Retrieval reranking and RAG with decision models

Cheap Jev checks beside a Claude coding session: per-function code rules, doc contradiction checks and context retrieval.

Single MCP tool that indexes a repo and has Jev rank a shortlist so a coding agent reads the right files and lines instead of grepping.

Rust semantic code search: Jev scores file paths, then code windows in the survivors, and prints matching line ranges.

CLI and MCP server where Jev scores code fragments for a behaviour question and returns exact excerpts with line numbers.

Agent skill that teaches coding agents to hand bulk semantic judgments to Jev and to find where a product could use Jev decisions.

Python library that replaces hard-coded RAG thresholds with calibrated decisions for stopping, chunking, selection, abstention and caching.

Assembles source-linked evidence for an AI task within a token budget using Jev relevance judgments and diversity-aware selection.

Multi-user MCP 'agents' cloud' on Cloudflare Workers with an optional search stage that reranks candidates with Workers AI Jev scores.

Agentic LEGO builder that turns an idea into an LDraw model, using Jev reranking to find suitable parts and example models.

MCP server and semantic index that tags shadcn-format components once and matches a plain-language brief to them deterministically.

Speed-focused Pi extension combining a local coding model with Jev judgments for file retrieval and cached requests.

Parallel web search CLI and MCP server where Jev scores fetched pages and picks which links to follow next.

Local-first MCP server that returns only Jev-checked passages from big PDFs, Word files and spreadsheets, with exact row calculations.

RubyLLM provider gem for TypeSafe Jev: block-style typed evaluations with noul, choice and score, plus RubyLLM.rerank support.

Chrome extension that re-ranks Google results with Jev questions per result and folds away sales pages and SEO filler.

MCP server and agent skill for designing Jev judgments: question linting, batch evaluation, threshold calibration and reranking.

Rails gem for intent search: Jev answers declared questions when records are saved, and searches become weighted SQL over those answers.

Milvus-based multi-hop graph RAG library where two-stage Jev Noul scoring selects relations and reranks passages.

Self-hosted memory MCP server on Cloudflare Workers where a Jev layer judges memory type, salience and durability and re-ranks recall.

Codex search plugin that runs ripgrep and keeps only passages Jev judges relevant to the question.

Offline-by-default demo of six Jev decision workflows: model tiering, prompt screening, tool-call risk, reranking and more.

Long-document search that walks a PageIndex tree, asking Jev Choice which page or branch answers the question, with no embeddings.

Developer preview adding Jev candidate reranking to the Rime (Squirrel) Chinese input method on macOS with a Ctrl tap.

Turkish natural-language outerwear search where Jev decides in two steps, code filters and ranks, and a panel shows each step.

Rebuilds a site's internal link map with Jev judging thousands of link candidates, raced against Claude Opus 5 on the same queue.

Experimental Python CLI for semantic line search with Jev via OpenRouter, meant to complement exact search for agents and notes.

Fish-style zsh autosuggestions where Jev ranks your recent history entries as you type.

Browser extension that has Jev score search results for relevance, depth, SEO filler and page type, then re-ranks them with a 0-100 badge.

Single-script CLI and library for NLI classification and multiple-choice reranking with the AlexWortega/openjev Qwen3.5-4B cross-encoder.

PiJev: Pi-based coding agent where Jev shortlists skills, ranks code excerpts and triages tool failures while your model writes code.