Retrieval reranking and RAG with decision models

Plain-language web search where a decision model like Jev picks query, sources and time range, then ranks Search1API results.

MCP server over Apple developer docs and WWDC transcripts that uses hybrid search, then Jev relevance scores to rank results.

Local long-term memory for coding agents with an optional Jev reranker that orders recalled memories.

Volcengine's context database for agents, with a Jev rerank client that scores candidate documents with jev-latest as relevance.

Jev as a calibrated reranker: query plus up to 30 documents in one call, one relevance Noul per document, benchmarked on BEIR.

Codex hook that compacts large command and tool outputs, using Jev to rank which chunks matter and keeping the full output retrievable.

Local tool where Jev reads every accepted paper's abstract at NeurIPS, ICLR or ICML and judges relevance to your research topic.

Deterministic code-graph context for coding agents on Postgres, AGE and pgvector, with optional Jev or local re-selection of symbols.

Claude Code plugin that adds Jev as an independent judge for review findings, debugging hypotheses, design options and search hits.

Retrieval layer for Codex that finds evidence locally, optionally ranks sanitized excerpts with Jev, and returns bounded, cited evidence.

Agent skill where Ego Lite drives the browser and Jev resolves semantic choices: targets, filtering, ranking and evidence checks.

Skill pack handing an agent's small decisions to Jev: model routing, skill choice, search, memory, compaction and computer use.

JSON-in/JSON-out CLI that reranks, filters or compresses search results with independent Jev Noul checks, keeping metadata intact.

MCP tool that asks Jev which files, web pages or snippets are relevant to a query, so the agent reads selectively.

pip-installable Jev kit: a CLI for verify, screen, classify, extract, route and rerank, plus an MCP server for the primitives.

Pipe grep or file lists into Jev to get every candidate scored, sorted and cut at a calibrated threshold, so agents read only what matters.

Terminal tool that finds link paths between Wikipedia articles: Jev ranks each page's outgoing links while Python runs the search.

MCP server giving coding agents typed judgment tools (verify, screen, rerank, gate, score) backed by Jev, with auto/review/escalate policy.

Self-hosted Jev MCP gateway on Cloudflare Workers with nine tools for intent routing, reranking and batch judgments.

Typed-decision accuracy layer for RAG: six checks for intent, relevance, clarification, sufficiency, grounding and caveats.

Filters an assistant's memories by relevance, not resemblance: one Jev yes/no per memory in a single request, kept above a threshold.

Python library that scores each RAG passage with a Jev Score question in one batched call, then sorts and filters by threshold.

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.

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

Rust MCP server that retrieves agent-skill metadata with SQLite FTS5 and ranks candidates with one typed Score each from Jev.

Small stdio MCP server with ask, rank and verify tools backed by Jev, a local event log and installers for several agent harnesses.

PostgreSQL toolkit with 41 Jev-powered semantic operators and natural-language-to-SQL, leaving joins and arithmetic to SQL.

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