Scoring & Ranking

Agent skill and Python library for Claude Code and Codex that reranks candidate lists with one Jev yes/no relevance question each.

Drop-in rerank API that speaks Cohere, Jina and Voyage request shapes and scores each document with a Jev relevance question.

Python library that reranks RAG results and filters out documents that do not help answer the query, using Jev Noul judgments.

Self-hosted MCP research server that filters search results and page blocks with Jev, returning compact evidence with provenance.

MCP server that scores every search query, result and fetched page an agent sees for relevance, credibility and steering risk.

sys1grep: a zero-dependency grep that finds lines by meaning, scoring each line with Jev, with AND/OR/NOT and cross-language queries.

Site audit for SEO and AI-search visibility: a deterministic crawl, narrow Jev Choice, Score and Noul questions, and a live dashboard.

CLI that scores every test against a git diff with Jev and emits filter arguments for vitest, jest, node, Playwright, cargo, go and rspec.

Neovim plugin that asks every function in the buffer a plain-language question with Jev and lists hits in quickfix ranked by probability.

Permission-aware document library using Jev or Cloudflare Clef for hierarchical search, passage scoring and automatic filing.

CLI that has Jev judge a video's subtitles segment by segment, then cuts a highlight reel and a filler-free full version.

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.

Claude Code plugin that logs your prompts locally and later has Jev score how well you prompt the coding agent over time.

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

Resume review app and MCP server where a Cloudflare Worker asks Jev typed questions and composes a JevScore, generally or per job.

MCP server that returns only the JS/TS code a task needs by following the TypeScript compiler graph and asking Jev about relevance.

Semantic grep for code, diffs and CSV rows that packs 16 chunks per Jev request and prints file:line hits with CI-friendly exit codes.

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

sort where the key is a description: Jev judges pairs of texts and a Bradley-Terry fit turns them into a scored ranking.

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.

Test selector that asks a judge whether a code change could affect each test, skipping only confidently irrelevant tests.

CLI that searches code, docs and logs by natural-language condition, asking Jev a yes/no question per candidate with a threshold.

Local code search for coding agents: ripgrep/BM25 shortlist, then Jev judges each chunk's relevance, served over MCP.

Oh My Pi skill for method-first bulk classification: decide when to use Jev, then pilot and freeze a rubric for judge_batch.

Chrome extension that grades readable page sections on ten rubric scores with Jev via Vercel AI Gateway and gives the page an A-E grade.

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

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