05 · 108 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 & RAGjev-keyboardJev-powered candidate reranking for Rime on macOS, with Windows support planned.GitHub · ★ 4 · Ideny42Search & RAGSmart FindCtrl+F, but for questions.GitHub · ★ 1 · eduardoalba00Search & RAGRepoFinderFind your way around a large open-source repo: architecture map plus "where is X implemented?" answers with line citations; optional TypeSafe Jev…GitHub · SelmanBorayASearch & RAGagent-doc-searchPoint coding agents at the right docs in large codebases: local BM25 and a TypeSafe Jev Choice search propose documents, then a Jev yes/no check…GitHub · beqauxFSearch & RAGFilmHunchSelf-hostable movie finder: describe a film any way you like and TypeSafe Jev scores film cards and full profiles against your exact sentence.GitHub · eduardoalba00Search & RAGVector Graph RAGGraph RAG framework over Milvus vector search with no graph database required: Jev Noul judgments select graph relations and rerank full source…GitHub · ★ 258Search & RAGCribrixPrecision-first RAG orchestrator that wires Jev as a System 1 gate around an LLM: it routes chitchat, triages retrieved chunks with relevance and…GitHub · ★ 1Search & RAGLinkScoutBrowser extension plus your own Cloudflare Worker that scores Google, Bing and DuckDuckGo results before you click: pages are fetched as Markdown and…GitHub · ianTPESearch & RAGtf-jevExperimental natural-language compiler for native Text-Fabric search queries, using Jev for bounded structured decisions instead of free-form query…GitHub · alexsosnSearch & RAGnocapNo evidence, no answer. 🧢 System One evidence gate for RAG & AI agents: Jev / Laya / any LLM judges before your LLM speaks.GitHub · ★ 1 · xi029Search & RAGldraw-novaGive an agent a model idea and get a LEGO model in LDraw.GitHub · ★ 350 · antelocSearch & RAGFastpunktEvidence-first research agent for Norwegian companies (built for the Builderr Signalpost challenge): given organisation numbers it returns one…GitHub · RitesistSearch & RAGjev-judge-rankThree standard-library Python scripts (and an agent skill) that use TypeSafe Jev to rank a list on several written criteria, merge near-duplicates…GitHub · tsetse012Search & RAGkeyed james bibleTurns a question into a span of King James Version verses by keying it through TypeSafe Jev choice requests (book and extent → chapter → verse) and…GitHub · mccartykimSearch & RAGarxiv-relevance-watchZero-dependency Node CLI that screens arXiv for one research topic and ranks papers with five typed questions to a System One decision model (Jev via…GitHub · johnlam1968Search & RAGjev-research-mcpLocal-first MCP research tool: TypeSafe Jev filters search hits and page blocks before dumping them into an agent context.GitHub · ★ 3 · Merth1470Search & RAGjev-ragVector-free local RAG: SQLite BM25 retrieval, TypeSafe Jev evidence reranking, optional grounded LLM answers (no embeddings).GitHub · ★ 2 · aifabriceSearch & RAGReadyCode ReaderMCP and browser Reader: retrieve PDF/DOCX/XLSX passages locally, then TypeSafe Jev checks relevance, sufficiency, conflicts, and spreadsheet plan fit…GitHub · ★ 1 · ReadycodeAISearch & RAGJev-RerankingSearch engine experimentation on the TREC collections.GitHub · ★ 10 · carlaiauSearch & RAGUsing TypeSafe And PineconeExample collection pairing Pinecone retrieval with Jev judgments, including a reranking demo that narrows full-text candidates by natural-language…GitHub · ★ 2 · pinecone-ioSearch & RAGAetheriaJava RAG assistant over org documents with hybrid retrieval and citations, using Jev optionally for chunk reranking and answer-grounding checks.GitHub · ★ 1 · zakariaimtiazSearch & RAGJev GraphragSelf-contained Neo4j demos showing where Jev helps GraphRAG pipelines: calibrated Choice, Score, and yes-no judgments on the decision steps, with…GitHub · ★ 1 · neo4j-fieldSearch & RAG2,000 new AI repos, one question eachA crawler