← 返回 Skills 市场
787
总下载
0
收藏
1
当前安装
1
版本数
在 OpenClaw 中安装
/install statistics-2
功能描述
Comprehensive statistical testing library with 37+ methods for normality tests, location tests, correlation tests, time series tests, and model diagnostics....
安全使用建议
This SKILL.md is documentation-only for a Python package; it does not include the package source or installation steps. Before relying on it, verify that the 'pywayne' package (or equivalent) is available from a trusted source (PyPI/GitHub) and inspect its source code or provenance. If you plan to execute the example code, pip-install only from known repositories and run in an isolated environment. There are no direct signs of data-exfiltration or credential requests in the skill itself, but lack of provenance lowers confidence — confirm the package origin before installing or running it.
功能分析
Type: OpenClaw Skill
Name: statistics-2
Version: 0.1.0
The skill bundle contains standard metadata in `_meta.json` and documentation for a statistical library in `SKILL.md`. The `SKILL.md` provides Python code examples using `numpy` and `statsmodels`, demonstrating statistical tests. There are no indications of prompt injection attempts against the AI agent, no malicious code execution (e.g., shell commands, network calls, file system access beyond standard library usage), no data exfiltration, and no attempts at persistence or obfuscation. The content is entirely aligned with the stated purpose of providing statistical testing capabilities.
能力评估
Purpose & Capability
The name/description match the contents of SKILL.md: it documents many statistical tests and shows example usage. The declared capability aligns with the methods and examples shown.
Instruction Scope
The instructions are examples that import 'pywayne.statistics' and call API methods, but the skill provides no install steps or code files. The SKILL.md does not direct the agent to read files, environment variables, or send data to external endpoints — so there is no scope creep. However, runtime use will require the referenced Python package to actually exist in the environment; the skill does not provide provenance or installation guidance.
Install Mechanism
No install spec is provided (instruction-only), which minimizes installation risk. Because nothing is downloaded or written, there is no install-time code execution risk from the skill itself.
Credentials
No environment variables, secrets, or config paths are requested. The claimed functionality (statistical tests) does not require additional credentials, so the lack of requested secrets is appropriate.
Persistence & Privilege
The skill does not request 'always' presence and does not instruct modifying system or other skills' configurations. Default autonomous invocation is allowed but not accompanied by increased privileges.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install statistics-2 - 安装完成后，直接呼叫该 Skill 的名称或使用
/statistics-2触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v0.1.0
Initial release of pywayne-statistics.
- Introduces a unified statistical testing library supporting 37+ tests across normality, location, correlation, time series, and model diagnostics.
- All test methods return standardized TestResult objects with fields for p-value, statistic, confidence interval, effect size, and more.
- Provides easy-to-use API classes: NormalityTests, LocationTests, CorrelationTests, TimeSeriesTests, and ModelDiagnostics.
- Includes utility functions to list available tests and display usage instructions.
- Offers method selection guides and examples for fast onboarding.
- Supports multiple testing correction guidance and a consistent interface for hypothesis testing and data validation.
元数据
常见问题
Pywayne Statistics 是什么？
Comprehensive statistical testing library with 37+ methods for normality tests, location tests, correlation tests, time series tests, and model diagnostics.... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 787 次。
如何安装 Pywayne Statistics？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install statistics-2」即可一键安装，无需额外配置。
Pywayne Statistics 是免费的吗？
是的，Pywayne Statistics 完全免费（开源免费），可自由下载、安装和使用。
Pywayne Statistics 支持哪些平台？
Pywayne Statistics 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 Pywayne Statistics？
由 wangyendt（@wangyendt）开发并维护，当前版本 v0.1.0。
推荐 Skills