Data & Search

52 · Read each entry’s review basis; inclusion does not establish independent execution.

• pg-jev

  realZachi · Data & Search

  Adds natural-language filtering, classification, and ranking of rows to PostgreSQL queries.

• jev-search

  superagents-lab · Data & Search

  Searches the web with Jev choosing sources and time ranges, then ranking returned links.

• llama-index-jev

  WiktorB2004 · Data & Search

  Provides Jev rerankers and routers for LlamaIndex to score retrieved passages or select query tools.

• jevsome-projects

  ozers · Data & Search

  A Jev project directory and discovery pipeline that stores integration evidence and can use Jev for classification.

• jev-curate

  AkashPriyadarshii · Data & Search

  A Rust dataset-filtering experiment using Jev scores to keep or reject text records.

• jevql

  kylemclaren · Data & Search

  Adds Jev semantic filtering, grouping, and ranking around ordinary PostgreSQL without installing a database extension.

• jev-scout

  AkashPriyadarshii · Data & Search

  A repository and Rust crate search tool that asks Jev to score and select retrieved candidates for a request.

• pg_typesafe

  giuliosmall · Data & Search

  A pre-alpha PostgreSQL C extension for calling Jev from SQL for classification, yes/no judgments, and scoring.

• duckdb-jev

  colliber · Data & Search

  A DuckDB extension that calls Jev from SQL and returns answers as ENUM, numeric, or STRUCT types.

• jevsql

  EugeneBoondock · Data & Search

  Adds Jev semantic judgments to SQLite for filtering, ranking, matching and tracking decision evidence.

• reranker

  hev · Data & Search

  A Python reranker that packs a query and up to 30 candidates into one Jev state, with one Noul relevance question per document.

• jev-search-rerank-eval

  zhuyansen · Data & Search

  Retrieval evaluation system measuring Jev reranking against lexical, embedding, and fusion baselines across 9,831 query-document pairs.

• polar_llama

  pnthn-ai · Data & Search

  A Polars library for parallel provider inference that also calls Jev per row as Noul, Choice, and Score questions, or as one typed contract over a document.

• jev-semgrep

  uehaj · Data & Search

  A semantic grep that scores each line with Jev against a meaning, including AND/OR/NOT and cross-language queries.

• kody

  kentcdodds · Data & Search

  Optional second-stage search: widen the hybrid pool, then Score-rerank candidates with Workers AI typesafe/jev.

• every

  sufianetaouil · Data & Search

  Ask a yes/no question of every function in a codebase. Ranked answers in seconds, for cents. Grep whose pattern is a question, powered by TypeSafe Jev.

• jev-bfs

  komikat · Data & Search

  Wikipedia link race pathfinder guided by Jev: assesses outbound links to navigate between two articles in real time.

• jselect

  keltokhy · Data & Search

  Selects source-linked evidence within a token budget using Jev Noul relevance judgments and local diversity-aware selection.

• JevFind

  Peu77 · Data & Search

  Fast semantic code search powered by Jev. Find the relevant files, line ranges, and snippets

• jlink

  keltokhy · Data & Search

  The string baselines are best-match Jaro-Winkler and best-match TF-IDF cosine; the table shows the better of the two. Exact matching after normalization scores 0.26, 0.41, 0.00, 0.00 and 0.22.

• jev-search

  larguesa · Data & Search

  Experimental semantic line search with TypeSafe Jev via OpenRouter. Python CLI with no runtime dependencies.

• jeveryword

  jkrup · Data & Search

  Jev answers multiple-choice questions and does not generate text, so on its own it cannot return a name, an email address or a quote. jeveryword numbers the words of your text, offers those numbers as the answer options, and converts the numbers Jev picks back into the original substring with its character offsets.

• jev-311-heatmap

  CompleteTech-LLC-AI-Research · Data & Search

  The live run excluded 205 reports with missing or invalid coordinates, completed **634 API calls without retries**, and reported **539,979 input tokens**. Repeated descriptions share one evaluation.

• hfjev

  hemanth · Data & Search

  Classify Hugging Face datasets across typed semantic dimensions with TypeSafe Jev System One. Auto-adapts evaluation rubrics to dataset domains (reviews, news, LLM tuning, support) and classifies rows in a single parallel System One call with calibrated probabilities.

• jev-in-codex

  teempai · Data & Search

  Jev-powered tool and skill selection, context search, and output triage for Codex via MCP

• jev-reranker

  shinpr · Data & Search

  Rerank, filter, and compress JSON search results with TypeSafe AI's Jev.

• jevframe

  ktaletsk · Data & Search

  Semantic AI for pandas and Polars: classify text, analyze sentiment, and score DataFrame rows with natural-language questions and full probabilities using TypeSafe Jev.

• jev-information-extraction

  abhishekmamdapure · Data & Search

  Ask questions about a PDF. Use Jev to rank the source text that answers them. Inspect each match, its probability, and its location on the original page.

• vector-graph-rag

  zilliztech · Data & Search

  Milvus-based multi-hop retrieval library with two-stage Jev relation selection and full-passage reranking, achieving 86.07% average Recall@5 on MuSiQue and 2Wiki.

• memsearch

  zilliztech · Data & Search

  A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.

• GPTCache

  zilliztech · Data & Search

  Semantic cache with a Jev evaluator that uses Noul judgments to check whether a cached response can serve an incoming request.

• deep-searcher

  zilliztech · Data & Search

  Open Source Deep Research alternative with Jev search-stopping evaluation.

• bootcamp

  milvus-io · Data & Search

  Runnable search tutorials using Gemini embeddings, Milvus retrieval, and Jev judgments for reranking, filtering, and routing.

• jev-papers

  stas4000 · Data & Search

  1,000 arXiv AI papers classified with one Jev decision each, checked against an LLM judge. Open rebuild, MIT.

• jev-bigquery-cloudrun

  jeffonelson · Data & Search

  Classify support tickets in BigQuery with Jev and Cloud Run

• jev-research-pipeline

  shimo4228 · Data & Search

  **Code owns the loop, Jev judges, Qwen writes: a daily research monitor for standing questions.**

• jev-dataops

  RenaGao · Data & Search

  An open-source JEV-powered workbench for streaming data selection, quality evaluation, automatic LoRA training and held-out model evaluation.

• jevsql

  sarathi-aiml · Data & Search

  Text-to-SQL where the model never writes SQL — typed, calibrated decisions (TypeSafe Jev) + code-assembled queries

• jevpdf

  kylemclaren · Data & Search

  `server/index.ts` is a small Bun server that serves `dist/` and the `/api/jev` proxy, which uses the same forwarding code as dev (`server/jev-upstream.ts`). Because the live proxy spends real credits, it only accepts same-origin POSTs from the app, pins the model, caps request size, and rate-limits each IP.

• jev-retrieval

  romeromarcelo · Data & Search

  Grep-shaped Rust CLI for coding agents that finds files matching a plain-language concept: a local BM25 pass recalls candidates, Jev verifies each file window-by-window with Noul gates, and one listwise Choice per lane reranks the kept files into `path:line score` output with calibrated probabilities. (Author-submitted: I am the maintainer.)

• duckdb-jev

  prasanthj · Data & Search

  High-throughput, robust native DuckDB extension for batched and streaming TypeSafe/Jev classification, scoring, and semantic predicates from SQL.

• DataJev

  zzz1YAO · Data & Search

  ⚡ DataJev LLM → Analyze Jev → Continue / Switch / Verify / Stop System-1 control for System-2 data agents

• milvus-model

  milvus-io · Data & Search

  A library integrating embedding and reranker models from OpenAI, SentenceTransformers etc for semantic search in vector database.

• laya-jev-GraphRAG

  bodepudimuneendra-netizen · Data & Search

  Agentic GraphRAG engine using swappable System One decision models (local Laya / cloud Jev). Features a complete 4-phase pipeline (Ingestion, Pre-Retrieval, Traversal, Post-Retrieval) and evaluation across Neo4j, Memgraph, Apache AGE, and Kùzu driven by a custom A* traversal algorithm.

• sieve

  nothans · Data & Search

  Sieve checks a folder of Markdown notes against itself. Crosscheck compares every note with every other, from both sides, and lists the pairs that contradict each other, the pairs that make the same point twice, and the notes that have gone stale. It also ranks the whole folder by any plain-English question, and lints notes against plain-English rules in CI. No index, no embeddings, no generated text. Node, no dependencies.

• jev-rag

  aifabrice · Data & Search

  Local knowledge search with three modes: BM25 + Jev by default, agentic multi-query lexical search + Jev without vectors, and optional BM25 + embeddings/RRF + Jev, with grounded streaming answers.

• jev-reviews

  halfspin-qc · Data & Search

  The flagship experiment in this workspace is **`jev-reviews`**: an automated pipeline that ingests Google Maps restaurant reviews from **Apify Storage**, stores and deduplicates them in **Supabase PostgreSQL**, and classifies them using **Jev (TypeSafe System One)** or traditional generative LLMs across 5 operational pillars, extracting dishes, customer highlights, and owner recommendations.

• jevtok-ts

  aarzhaev · Data & Search

  **No Python, network calls, API keys, native extensions, or runtime dependencies.** Vocabulary and lookup tables ship inside the package. Ordinary `o200k_base` tokenization is not interchangeable with Jev: `evidence` is three tokens and `2024` is four.

• jev-harness

  PromtEngineer · Data & Search

  A Pi agent harness built around TypeSafe's Jev (System One model): router, context picker, gate, verifier. Tested on Neon Postgres branches.

• JevDeepResearch

  sunyasheng · Data & Search

  GPT directs the research; Jev uses Choice and Noul to locate evidence across document regions concurrently, and code returns original passages for GPT to verify and continue. The released integration pairs Pi-Serini BM25 search with Jev batches of 20, 40, or 60 documents.

• el-jev

  vijaycinn · Data & Search

  High-speed System One decision sidecar & Copilot CLI pre-turn hook powered by Azure AI Foundry Cohere with keyless Entra ID auth.

• jev4pg

  Sheltercosmo · Data & Search

  Semantic querying and gate decisions in PostgreSQL powered by Jev Noul predicates.