asks Jev whether each repository is worth your time.X post · PaoneSearch & RAGZero API Key Web SearchPython CLI and MCP server for keyless web search over DuckDuckGo or self-hosted SearXNG, with an optional local Laya sieve that filters, reranks and…GitHub · ★ 19 · wd041216-bitSearch & RAGAzdajaRecursive language-model layer holding full inputs in a local evaluator and exposing a small working surface, with optional typed semantic judgments…GitHub · ★ 14 · kubetSearch & RAGJev Deep ResearchDeep-research loop where GPT chooses what to investigate and TypeSafe Jev finds evidence in parallel across document regions.GitHub · ★ 4 · sunyashengSearch & RAGTiny JevA local Qwen3-Reranker-0.6B judge that returns choice, score and noul answers from yes/no scores rather than generated text, LoRA-tuned on JGLUE NLI…GitHub · karimatayutaSearch & RAGGenOfficeAn open-source AI office suite whose local file search reranks the top 20 FTS hits with TypeSafe Jev relevance scores before showing results.GitHub · ★ 9.6k · genspark-aiSearch & RAGXERJElasticsearch-compatible local search engine for AI agents (single Rust binary, MCP) with an opt-in rerank stage that sends top hits to TypeSafe Jev…GitHub · ★ 3.8k · xerj-orgSearch & RAGSiftrankGo CLI that ranks large text collections by having a model compare small randomized batches across repeated trials until the order converges; with…GitHub · ★ 225 · noperatorSearch & 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 · ★ 143 · dorkitudeSearch & RAGA RAG loop where Jev decides what is realHybrid search, one Jev scoring call and a claim check, with agents around them.X post · NO1ennnSearch & RAGarJevDaily arXiv digest engine: lexical front-line plus TypeSafe Jev confidence-gated rerank against an Obsidian vault.GitHub · harmoniqsSearch & RAGjev-doc-searchFind answering pages in long PDFs with TypeSafe Jev Choice over a PageIndex tree (no vector DB).GitHub · ★ 149 · VectifyAISearch & RAGDeep RecallAnswer-aware recall over a folder of Markdown notes (Claude Code plugin + Python CLI/MCP) whose pluggable reranker can be TypeSafe Jev, scoring each…GitHub · ★ 12 · turlockmikeSearch & 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 · ★ 5 · maayanlevySearch & RAGgenigrepAsk a codebase question and get only answering source; TypeSafe Jev ranks candidates for coding agents.GitHub · ★ 3 · Cloudgeni-aiFSearch & RAGFastGateMultilingual EN/UZ/RU RAG helpdesk where TypeSafe Jev is the System One decision layer before the LLM writes, with an independent benchmark.GitHub · rajantripathiSearch & RAGjev-rag-gateSemantic gating for RAG retrieval candidates (relevance, premise contradiction, prompt injection) with TypeSafe Jev System One.GitHub · breaker364Search & RAGgraphify-jevCodebase knowledge graph with Tree-sitter topology and Jev semantic navigation.GitHub · ★ 2 · 54LynnnSearch & RAGjev-tool-searchBenchmark and experimental engine comparing BM25, embeddings, rerankers, and TypeSafe Jev for selecting among 525 real MCP tools.GitHub · ★ 2 · kacharSearch & RAGjevzfMeaning search for fzf: rank piped lines by TypeSafe Jev relevance (CLI filter or stock fzf Ctrl-R binding); unofficial.GitHub · zachlandesSearch & RAGmeilisearch-jevCommunity CLI companion for Meilisearch that runs a search, asks TypeSafe Jev a yes/no question about at most 20 top hits, and returns accepted hits…GitHub · gbesseSearch & RAGTrufflerRails intent search gem: TypeSafe Jev builds named-dimension labels at index time and encodes queries the same way, then ranks with SQL over labels,…GitHub · ★ 36 · kieranklaassenSearch & RAGjev-search (AnthonyDavidAdams)Python library/CLI for agentic search where fetch and parse stay deterministic and only candidate decisions go to TypeSafe Jev (OpenRouter) or local…GitHub · ★ 2 · AnthonyDavidAdamsSSearch & RAGShip PileDescribe the startup you are looking for and Jev ranks the pile, asking once per