ZeroEntropy zembed-1
What ChatGPT, Claude, Gemini & Grok actually say · August 2026
The verdict
ZeroEntropy zembed-1 appears in 1 AI-ranked category.
Tops recent code NDCG@10 benches while remaining competitive or leading across other domains; 32k context, asymmetric query/document modes, highly flexible dims (down to 40); available as managed API plus open weights for hybrid use.
Where ZeroEntropy zembed-1 falls short, per the models
- Grok Newer entrant whose strongest numbers come from vendor-curated evals; less battle-tested at massive multi-repo scale than Voyage.
Top alternatives per the models: Voyage Code 3 · Codestral Embed · Jina Code Embeddings 1.5B · OpenAI text-embedding-3-large
Watch ZeroEntropy zembed-1
Boards re-poll weekly and the models change their minds. One short email only when ZeroEntropy zembed-1's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
Embed your ranking badge
ZeroEntropy zembed-1 ranks #9 for best code embedding apis for repository search by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-code-embedding-apis-for-repository-search?utm_source=badge&utm_medium=embed&utm_campaign=badge-zeroentropy-zembed-1)<a href="https://modelsagree.com/best/best-code-embedding-apis-for-repository-search?utm_source=badge&utm_medium=embed&utm_campaign=badge-zeroentropy-zembed-1"><img src="https://modelsagree.com/badge/zeroentropy-zembed-1.svg" alt="ZeroEntropy zembed-1 — ranked #9 for Best code embedding APIs for repository search by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology