Data labeling with decision models

Privacy-first personal knowledge management system, listed as integrating Jev for document classification and tag routing.

Side-by-side tool comparing Jev and DeepSeek on labelling the same comments for relevance, sentiment and intent, with replay and reports.

DuckDB extension adding decide_probability, decide_choice and decide_score SQL functions backed by Jev or local open decision models.

Recursive language model layer for coding agents that keeps inputs in a local evaluator, with optional Jev judge_many for typed calls.

Claude Code plugin where Jev decides and Claude writes: sort piles of text, calibrate thresholds, route prompts and gate Bash commands.

Claude Code plugin and CLI for the Jev funnel: judge items in bulk, settle confident ones in code, send only uncertain ones onward.

Free Claude Code skill where Jev sorts and Claude writes: classify, pre-route items so Claude reads only unsure ones, and gate tool calls.

ComfyUI nodes for Jev-style noul, choice and score decisions over images and text using a local imajev adapter on Qwen3.5.

Rust CLI that classifies Git commit diffs with Jev into bug fixes, security fixes with CWEs, and change types.

dbt package whose macros run Jev Choice, Noul and Score over SQL values in DuckDB and ClickHouse models.

DuckDB extension that asks Jev about every row in SQL and returns answers as ENUM, DOUBLE or STRUCT columns.

Chrome extension that labels Weibo, Threads and X posts by topic and expression style using Jev and your own label dictionary.

Static, source-attributed archive of Hermes Agent workflows and skills whose harvest job uses Jev to shelve and rank new entries.

Python and Node library that classifies Hugging Face dataset rows on typed Choice, Score and Noul dimensions using Jev.

Calibre plugin that asks Jev yes/no questions to suggest genre and subject tags for books, with per-tag thresholds and review.

Codex plugin for batch labelling JSONL records with Jev under custom policies, with Codex reviewing uncertain labels.

Moves a coding agent's bulk semantic judgments (triage, tagging, routing) to Jev; an A/B reports 78% fewer tokens at similar accuracy.

Title and abstract screening for systematic reviews with Jev: include, exclude or maybe per record, with reasons, PRISMA counts and recall.

Google Sheets custom functions JEV_IF, JEV_PROB, JEV_CHOICE and JEV_SCORE that classify, tag and score cells with Jev.

dbt package and Terraform module adding jev_noul, jev_choice, jev_score and jev_ask SQL functions to Snowflake.

Google Apps Script Gmail classifier that applies your own plain-English labels with Jev and archives only high-confidence unwanted mail.

Unix filter CLI that pipes files, lines or records to Jev for bulk yes/no, choice or score judgments so agents need not read everything.

Mines timestamped driving scenes from vehicle logs by asking Jev lateral and longitudinal manoeuvre questions per moment.

Nushell plugin that asks Jev noul, choice and score questions about a state or each table row, returning typed answers to filter.

Pi codemode tool that classifies whole project files with caller-defined Jev questions, returning paths and typed answers, not source.

Polars library for parallel LLM inference that also asks Jev per-row Noul, Choice and Score questions through a native Rust layer.

Portable SQLite C extension depending only on libcurl that adds jev_noul, jev_choice and jev_score SQL functions.

Multiplayer GitHub triage dashboard where Jev answers kind, severity, urgency, duplicate and next step per issue.

Claude Code plugin that builds reusable Jev signatures for classification or scoring and runs CSV, Excel or text datasets through them.

SignalChain: data-cleaning framework where Jev Choices classify CSV columns and dataset scenes, and local scripts do all the writing.