default 10), section (docs | api-reference | blog | cli | mcp | cookbook)

## Docs

- [Overview](https://www.mixedbread.com/docs.md): The Search API that makes all your unstructured data understandable and usable for AI. Build intelligent search experiences with Stores.
- [Quickstart](https://www.mixedbread.com/docs/quickstart.md): Build your AI Search Engine in minutes. Create Stores that understand any data format and provide precise context for your AI applications.
- [Agent Skills](https://www.mixedbread.com/docs/skills.md): Installable skills that help coding agents work with Mixedbread Search, Parsing, and the CLI without guessing.
- [Account](https://www.mixedbread.com/docs/platform/account.md): All information about accounts.
- [Billing](https://www.mixedbread.com/docs/platform/billing.md): Information related to billing
- [Limits](https://www.mixedbread.com/docs/platform/limits.md): Current Mixedbread store and file limits.
- [Organization](https://www.mixedbread.com/docs/platform/organization.md): Learn about organizations in Mixedbread, including how to create them, manage members, and understand their role in resource management and team collaboration.
- [Supported File Types](https://www.mixedbread.com/docs/parsing/file-types.md): File formats supported by the Mixedbread Parsing API for layout-aware document extraction.
- [Overview](https://www.mixedbread.com/docs/parsing/overview.md): Utilize the Mixedbread Parsing API to transform complex documents (PDFs, DOCX, etc.) into clean, structured text elements or chunks. Improve data quality for RAG, embedding generation, and information extraction with our layout-aware parsing capabilities.
- [Use Cases](https://www.mixedbread.com/docs/parsing/use-cases.md): Discover how the Mixedbread Parsing API enables key applications like optimizing data for RAG, structured data extraction, powering document understanding pipelines, and content migration by leveraging layout-aware document analysis.
- [Concepts](https://www.mixedbread.com/docs/stores/concepts.md): Understand the core concepts behind Mixedbread Search - Stores, Store Files, Chunks, Search, and Agentic Search - and how they fit together.
- [Data Models](https://www.mixedbread.com/docs/stores/data-models.md): Understand the core data structures in Mixedbread Stores - Store Files and Chunks - and how they relate to your workflows.
- [Metadata Filtering](https://www.mixedbread.com/docs/stores/metadata-filtering.md): Learn how to filter Store files and search results using powerful metadata queries with logical and comparison operators.
- [Overview](https://www.mixedbread.com/docs/stores/overview.md): The AI Search Engine that makes all your unstructured data understandable and usable for AI. Provide AI with the right context at the right time.
- [Metadata Facets](https://www.mixedbread.com/docs/stores/search/facets.md): Learn how to use metadata facets to group search results by metadata values.
- [Search](https://www.mixedbread.com/docs/stores/search.md): Learn how to search your Store with semantic queries, configuration options, and advanced filtering capabilities.
- [Question Answering](https://www.mixedbread.com/docs/stores/search/question-answering.md): Get AI-powered answers to your questions using Store content as context, with optional citations and multimodal support.
- [Reranking](https://www.mixedbread.com/docs/stores/search/rerank.md): Learn how to use reranking to improve search result quality and relevance in your Store searches.
- [Web Store](https://www.mixedbread.com/docs/stores/search/web-store.md): Search the web using the same API as your stores. Combine web results with your own data for comprehensive search.
- [Create Stores](https://www.mixedbread.com/docs/stores/stores.md): Learn how to create Stores with configuration options including unique names, expiration policies, and public access settings.
- [Manage Stores](https://www.mixedbread.com/docs/stores/stores/manage-stores.md): Learn how to update, retrieve, list, and delete Stores using the management API operations.
- [Public Stores](https://www.mixedbread.com/docs/stores/stores/public-stores.md): Share stores publicly, access stores from other organizations, and understand how public store search billing works.
- [Supported File Types](https://www.mixedbread.com/docs/stores/store-files/file-types.md): File formats supported by Mixedbread Stores for ingestion and search.
- [Generated Metadata](https://www.mixedbread.com/docs/stores/store-files/generated-metadata.md): Learn about the metadata generated by Mixedbread Stores for ingestion and search.
- [Create Files](https://www.mixedbread.com/docs/stores/store-files.md): Learn how to ingest files into your Store with basic upload, metadata configuration, and file processing for semantic search.
- [Manage Files](https://www.mixedbread.com/docs/stores/store-files/manage-store-files.md): Inspect, retrieve, filter, and delete files in your Store, including how to return parsed chunks from a file.
- [Supported Metadata Types](https://www.mixedbread.com/docs/stores/store-files/metadata-types.md): Learn about supported metadata types and how to structure metadata for optimal search performance, filtering capabilities, and content organization in Mixedbread Stores.
- [Multipart Upload](https://www.mixedbread.com/docs/stores/store-files/multipart-upload.md): Automatically upload large files in parallel chunks using the SDK's built-in multipart upload support for upload and uploadAndPoll.
- [Mixedbread JSON Format](https://www.mixedbread.com/docs/stores/store-files/mxjson.md): Pre-chunked content format for direct ingestion into Mixedbread Stores without parsing overhead.