Jevstiller: Distill a repeated Jev classification task into a local model, on the fly — same answers, your hardware

by tomerglick57 · LLM Plugin · ★ 71

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

How to install Jevstiller

docker run -d -p 8080:8080 -v jevstiller-data:/data ghcr.io/tomerglick57/jevstiller
pip install jevstiller                 # everything: the proxy (`jevstiller serve`), the encoder, the Jev adapter

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

Security audit verdict: SAFE · quality 63/100

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.

classificationdistillationjevknowledge-distillationllmmlopsmodel-cascadepythontypesafe

Quick Facts

Stars71
Forks11
LanguagePython
CategoryLLM Plugin
LicenseApache-2.0
Quality Score63/100
Last Updated2026-10-22
Created2026-09-21
Platformspython
Est. Tokens~18k

About Jevstiller

Jev, distilled on the fly. Same call. Same answers. Your hardware. Put Jevstiller in front of a repeated Jev classification call. A

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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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