Jina Code Embeddings 1.5B
What ChatGPT, Claude, Gemini & Grok actually say · August 2026
The verdict
Jina Code Embeddings 1.5B appears in 1 AI-ranked category — best position #3 for code embedding apis for repository search.
Essentially tied with Voyage across a broad 25-benchmark code suite, with 32K context, task-specific query/document modes, multilingual and cross-language search, Matryoshka dimensions, and hosted or self-deployed paths.
Grok Compact yet SOTA-competitive on 25+ code retrieval tasks
Where Jina Code Embeddings 1.5B falls short, per the models
- GPT The CC-BY-NC license restricts commercial self-hosting unless separately licensed.
Poll history — On this board 2 of 2 polls since Aug 3 · now #4
#7 → #4
Top alternatives per the models: Voyage Code 3 · Codestral Embed · OpenAI text-embedding-3-large · BGE-M3
Head-to-head — how the models call it
Watch Jina Code Embeddings 1.5B
Boards re-poll weekly and the models change their minds. One short email only when Jina Code Embeddings 1.5B's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
Embed your ranking badge
Jina Code Embeddings 1.5B ranks #3 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-jina-code-embeddings-1-5b)<a href="https://modelsagree.com/best/best-code-embedding-apis-for-repository-search?utm_source=badge&utm_medium=embed&utm_campaign=badge-jina-code-embeddings-1-5b"><img src="https://modelsagree.com/badge/jina-code-embeddings-1-5b.svg" alt="Jina Code Embeddings 1.5B — ranked #3 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