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在 OpenClaw 中安装
/install spearman-correlation
功能描述
计算两个表格之间的 Spearman 相关性,并输出 FDR 校正后的结果。适用于微生物组数据(如 Family 丰度表与环境因子/功能基因表)的相关性分析。
安全使用建议
This skill appears coherent and focused on computing Spearman correlations and FDR-corrected p-values for paired tabular inputs. Before installing or running it, consider: (1) ensure your agent/runtime has Python 3 and the listed packages (pandas, scipy, statsmodels, openpyxl) in a controlled environment (virtualenv/conda) — the skill does not provide installation steps; (2) the agent will read whatever files you point it at, so do not supply sensitive or unrelated files; (3) outputs are written as .xlsx files—decide where those files may be stored; (4) for large datasets or many file pairs, computations may be slow or memory-intensive; (5) verify that sample/column names match across tables before running to avoid misleading results. If you want the skill to install missing packages automatically, request an install spec or add installation steps and vet their sources.
功能分析
Type: OpenClaw Skill
Name: spearman-correlation
Version: 1.0.0
The skill is designed for statistical analysis, specifically calculating Spearman correlation and FDR correction for microbiome or environmental data. The instructions in SKILL.md outline a standard data science workflow using common Python libraries (pandas, scipy, statsmodels) and do not contain any indicators of malicious intent, data exfiltration, or unauthorized execution.
能力评估
Purpose & Capability
Name/description (Spearman correlation on two tables) match the SKILL.md workflow. The listed Python libraries (pandas, scipy, statsmodels, openpyxl) are appropriate and expected for the described computations and Excel output. No unrelated binaries, env vars, or config paths are requested.
Instruction Scope
Runtime instructions stay within the stated scope: identify input files/folders, load tabular data, compute spearmanr and FDR (multipletests), and save Excel outputs. Instructions do not request reading unrelated system files, accessing external endpoints, or requiring secrets. The SKILL.md header allows tools Read, Bash, Glob, Grep — the workflow plausibly uses Read/Glob for files; nothing in the prose instructs broad or unexpected data collection.
Install Mechanism
There is no install spec (instruction-only), which is low risk. The skill lists reasonable Python dependencies but does not attempt to download or install packages itself. Users or the agent environment must already have (or install) pandas, scipy, statsmodels, and openpyxl.
Credentials
The skill requests no environment variables, credentials, or config paths. All requested resources are proportional to the task (reading user-provided data files and writing .xlsx outputs).
Persistence & Privilege
always is false and the skill does not request persistent system changes or modification of other skills. Autonomous invocation is allowed (platform default) but is not combined with excessive privileges or credential access.
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 spearman-correlation - 安装完成后,直接呼叫该 Skill 的名称或使用
/spearman-correlation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 spearman-correlation skill:
- Calculates Spearman correlation between two tables, tailored for microbiome data (e.g., family abundance vs. environmental factors).
- Supports both single file and batch (folder) analysis, matching files by name and handling subfolders.
- Automatically recognizes file formats (.txt, .tsv, .xlsx) and verifies matched sample columns.
- Performs FDR (Benjamini-Hochberg) correction on p-values.
- Outputs results in Excel (.xlsx) files with separate sheets for correlation coefficients, raw p-values, and FDR-adjusted p-values.
- Summarizes significant correlations (both raw and FDR < 0.05) and reports the Top 10 positive/negative associations.
元数据
常见问题
spearman-correlation 是什么?
计算两个表格之间的 Spearman 相关性,并输出 FDR 校正后的结果。适用于微生物组数据(如 Family 丰度表与环境因子/功能基因表)的相关性分析。 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 154 次。
如何安装 spearman-correlation?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install spearman-correlation」即可一键安装,无需额外配置。
spearman-correlation 是免费的吗?
是的,spearman-correlation 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
spearman-correlation 支持哪些平台?
spearman-correlation 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 spearman-correlation?
由 Dong Zhao(@zd200572)开发并维护,当前版本 v1.0.0。
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