JevAny: Open infrastructure for training, evaluating, and deploying System 1 decision models across language

by SimpleJev · Agent Tool · ★ 116

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

How to install JevAny

git clone https://github.com/SimpleJev/JevAny.git

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.

decision-makingdecision-modeljevjev-aijev-modelloramultimodalreinforcement-learningsystem-1

Quick Facts

Stars116
Forks12
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score63/100
Last Updated2026-10-22
Created2026-09-22
Platformspython
Est. Tokens~17k

About JevAny

🇺🇸 English | 🇨🇳 简体中文 ⚡ Quickstart · 🎮 Demos · 🤗 Models · 📊 Results · 🛠️ Training · 📚 Docs JevAny is open infra for decision model training and deployment. Use a released model or train on your own data to route support tickets,

Compatible Skills

These tools work well together with JevAny for enhanced workflows:

  • Jev-Mem — semantic(0.29)+complementary+shared_fw(huggingface)+rare_topics+same_lang+similar_pop+shared_platform (72%)

JevAny alternative? Top 6 similar tools

Looking for a JevAny alternative? If you're comparing JevAny with other agent tool tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • awesome-jev-use-cases by walidboulanouar · ⭐ 452

    Awesome list of TypeSafe AI Jev use cases: 74 demos ranked by likes, 150+ GitHub repos, limits, cost and API e

  • awesome-jev by kraayenjon · ⭐ 198

    A curated list of Jev use cases, projects, SDKs, and resources. Jev is TypeSafe AI's System One model for fast

  • jevk5 by allebee · ⭐ 158

    JevK5: open-weight alternative to TypeSafe Jev. Typed decisions with probabilities in one forward pass; Apache

  • laya-server by 1Panel-dev · ⭐ 108

    A self-hosted API and web interface for Laya’s structured decision models, compatible with the TypeSafe Jev AP

  • awesome-jev-gallery by OmniJev · ⭐ 473

    🔥🔥 Awesome Jev: open-source models, projects, benchmarks, and independent evaluations for Jev and System On

  • agent-jev by malevrigns · ⭐ 394

    AgentJev-0.6B - a fast 'System One' decision model for AI Agents: feed it any unstructured state (diffs, trace

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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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