AnyJev: Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training

by nokia-applied-research · LLM Plugin · ★ 1.6k

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

Featured in: TypeSafe Jev

How to install AnyJev

pip install "anyjev[hf]"        # library + transformers backend
pip install anyjev              # library only (numpy); bring your own backend

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

Security audit verdict: SAFE · quality 64/100

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.

calibrationdecision-modeljevjev-modelllmsystem-onetransformersvllm

Quick Facts

Stars1,593
Forks180
LanguagePython
CategoryLLM Plugin
LicenseApache-2.0
Quality Score64/100
Open Issues12
Last Updated2026-10-21
Created2026-09-21
Platformspython
Est. Tokens~16k

About AnyJev

English · 简体中文 · Levels contract · Results · Roadmap Jiamu Zhang1     Tianze Yang1     Yucheng Shi2     Liang Wu1 1 Nokia, Sunnyvale, CA      2 Tencent Hunyuan Qwen3-8B, a real BANKING77 item, real outputs. Left: raw next-token readout — reverse the option

Compatible Skills

These tools work well together with AnyJev for enhanced workflows:

  • open-jev-typed-decision-engine — semantic(0.46)+complementary+rare_topics+same_lang+similar_pop+shared_platform (75%)
  • awesome-jev-live — semantic(0.26)+complementary+rare_topics+same_lang+similar_pop+shared_platform (68%)
  • von — semantic(0.53)+complementary+rare_topics+same_lang+shared_platform (68%)

AnyJev alternative? Top 6 similar tools

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

  • awesome-jev by kydlikebtc · ⭐ 599

    Launch what you built on Jev, TypeSafe AI's System One decision model: a weekly board where makers launch and

  • awesome-jev-use-cases by walidboulanouar · ⭐ 486

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

  • ollaya by ollaya-dev · ⭐ 1.4k

    Jev-compatible API server for open decision models. Ollama for decision models: pull and serve 29 model famili

  • awesome-jev-projects by logicrw · ⭐ 722

    Awesome Jev: source-backed open-source ecosystem radar, plain-language project discovery, and automatic GitHub

  • von by wfzyx · ⭐ 921

    The open-source System One decision model. Sub-15ms, non-autoregressive, local drop-in alternative to TypeSafe

  • awesome-jev-live by wh000wh000 · ⭐ 378

    Awesome Jev — evidence-graded index of TypeSafe System One: SDKs, MCP tools, agents, apps and open models. 20

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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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