The verdict
Nomic Embed Code appears in 1 AI-ranked category.
Strong CodeSearchNet results, fully released weights, training data and evaluation code under Apache 2.0, and excellent control for teams willing to deploy their own embedding endpoint.
Claude Fully open, code-specialized weights with transparent training and an easy local/self-host story; a credible privacy-preserving option when data residency rules out hosted APIs and you want something purpose-built for code rather than a generic open model.
Where Nomic Embed Code falls short, per the models
- GPT The 7B model is costly to serve and officially targets only six programming languages.
- Claude Smaller ecosystem and generally a step behind the top commercial code models on quality; you still carry all the serving/ops burden.
Poll history — On this board 1 of 2 polls since Aug 3 — off it in the latest
#6 → –
Top alternatives per the models: Voyage Code 3 · Codestral Embed · Jina Code Embeddings 1.5B · OpenAI text-embedding-3-large
Watch Nomic Embed Code
Boards re-poll weekly and the models change their minds. One short email only when Nomic Embed Code's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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Nomic Embed Code ranks #6 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-nomic-embed-code)<a href="https://modelsagree.com/best/best-code-embedding-apis-for-repository-search?utm_source=badge&utm_medium=embed&utm_campaign=badge-nomic-embed-code"><img src="https://modelsagree.com/badge/nomic-embed-code.svg" alt="Nomic Embed Code — ranked #6 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