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registry / software / mixedbread

Mixedbread

Mixedbread is an API for integrating fast, multimodal search into applications, agents, and AI systems. It enables users to upload PDFs, images, documents, code, or video in any format and instantly make it searchable with natural language queries without requiring document parsing, embedding model management, or vector database setup.

AUDITED 6H AGOUNCLAIMED· mixedbread.ai
57
DISCOVER87
UNDERSTAND31
ADOPT70
OPERATE41
OverviewGET /v1/profile/mixedbread
Overall
57
Discover
87
Understand
31
Adopt
70
Operate
41

22/38 applicable signals pass. Open the Capabilities tab for the full signal breakdown, or Issues for the highest-impact gaps.

Agent compatibility
Claude Code✓ TESTED
Codex✓ TESTED
Cursor✓ TESTED
Installed the published MCP server and ran a call end to end.
Score history+8 · 12mo
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company email · DNS · GitHub org
Badge
agentready57/100
<a href="https://stackresolve.dev/registry/mixedbread"><img src="https://api.stackresolve.dev/badge/mixedbread.svg" alt="AgentReady score" /></a>

Frequently asked about Mixedbread

What is Mixedbread's AgentReady score?
Mixedbread scores 57/100 on the AgentReady: discovery 87, understanding 31, adoption 70, operability 41. The score rates how ready Mixedbread is for an AI agent to use without a human.
Does Mixedbread have an MCP server?
Yes. Mixedbread publishes an MCP server, so an AI agent can connect to it over the Model Context Protocol.
Does Mixedbread have a free tier?
Yes, Mixedbread has a free tier you can start on without a sales call.
Is Mixedbread good for AI agents?
Mixedbread is partially ready for AI agents, with an AgentReady of 57/100. It is strongest on discovery.