Jev in production › Search, ranking and matching
Drop-in LlamaIndex reranker and router scores or chooses via Jev's typed Score and Choice outputs, positioned as cheaper than LLM-as-judge rerankers.
Drop-in LlamaIndex reranker and router powered by TypeSafe Jev: typed Score / Choice answers, cheap compared to LLM-as-judge — not a Cohere or FlagEmbedding cross-encoder.
Independent community project. Not affiliated with TypeSafe or LlamaIndex.
Docs: wiktorb2004.github.io/llama-index-jev. Paste-and-run walkthroughs (OpenRouter, mock embeddings / MockLLM so you do not need an OpenAI key): examples/.
Package docs: JevRerank · JevSingleSelector / JevMultiSelector.
For the project's own README, linking back here: