Jev in production › Search, ranking and matching

llama-index-jev

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.

Open on GitHub ↗

The source publishes no measured number.
Use
Search, ranking and matching
Industry
AI infrastructure
Form
Open-source tool
Stage
Announced
Plugs into
LlamaIndex
Listed
2026-09-25
Found via
github
Repository
WiktorB2004/llama-index-jev
Stars
8
Forks
1
Last push
2026-09-25
Language
Python
License
MIT

The README opens with

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.

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For the project's own README, linking back here:

Listed in Jev in production

Also used for search, ranking and matching