startup whether it is a fit.SiteSearch & RAGMilvus ModelUse a Python reranker interface to score candidate documents with Jev and return their original indices in score order.GitHub · ★ 61 · milvus-ioSearch & 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 · ★ 6 · kylemclarenSearch & RAGJev in Search: Three Practical EvaluationsIndependent experiments on search stopping, memory reranking, and multi-hop relation selection, with implementation links and limitations including…Guide · Cheney ZhangSearch & RAGjev-rankerJev-powered reranking for RAG.X post · Likitd_Search & RAGlaya-jev-GraphRAGGraphRAG with swappable System One models.GitHub · ★ 28 · bodepudimuneendra-netizenSearch & RAGJevEmbedTurn embeddings into choices, scores and judgments.GitHub · ★ 26 · HITsz-TMGSearch & RAGjev-graph-searchSearch an Obsidian vault with Jev deciding relevance.GitHub · ★ 8 · EmlembowSearch & RAGskillfeedA tech reading feed ranked to your skills — powered by TypeSafe Jev.GitHub · ★ 2 · iikareemSearch & 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 · ★ 1 · romeromarceloSearch & RAGA forum database, searched by JevJev finds the most relevant posts in a forum database.Site · bigmuzzySearch & RAGJevRelevanceRetrieverAn open-source LangChain retriever built on Jev.X post · SakshamMalhot27Search & RAGYC IndexorSearch 6,241 YC companies in about a second, by meaning, look or logo text.GitHub · ★ 48 · AayanSearch & 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 · ★ 4 · glud123Search & 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 · ★ 2 · GitmaxdSearch & RAGpostgres-searchAlgolia-style product search in plain PostgreSQL (whole and partial words, typos, barcodes, typeahead, facets) with an optional TypeSafe Jev second…GitHub · ★ 2 · alexforman1Search & RAGjevgrepGrep by meaning: pipe in any text, ask a yes/no question in plain English, get only the matching lines.GitHub · ★ 1 · allebeeSearch & RAGSearch with Jev and MilvusNine runnable notebooks combine Gemini embeddings and Milvus retrieval with Jev judgments for reranking, filtering, search stopping, routing, cache…GitHubSearch & 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 & RAGsieveLocal MCP server for coding agents: code enumerates repository/file/search candidates; TypeSafe Jev scores them via jev_grep, jev_rank, and…GitHub · derwellsSearch & RAGjev-rerankerPython library (PyPI) that scores and optionally filters retrieved documents for RAG with TypeSafe Jev—listwise, pointwise, and pairwise modes with…GitHub · ★ 24 · 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 Second BrainLocal-first Markdown/Obsidian vault CLI: indexes notes, suggests related pairs with source paths, and optionally asks TypeSafe Jev (via Vercel AI…GitHub · ★ 1 · fellowship-devSearch & RAGjev-search-mcpPlain-language web search where Jev picks the sources.GitHub · ★ 1 · MUKiSearch & 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 & RAGjsortSemantic sort CLI: order lines (or paragraphs/files/JSONL/CSV fields) along a plain-English dimension using pairwise TypeSafe Jev comparisons and a…GitHub · ★ 23 · keltokhySearch & RAGjev-search (larguesa)Complementary semantic search CLI and agent skill: Jev scores whether each candidate line expresses the intent you are looking for, so agents find by…GitHub · ★ 6 · larguesaSearch & RAGjselectSelects source-linked evidence within a token budget using Jev Noul relevance judgments and local diversity-aware selection.GitHub · ★ 4 · keltokhyCSearch & RAGCookbook: Line-by-Line SearchSemantic search over GitHub's Terms of Service: one request ranks all 218 lines with a Choice while a Noul checks whether the document contains an…Guide · TypeSafe AISearch & RAGRAG passage checksCheck evidence, relevance, and conflicting passages.Guide · TypeSafe AISearch & 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 & RAGNatural-language search over