mixedbread.ai's embedding model held the #1 position on the MTEB English leaderboard at its release — and remains one of the top-performing open-weight English embedding models available in Ollama. When retrieval quality is your primary constraint and your corpus is English, Mxbai-Embed-Large is the benchmark-validated answer.
Mxbai-Embed-Large-v1
Artwork and source references
Source: Wikimedia Commons
Hero image Developer reference Mxbai Embed is developed by Mixedbread. NoCloudGPT is an independent deployment service not affiliated with Mixedbread. Model catalog See Ollama library: mxbai for current tags and sizes.