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llama-index-jev

WiktorB2004/llama-index-jev · Homepage

LlamaIndex reranker and router using TypeSafe Jev typed decisions.

Scoring & Ranking97%Runner-up: Classification & Routing

What it is

An unofficial LlamaIndex adapter providing a reranker (JevRerank) and router selectors (JevSingleSelector, JevMultiSelector) powered by TypeSafe Jev, for RAG retrieval and tool selection.

How it uses Jev

JevRerank sends state {query, passage} per passage with a Score question (0-3 relevance) and keeps top_n. JevSingleSelector sends the query as state with a Choice over query engine tools; JevMultiSelector uses one Noul per option. Results select the engine or rerank order.

Primitives:scorechoicenoul

Technique worth stealing

One Jev call per passage for reranking; batch a single Choice or per-option Noul for routing.

Try it

pip install llama-index-postprocessor-jev or llama-index-selectors-jev; set TYPESAFE_API_KEY or OPENROUTER_API_KEY.

View on GitHub

judged by Jevjev-1.13.0

Evidence

Each line is one question put to Jev about the README. ≥ 0.60 reads as yes, ≤ 0.40 as no; in between Jev is not making a call.

  • Jev-centricyes0.94
  • Shows a System One patternno0.34
  • Handles uncertaintyno0.07
  • Measuredyes0.95
  • Runnableyes0.96
  • Worth recommendingunclear0.53
  • Model replicano0.08
  • Problem scopescore on a 0–2 scale1.14
  • About Jevyes0.98

Signals by Jev jev-1.13.0, card written by DeepSeek V4.1 Flash from the README on 20 Sept 2026.