05 · 56 projects

Jev for search & rag

Search pipelines retrieve too much. These projects use Jev as a reranker or relevance check after the first search, so only useful results reach the user or the model.

What Jev decides: Rank candidates against a query, or answer whether a passage is relevant.

Projects, newest first

Search & RAGjevsearchshadcn/ui registry block that adds a ⌘K site-search palette: a local keyword pass answers on the first keystroke, then TypeSafe Jev re-ranks the top…GitHub · ★ 5 · kylemclarenSearch & RAGMilvus ModelUse a Python reranker interface to score candidate documents with Jev and return their original indices in score order.GitHub · milvus-ioSearch & RAGJev in Search: Three Practical EvaluationsIndependent experiments on search stopping, memory reranking, and multi-hop relation selection, with implementation links and limitations including…SiteSearch & RAGjev-rankerJev-powered reranking for RAG.X post · Likitd_Search & RAGlaya-jev-GraphRAGGraphRAG with swappable System One models.GitHub · ★ 22 · bodepudimuneendra-netizenSearch & RAGskillfeedA tech reading feed ranked to your skills — powered by TypeSafe Jev.GitHub · ★ 2 · iikareemSearch & RAGA forum database, searched by JevJev finds the most relevant posts in a forum database.Site · bigmuzzySearch & RAGJev-powered Obsidian searchSearch an Obsidian vault with Jev deciding relevance.GitHub · MikeLemboSearch & RAGJevEmbedTurn embeddings into choices, scores and judgments.GitHub · HITsz-TMGSearch & RAGjevrSemantic code and document search CLI for coding agents: a stateless BM25 pass recalls candidate files, Jev Nouls verify each one window-by-window…GitHub · romeromarceloSearch & RAGJevRelevanceRetrieverAn open-source LangChain retriever built on Jev.X post · SakshamMalhot27Search & RAGjev-assistDon't burn your expensive main model on grep-and-guess grunt work — let jev rank the whole repo, and save the main model for reading the right files…GitHub · ★ 3 · glud123Search & RAGjevgrepGrep by meaning: pipe in any text, ask a yes/no question in plain English, get only the matching lines.GitHub · ★ 1 · allebeeSearch & RAG1,066 reaction videos, searchableGhostfeed labelled its reaction clips with Jev and Gemini, then opened the library.X post · Meet ShuklaISearch & RAGIntent-based search in a Chrome extensionSearch by what you meant, with Jev picking the match.X post · gigabit_millionSearch & RAGMargin, bookmark searchBookmarks found fast, where a large model was too slow.X post · AlexSearch & RAGSearch with Jev and MilvusNine runnable notebooks combine Gemini embeddings and Milvus retrieval with Jev judgments for reranking, filtering, search stopping, routing, cache…GitHubSearch & RAGYC IndexorSearch 6,241 YC companies in about a second, by meaning, look or logo text.GitHub · AayanSearch & RAGjev-rerankerPython library (PyPI) that scores and optionally filters retrieved documents for RAG with TypeSafe Jev—listwise, pointwise, and pairwise modes with…GitHub · ★ 20 · hotchpotchSearch & RAGjev-reranker (shinpr)Rust CLI that pipes JSON candidate arrays through TypeSafe Jev to rerank, filter (evidence), or compress (passage extract) results for LLM context.GitHub · ★ 3 · shinprSearch & RAGjev-search-mcpPlain-language web search where Jev picks the sources.GitHub · MUKiSearch & RAGjsortSemantic sort CLI: order lines (or paragraphs/files/JSONL/CSV fields) along a plain-English dimension using pairwise TypeSafe Jev comparisons and a…GitHub · ★ 19 · keltokhySearch & RAGjev-search (larguesa)Experimental semantic line search with TypeSafe Jev via OpenRouter.GitHub · ★ 6 · larguesaSearch & RAGjselectSelects source-linked evidence within a token budget using Jev Noul relevance judgments and local diversity-aware selection.GitHub · ★ 3 · keltokhySearch & RAGNatural-language search over ZillowThousands of listings sorted by what the site has no filter for.X post · Justine MooreSearch & RAGjev-searchTurn a request such as “Find TypeSafe Jev implementations on GitHub this month” into editable search filters and ranked links you can inspect…GitHub · ★ 446 · superagents-labSearch & RAGjgrepFilters text, structured records, functions, and diff hunks against plain-English descriptions using Jev Noul judgments.GitHub · ★ 78 · keltokhySearch & RAGjevsqlSQLite-oriented SQL middleware and control plane that adds TypeSafe Jev judgments (match, pick, rank, bool, choice, and related helpers) with…GitHub · ★ 5 · EugeneBoondockSearch & RAGllama-index-jevAdd Jev