VenusFactory2: AI agent platform with skills for protein engineering, the noob-friendly AI tutorial tool for life science

by ai4protein · Agent Tool · ★ 249

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

How to install VenusFactory2

git clone https://github.com/AI4Protein/VenusFactory2.git && cd VenusFactory2

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

Security audit verdict: SAFE · quality 67/100

Flagged: sudo usage. 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.

agentdatabasefine-tuninglanguage-modellife-sciencenoob-friendlyproteinprotein-scienceskilltutorial

Quick Facts

Stars249
Forks36
LanguagePython
CategoryAgent Tool
Quality Score67/100
Open Issues11
Last Updated2026-09-25
Created2024-05-08
Platformspython
Est. Tokens~18k

About VenusFactory2

English | 简体中文 [](https://openbayes.com

Compatible Skills

These tools work well together with VenusFactory2 for enhanced workflows:

  • stata-mcp — semantic(0.15)+complementary+same_lang+similar_pop+shared_platform (50%)
  • claude-scientific-skills — semantic(0.16)+complementary+same_lang+shared_platform (46%)

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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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