jev-reranker: Jev-powered relevance filtering and reranking for RAG in Python

by hotchpotch · AI Tool · ★ 50

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install jev-reranker

uv add jev-reranker
uv add 'jev-reranker[all]'

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 68/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

information-retrievalnlp

Quick Facts

Stars50
Forks2
LanguagePython
CategoryAI Tool
LicenseMIT
Quality Score68/100
Last Updated2026-09-21
Created2026-09-19
Platformspython
Est. Tokens~20k

About jev-reranker

jev-reranker: Relevance Filtering & Reranking for RAG jev-reranker is a Python library for reranking search results and filtering retrieved documents with TypeSafe.AI's Jev. It provides prompts for both tasks and handles concurrent requests, splitting long candidate lists, and retries. For a walkthrough with examples, read Introducing jev-reranker: Reranking and Relevance Filtering for RAG.

Compatible Skills

These tools work well together with jev-reranker for enhanced workflows:

  • open-alternative-jev — semantic(0.21)+complementary+shared_fw(huggingface)+same_lang+similar_pop+shared_platform (65%)
  • OpenDecision — semantic(0.18)+complementary+shared_fw(huggingface)+same_lang+similar_pop+shared_platform (64%)

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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