jev-dataops: An open-source JEV-powered workbench for streaming data selection, quality evaluation, automatic LoRA training

by RenaGao · AI Tool · ★ 65

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

How to install jev-dataops

git clone https://github.com/RenaGao/jev-dataops.git

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

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. 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

Stars65
Forks8
LanguagePython
CategoryAI Tool
LicenseMIT
Quality Score65/100
Last Updated2026-10-08
Created2026-09-21
Platformspython
Est. Tokens~21k

About jev-dataops

JEV DataOps A traceable pipeline for general and domain-specific data: upload → screen → evaluate data → train a model → evaluate the result. Try the public browser demo — no installation, API key, or GPU required. Click Use example → Start workflow, then inspect screening decisions, measured evaluation, and downloadable reports.

Compatible Skills

These tools work well together with jev-dataops for enhanced workflows:

  • just-eval — semantic(0.31)+complementary+same_lang+similar_pop+shared_platform (61%)
  • EvoTrace — semantic(0.27)+complementary+same_lang+similar_pop+shared_platform (59%)
  • thinkingbox — semantic(0.25)+complementary+same_lang+similar_pop+shared_platform (59%)

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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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