Google Gemini Embedding 2
What ChatGPT, Claude, Gemini & Grok actually say · August 2026 · incumbent
Visit ai.google.dev ↗The verdict
Google Gemini Embedding 2 appears in 1 AI-ranked category.
A practical managed fallback with an 8K context, flexible 128–3072 dimensions, batch pricing, broad language coverage, and straightforward Gemini or Vertex AI integration.
Where Google Gemini Embedding 2 falls short, per the models
- GPT It is general-purpose rather than code-specialized, with weaker public evidence on repository-level retrieval than the four leaders.
Top alternatives per the models: Voyage Code 3 · Codestral Embed · Jina Code Embeddings 1.5B · OpenAI text-embedding-3-large
Watch Google Gemini Embedding 2
Boards re-poll weekly and the models change their minds. One short email only when Google Gemini Embedding 2's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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Google Gemini Embedding 2 ranks #11 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-google-gemini-embedding-2)<a href="https://modelsagree.com/best/best-code-embedding-apis-for-repository-search?utm_source=badge&utm_medium=embed&utm_campaign=badge-google-gemini-embedding-2"><img src="https://modelsagree.com/badge/google-gemini-embedding-2.svg" alt="Google Gemini Embedding 2 — ranked #11 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