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在 OpenClaw 中安装
/install statistical-analysis-advisor
功能描述
Recommends appropriate statistical methods (T-test vs ANOVA, etc.) based.
安全使用建议
This skill appears coherent and self-contained: it recommends statistical tests, documents assumptions, and includes a local Python script and reference guides. Before installing or executing: 1) Inspect scripts/main.py yourself (or run python -m py_compile scripts/main.py) to confirm there are no unexpected network calls or subprocess usage; the provided excerpts show none but you should verify the whole file. 2) Run the script locally with non-sensitive, synthetic data to confirm behavior. 3) Do not feed secrets or production datasets unless you review how inputs/outputs are handled. 4) Treat the recommendations as advisory — the SKILL.md itself warns that human verification is required for research/publication use.
功能分析
Type: OpenClaw Skill
Name: statistical-analysis-advisor
Version: 1.0.0
The statistical-analysis-advisor skill is a legitimate tool designed to recommend statistical methods and perform power analysis. The core logic in scripts/main.py uses standard mathematical formulas and decision trees to provide recommendations based on user-provided data characteristics. There is no evidence of data exfiltration, malicious execution, or unauthorized system access; the script does not even utilize high-risk libraries like os, subprocess, or requests. The documentation in SKILL.md and the references/ directory is purely educational and aligns perfectly with the stated purpose.
能力评估
Purpose & Capability
The name/description (statistical test recommendations) match the provided materials: a decision tree, assumption checks, and power-analysis helpers in scripts/main.py and supporting references. There are no unrelated environment vars, binaries, or cloud credentials requested.
Instruction Scope
SKILL.md instructs the agent to validate inputs, run the packaged script (scripts/main.py), and return structured results. The instructions do not ask the agent to read arbitrary system files, harvest environment variables, or transmit results to external endpoints. The doc explicitly notes it does not access raw data directly and focuses on recommendations rather than automatic data exfiltration or side effects.
Install Mechanism
There is no install spec; this is an instruction + packaged script skill. That lowers risk because nothing is downloaded or installed automatically. Requirements.txt lists small, reasonable Python-only entries (dataclasses, enum).
Credentials
The skill declares no required environment variables, credentials, or config paths. The code and docs operate on inputs supplied by the user, so no secret access is requested or implied.
Persistence & Privilege
The skill is not always-enabled and does not request elevated or persistent privileges. There is no indication it modifies other skills or global agent configuration.
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 statistical-analysis-advisor - 安装完成后,直接呼叫该 Skill 的名称或使用
/statistical-analysis-advisor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
v1.0.0
Initial release of "statistical-analysis-advisor" skill.
- Provides intelligent recommendations for choosing appropriate statistical tests (T-test, ANOVA, Chi-square, etc.) based on user input.
- Includes guidance on assumption checking (normality, homogeneity, independence).
- Supports power analysis and sample size estimation.
- Workflow enforces structured, reproducible, and auditable outputs.
- Documents risks, limitations, and security practices for proper usage.
- No actual data analysis performed; human verification required for recommendations.
元数据
常见问题
Statistical Analysis Advisor 是什么?
Recommends appropriate statistical methods (T-test vs ANOVA, etc.) based. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 176 次。
如何安装 Statistical Analysis Advisor?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install statistical-analysis-advisor」即可一键安装,无需额外配置。
Statistical Analysis Advisor 是免费的吗?
是的,Statistical Analysis Advisor 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Statistical Analysis Advisor 支持哪些平台?
Statistical Analysis Advisor 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 Statistical Analysis Advisor?
由 AIpoch(@aipoch-ai)开发并维护,当前版本 v1.0.0。
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