kev — security grade SAFE, quality 67/100

Security audit verdict: SAFE · quality 67/100

No red flags found in any of the 11 categories — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

by jaredpalmer · AI Tool · ★ 743

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

🔒 Is kev safe to install? View the security audit →

About kev

kev Jev-inspired decision model. Typed questions in, calibrated probabilities out, one forward pass. kev is a LoRA adapter and a small readout head on top of Qwen2.5-0.5B. It reads a document once and answers many typed questions about it in parallel, in a single prefill pass with no decoding. The document and every question are packed into one sequence; a block-causal mask lets each question see the document but never another question. A pointer head then scores each question's options against its decision token and applies softmax. Those probabilities are the output. The head is trained with cross-entropy against labelled outcomes, so the probabilities are l

Quick Facts

Stars743
Forks43
LanguagePython
CategoryAI Tool
LicenseApache-2.0
Quality Score67.02450681263/100
Open Issues4
Last Updated2026-09-20
Created2026-09-17
Platformspython
Est. Tokens~17k

Compatible Skills

These tools work well together with kev for enhanced workflows:

  • poe2-mcp — semantic(0.24)+complementary+same_lang+similar_pop+shared_platform (58%)
  • jev-codex-router — semantic(0.22)+complementary+same_lang+similar_pop+shared_platform (58%)

kev alternative? Top 6 similar tools

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

  • axton-obsidian-visual-skills by axtonliu · ⭐ 3.6k

    Visual Skills Pack for Obsidian: generate Canvas, Excalidraw, and Mermaid diagrams from text with Claude Code

  • claudekit-skills by mrgoonie · ⭐ 2.2k

    All powerful skills of ClaudeKit.cc!

  • EDRSilencer by netero1010 · ⭐ 1.9k

    A tool uses Windows Filtering Platform (WFP) to block Endpoint Detection and Response (EDR) agents from report

  • perf-map-agent by jvm-profiling-tools · ⭐ 1.7k

    A java agent to generate method mappings to use with the linux `perf` tool

  • shaping-skills by rjs · ⭐ 1.4k

    Skills I use with Claude for shaping

  • pivotnacci by blackarrowsec · ⭐ 725

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Frequently Asked Questions

What is kev?

kev is tiny Jev-like model built on top of Qwen2.5-0.5B you can train and run on your MacBook. It is categorized as a AI Tool with 743 GitHub stars.

What programming language is kev written in?

kev is primarily written in Python.

How do I install or use kev?

You can find installation instructions and usage details in the kev GitHub repository at github.com/jaredpalmer/kev. The project has 743 stars and 43 forks, indicating an active community.

What license does kev use?

kev is released under the Apache-2.0 license, making it free to use and modify according to the license terms.

What are the best alternatives to kev?

The top alternatives to kev on Agent Skills Hub include axton-obsidian-visual-skills, claudekit-skills, EDRSilencer. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy, covering 11 red-flag categories including credential harvesting, data exfiltration, and curl | sh installers. 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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