ZillowThousands of listings sorted by what the site has no filter for.X post · Justine MooreSearch & RAGjev-searchWeb search where a decision model picks the sources and ranks them.GitHub · ★ 454 · superagents-labSearch & RAGjgrepFilters text, structured records, functions, and diff hunks against plain-English descriptions using Jev Noul judgments.GitHub · ★ 98 · keltokhySearch & RAGjevsqlSQLite-oriented SQL middleware and control plane that adds TypeSafe Jev judgments (match, pick, rank, bool, choice, and related helpers) with…GitHub · ★ 6 · 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 · ★ 6 · WiktorB2004Search & RAGJev as a reranker: an honest negativeJason Zhu tested Jev reranking on 164 real queries.X post · GoSailGlobalSearch & 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-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-rerankUse Jev (TypeSafe's System One model) as a calibrated reranker: one call, up to 30 documents, a probability per document.GitHub · ★ 13 · hevSearch & RAGJev RerankRank candidate documents against a query.GitHub · ★ 13 · hevSearch & 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 · ★ 1 · ShifrosSearch & 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 & RAGJev: typed decisions, not textFlavio Copes on triage, RAG filtering, citation checks and confidence thresholds.Guide · Flavio CopesSearch & RAGLegal passage rankingUse Jev after an initial document search.Guide · TypeSafe AISearch & RAGsift-lightEvidence-first search tool for coding agents (Pi, OMP, Claude Code/Codex via MCP) with exact, concept and hybrid modes and an optional Jev semantic…GitHub · ★ 95 · lightsifterSearch & RAGSlopSearXStateless, AI-agent-first SearXNG-compatible meta search engine (50 engines, MCP server) with optional TypeSafe Jev specialist-engine routing and…GitHub · ★ 10 · magnus919Search & RAGgbrainHey everyone! 👋 I built an optional Jev reranking adapter for [GBrain]( Garry Tan’s open-source second brain.GitHub · ★ 30k · Daniel AndradeSearch & RAGTessmora (MMA-RAG)Tessmora (Chinese docs): self-hosted omni-modal agentic retrieval platform for documents, images, audio and video, with opt-in TypeSafe Jev semantic…GitHub · ★ 18 · Champ-XSearch & RAGApple RAG MCPMCP server for Apple developer documentation and WWDC transcripts: hybrid keyword + semantic retrieval, then TypeSafe Jev ranks the merged candidates…GitHub · ★ 120 · BingoWonBSearch & RAGBrave Jev MCPFork of the Brave Search MCP Server whose brave_llm_context results are screened by TypeSafe Jev against the purpose of the search, removing pages…Site · romantcigSearch & RAGsengi.aibuilding which is a talent sourcing toolkit that runs inside Claude, ChatGPT, or any other AI assistant.Site · ViktorFSearch & RAGFlash (YouTube Q&A)Chrome extension: ask a YouTube video a question by voice or text and it jumps to the answer, or highlights where the topic comes up, using TypeSafe…Site · surbhit20Search & RAGnews.aatf.aiHey guys! I do AI related stuff at TrendAI (formally Trend Micro) and have been really excited about jev.Site · FlyRyanJSearch & RAGJeffHosted bookshelf search and sort: visitors ask by mood, theme, or plot; TypeSafe Jev ranks books, articles, and newsletters on the shelf.Site · issue #949Search & RAGJev + NoemaJev + Noema Working an opt-in retrieval triage sidecar for Noema (local memory for agents - Noema hybrid search returns candidate traces.Site · _FailSafeSearch & 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/@engineerprompt

Other use cases

Agents & browsers 299Coding & code review 450Routing & model choice 348Context & memory 117Data & extraction 98Documents & research 45Safety & guardrails 229Support & inbox 81Marketing, sales & social 120Trading & finance 77Games & real time 256Creative & generative UI 69Home, robots & devices 31Everyday apps 176SDKs & integrations 625Benchmarks & research 682Guides & docs 342