Skill 审计报告
data-science-python-stack 审计报告.
Opinionated Python stack for data-science / ML work — one library per job, organized into tiers (mandatory / user choice / optional / transitive). SKILL.md is the index; per-library `references/<library>.md` files carry scope, "pick this when" / "pick something else when", and pairings. TRIGGER when (any of these): (1) **a library import fails** in this stack's domain — the answer is install, not substitute (see § "Missing dependency"); (2) **a library choice has to be made** — explicitly (the user asks "which library for X?") or implicitly (code is about to introduce a new dependency, or the project is being scaffolded and the tabular library hasn't been picked yet); (3) starting a new Python data-science / ML project; (4) the user or current code reaches for a substitute outside the stack (xgboost, lightgbm, black, isort, flake8, poetry, hatch), or reaches for `mlflow` to log params/metrics, or for `cross_val_score` + handwritten reporting — redirect: tracking → `skore` Project API,
OpenAgentSkill 信任评分
OpenAgentSkill 信任评分
Trust Score 帮助 Agent 在安装前判断一个 Skill 是否足以进入候选清单。
GitHub 采用度
信息62
122 个 GitHub Stars
Star/Fork 活跃度
警告51
122 个 Star，8 个 Fork; 当前元数据中没有议题活跃度信息
近期维护
通过100
距上次推送 30 天
许可证清晰度
通过86
BSD-3-Clause
README/SKILL.md 完整度
通过86
元数据包含足够的用法与工作流上下文
依赖与运行时风险
信息64
credential or environment access, network or browser surface
安装可用性
通过92
npx skills add probabl-ai/skills --skill data-science-python-stack
安装命令安全性
通过92
标准软件包或运行时安装路径
权限范围
失败22
secrets or environment access, shell or command execution
仓库证据
通过86
https://github.com/probabl-ai/skills/tree/main/skills/data-science-python-stack
审查状态
警告46
缺少 AI 审查批准
Agent 验证结果
信息54
暂未有 Agent 结果数据
检查项
安装与采用审查
安装路径
92
npx skills add probabl-ai/skills --skill data-science-python-stack
仓库
88
https://github.com/probabl-ai/skills/tree/main/skills/data-science-python-stack
许可证
86
BSD-3-Clause
维护
100
距上次推送 30 天
AI 审查
55
Review approval is missing
README/SKILL.md 完整度
86
Usable description available
依赖风险
64
credential or environment access, network or browser surface
安装命令安全性
92
标准软件包或运行时安装路径
权限范围
22
secrets or environment access, shell or command execution
Star/Fork 活跃度
51
122 个 Star，8 个 Fork; 当前元数据中没有议题活跃度信息
采用度
68
122 个 GitHub Stars
Financial decision safety
58
Research-only use: do not treat output as financial advice or execute a position without human approval.
警告
- Permission surface may require sandboxing
- Financial research output is not financial advice; require human review before any live investment decision
- 缺少 AI 审查批准
- Financial research output is not financial advice; require human review before any live investment decision.
- Quality score needs review
- Permission surface needs review: secrets or environment access, shell or command execution
- Stars/forks activity: 122 stars, 8 forks; issue activity unavailable in current metadata
- Permission surface: secrets or environment access, shell or command execution
- Review status: AI review approval is missing
方法
本报告综合公开元数据、AI 审查输出、仓库活跃度、安装就绪度、OpenAgentSkill 事件、质量评分、信任检查和 Agent 安全门槛；它不是完整的源代码安全审计。
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