simple-jev: Turn any open model into a classifier/jev endpoint

by featherless-ai · AI Tool · ★ 642

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

How to install simple-jev

git clone https://github.com/featherless-ai/simple-jev.git

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

Security audit verdict: SAFE · quality 61/100

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.

Quick Facts

Stars642
Forks75
LanguagePython
CategoryAI Tool
LicenseApache-2.0
Quality Score61/100
Open Issues4
Last Updated2026-10-07
Created2026-09-18
Platformspython
Est. Tokens~17k

About simple-jev

Simple Jev Project Use compatible open models from huggingface, for structured classification and scoring, without training a separate classifier head. Explore the demos, playground, and documentation at simple-jev.featherless.ai. Send shared context and a set of questions.

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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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