judgments at two points in a LlamaIndex workflow: ranking retrieved passages and selecting the query engine that should handle a question.GitHub · ★ 4 · WiktorB2004Search & RAGenskAn English–Icelandic dictionary with Jev reranking the results.GitHub · Jökull Sólberg AuðunssonSearch & RAGIntent-based search in GmailSearch an inbox by what you mean, not the words you type.X post · Nader DabitSearch & RAGJev as a reranker: an honest negativeJason Zhu tested Jev reranking on 164 real queries.X postSearch & RAGjev-searchOffline Obsidian search, with an optional Jev rerank you approve first.GitHub · jh1373Search & RAGSearch and tagging on keep.mdJev on Cloudflare Workers, tested against keep.md’s current search.X post · Ian NuttallSearch & RAGJev RerankRank candidate documents against a query.GitHub · ★ 13 · hevSearch & RAGjev-rerankUse Jev (TypeSafe's System One model) as a calibrated reranker: one call, up to 30 documents, a probability per document.GitHub · ★ 11 · hevSearch & RAGSiftReorder browser search results by usefulness.GitHub · ★ 1 · tylergibbs1Search & RAGjev() for PostgreSQLSearch a table in plain language, with no index and no embeddings.X post · ZachiSearch & RAGTrainLCD rerankingSee a proposed station-suggestion reranker.GitHub · TrainLCDSearch & RAGSearch-Function-TestA test project based on Jev AI, the goal is to build a search function for a blog/article website that has 100s of articles to search from, So the…GitHub · ShifrosSearch & RAGAgent SeekCheap web recall for agents: You.com discovers candidates; TypeSafe Jev cascade-ranks them into a small scored JSON list (HTTP API, MCP, and a simple…GitHub · GitmaxdSearch & RAGazdajaAzdaja is a bare OSS RLM layer you can plug into Claude, Codex, OpenCode and others now with Jev, branches that only need a judgment can return one…GitHub · 0х88Search & RAGsengi.aibuilding which is a talent sourcing toolkit that runs inside Claude, ChatGPT, or any other AI assistant.Site · ViktorSearch & RAGgbrainHey everyone! 👋 I built an optional Jev reranking adapter for [GBrain]( Garry Tan’s open-source second brain.GitHub · Daniel AndradeSearch & RAGnews.aatf.aiHey guys! I do AI related stuff at TrendAI (formally Trend Micro) and have been really excited about jev.Site · FlyRyanSearch & RAGJev + NoemaJev + Noema Working an opt-in retrieval triage sidecar for Noema (local memory for agents - Noema hybrid search returns candidate traces.Site · _FailSafeSearch & RAGJev Second BrainLocal-first Markdown/Obsidian vault CLI: indexes notes, suggests related pairs with source paths, and optionally asks TypeSafe Jev (via Vercel AI…GitHub · fellowship-devSearch & RAGjev-corrective-ragCorrective RAG demo where triage, per-chunk grading, and answer verification use TypeSafe System One (Jev) typed gates instead of LLM judges;…GitHub · sudeshkarSearch & RAGJev: typed decisions, not textFlavio Copes on triage, RAG filtering, citation checks and confidence thresholds.GuideSearch & RAGJevflixHybrid movie recommender: FAISS + BM25 narrow ~4,800 films to a shortlist, then TypeSafe Jev parses constraints and picks one title with a confidence…GitHub · ArielBubisSearch & RAGmysql-ailike (AILIKE)Native MySQL plugin that adds natural-language row filters and joins (AILIKE / ailike(...)) powered by TypeSafe Jev—MySQL’s counterpart niche to…GitHub · maayanlevySearch & RAGsieveLocal MCP server for coding agents: code enumerates repository/file/search candidates; TypeSafe Jev scores them via jev_grep, jev_rank, and…GitHub · derwellsSearch & RAGSteerable Reranking: How JEV Solves RAGPrompt Engineering puts Jev in the reranking step of a RAG pipeline: why vector search and cosine similarity fail, how a steerable reranker works,…YouTube · youtube.com/@engineerpromptSearch & RAGwebctlSmart web-search CLI for agents: query multiple search backends, then use TypeSafe Jev to score, judge, and optionally chunk-score page content so…GitHub · dorkitudeSearch & RAGLegal passage rankingUse Jev after an initial document search.GuideSearch & RAGRAG passage checksCheck evidence, relevance, and conflicting passages.Guide

Other use cases

Agents & browsers 193Coding & code review 227Routing & model choice 161Context & memory 66Data & extraction 61Documents & research 28Safety & guardrails 131Support & inbox 45Marketing, sales & social 95Trading & finance 46Games & real time 173Creative & generative UI 40Home, robots & devices 20Everyday apps 113SDKs & integrations 308Benchmarks & research 332Guides & docs 202