Jina Embeddings v2 Base Code
What ChatGPT, Claude, Gemini & Grok actually say · August 2026
The verdict
Jina Embeddings v2 Base Code appears in 1 AI-ranked category.
Dedicated open-weights code embedding model with 8k context support and explicit task instruction-tuning for high retrieval precision at low hosting cost. Near-tie with text-embedding-3-large on general repository RAG.
Where Jina Embeddings v2 Base Code falls short, per the models
- Gemini Reduced model capacity compared to large proprietary endpoints, leading to occasional degradation on complex cross-file architectural reasoning.
Poll history — On this board 1 of 2 polls since Aug 3 — off it in the latest
#8 → –
Top alternatives per the models: Voyage Code 3 · Codestral Embed · Jina Code Embeddings 1.5B · OpenAI text-embedding-3-large
Watch Jina Embeddings v2 Base Code
Boards re-poll weekly and the models change their minds. One short email only when Jina Embeddings v2 Base Code's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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Jina Embeddings v2 Base Code ranks #7 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-embeddings-v2-base-code)<a href="https://modelsagree.com/best/best-code-embedding-apis-for-repository-search?utm_source=badge&utm_medium=embed&utm_campaign=badge-jina-embeddings-v2-base-code"><img src="https://modelsagree.com/badge/jina-embeddings-v2-base-code.svg" alt="Jina Embeddings v2 Base Code — ranked #7 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