djev: Jev-style structured decisions on DiffusionGemma: the example server from vLLM PR 57250

by mmastrac · Agent Tool · ★ 115

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Security audit verdict: SAFE · quality 62/100

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

Stars115
Forks12
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score62/100
Open Issues5
Last Updated2026-10-02
Created2026-09-21
Platformspython
Est. Tokens~14k

About djev

Structured reads on DiffusionGemma A discrete diffusion model denoises a whole canvas per forward pass. If the canvas is seeded with the answer's fixed text and only the answer slots are left as noise, one denoise step gives a distribution over each slot. These fields ( on the OpenAI server) expose that: turns a question schema into those fields.

Compatible Skills

These tools work well together with djev for enhanced workflows:

  • open-alternative-jev — semantic(0.44)+complementary+same_lang+similar_pop+shared_platform (66%)
  • laya-ultrafast — semantic(0.21)+complementary+shared_fw(openai)+same_lang+similar_pop+shared_platform (65%)
  • jevals — semantic(0.18)+complementary+shared_fw(openai)+same_lang+similar_pop+shared_platform (64%)

djev alternative? Top 1 similar tools

Looking for a djev alternative? If you're comparing djev with other agent tool tools, these 1 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

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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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