jev-search
Source selection, query understanding, and relevance ranking for web search.
Search rerankingPlaygrounds and demos
Home / Search, reranking and RAG
Search, reranking and RAG
15 entries
Useful for: Search reranking
8reranker
Jev as a calibrated reranker: one call, up to 30 documents, a probability per document.
Search rerankingSDK or client library
llama-index-jev
LlamaIndex reranker and router, cheaper than an LLM judge.
Search rerankingModel routing
jev-sift
MCP tool that scores a batch of files, URLs, or snippets for relevance so the agent opens only what matters.
Search rerankingMCP and agent integration
jev-search by kylemclaren
A shadcn/ui registry block: keyword hits on the first keystroke, re-ranked by Jev a moment later, and keyword order stands if the call fails.
Search rerankingPlaygrounds and demos
Milvus Search with Jev
Nine runnable notebooks combining Gemini embeddings and Milvus retrieval with Jev decisions for reranking, filtering, search stopping, routing, cache reuse, curation, guardrails, and evaluation.
Search rerankingPlaygrounds and demos
JevPDF
Searches a PDF by meaning in the browser: pdf.js extracts the lines locally, Jev answers one Noul per line in batches of 16, and matching lines light up page by page, ranked by probability.
Search rerankingPlaygrounds and demos
Jev RAG
Searches local documents with BM25 or hybrid retrieval, reranks candidate passages with batched Jev Noul judgments, and measures seven retrieval pipelines on BEIR NFCorpus.
Search rerankingPlaygrounds and demos
Useful for: Playgrounds and demos
4jev-semgrep
Greps by meaning instead of by regex: every line gets a probability from Jev, and meanings combine with AND, OR, and NOT.
Playgrounds and demosCode review
Senseek
Browser extension that searches the page you are reading by meaning, in a Ctrl+F style box, with your own key and no backend.
Playgrounds and demos
Useful for: Classification and extraction
1jev-folio-recursive-classifier
Classifies OCR'd legal agreements through the FOLIO Document Types ontology with recursive Jev Choices, beam search, confidence-gated leaf stopping, and context-length benchmarking.
Classification and extractionBenchmarks and evals
Useful for: Command line tooling
1jev-scout
Rust CLI and MCP server that finds real, maintained repos and crates for a plain-language request, with Jev scoring the candidates.
Command line toolingMCP and agent integration
Useful for: SDK or client library
1jev-tree
Recursive choice over a taxonomy, past the 255-option cap.
SDK or client libraryLearning resources