open-jev-typed-decision-engine: Open reproduction of TypeSafe Jev: a 150M typed decision engine

by intikhab49 · Agent Tool · ★ 50

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

Security audit verdict: SAFE · quality 65/100

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.

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.

agent-observabilitycalibrationcolabdecision-modelexpected-calibration-errorhuggingfacejevllm-alternativellm-routingmodernbert

Quick Facts

Stars50
Forks4
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score65/100
Last Updated2026-10-06
Created2026-09-19
Platformspython
Est. Tokens~17k

About open-jev-typed-decision-engine

Open Jev — a typed decision engine you can train for free A 150M encoder that answers arbitrary typed questions about a state in one forward pass, with calibrated confidence. 0.03 behind TypeSafe Jev on its own benchmark, 2.5× better calibrated, 4× faster, $0.

Compatible Skills

These tools work well together with open-jev-typed-decision-engine for enhanced workflows:

  • open-alternative-jev — semantic(0.55)+complementary+shared_fw(huggingface)+rare_topics+same_lang+similar_pop+shared_platform (86%)
  • Verdict-open-jev — semantic(0.58)+shared_fw(huggingface)+rare_topics+same_lang+similar_pop+shared_platform (78%)
  • awesome-jev — semantic(0.49)+complementary+shared_fw(huggingface)+rare_topics+similar_pop (74%)

open-jev-typed-decision-engine alternative? Top 6 similar tools

Looking for a open-jev-typed-decision-engine alternative? If you're comparing open-jev-typed-decision-engine 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.

  • jev-style by lawrence3699 · ⭐ 89

    JevStyle: local decision models for AI agents. Classify, route and score with a probability per option. system

  • Verdict-open-jev by Heman10x-NGU · ⭐ 118

    Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev be

  • jevk5 by allebee · ⭐ 166

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

  • awesome-jev by OmniJev · ⭐ 65

    🔥🔥 Papers, open reproductions and independent evaluations behind System One models and Jev.

  • neurolink by juspay · ⭐ 168

    The pipe layer of an AI nervous system — one interface connecting provider neurons to your application, across

  • RSI-Jev by Shanghua-Gao · ⭐ 135

    Typed-decision models (noul / choice / score) trained by a self-improving loop of AI agents — checkpoints, the

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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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