技能详情（站内镜像，无评论）
作者：ZhangYang @arthasking123
许可证：MIT-0
MIT-0 ·免费使用、修改和重新分发。无需归因。
版本：v1.0.0
统计：⭐ 0 · 1.7k · 9 current installs · 9 all-time installs
⭐ 0
安装量（当前） 9
🛡 VirusTotal ：可疑 · OpenClaw ：可疑
Package：arthasking123/ai-data-analysis
安全扫描（ClawHub）
- VirusTotal ：可疑
- OpenClaw ：可疑
OpenClaw 评估
The skill's description and docs promise Excel support, visualizations, anomaly/trend detection, and export options, but the included code only implements basic CSV read/describe and simple cleaning — several claimed capabilities and dependencies are missing or inconsistent.
目的
The manifest and SKILL.md advertise CSV/Excel/JSON support, chart generation, trend and anomaly detection, and PDF/HTML export. The shipped main.py only reads CSV via pandas, writes a Markdown summary, and performs simple cleaning with CSV/JSON output. Excel reading, visualization libraries, anomaly/trend algorithms, and export-to-PDF/HTML are not implemented. package.json implies an npm-style package but the runtime is Python — and required r…
说明范围
SKILL.md shows usage examples for analyzing .xlsx files, generating charts, and producing reports, but the runtime instructions embedded in main.py only accept CSV files and provide markdown/CSV/JSON outputs. The instructions therefore overpromise functionality the code doesn't provide. There are no instructions to access unrelated files, env vars, or remote endpoints; however the advertised runtime behavior in SKILL.md is inconsistent with th…
安装机制
No install spec is provided (instruction-only style), so nothing external is downloaded or written during install. That reduces install-time risk. However, a missing declaration of required runtime dependencies (python and pandas, and likely Excel/visualization packages) is an operational gap — not a network/installer risk, but it is an inconsistency to surface to users.
证书
The skill requests no environment variables, credentials, or config paths. The code also does not access secrets or external services. This is proportionate to the implemented behavior (local file processing).
持久
The skill does not request always: true, does not modify other skills or system settings, and writes outputs only under an 'output' directory relative to the script. There is no evidence of elevated persistence or privilege escalation.
安装（复制给龙虾 AI）
将下方整段复制到龙虾中文库对话中，由龙虾按 SKILL.md 完成安装。
请把本段交给龙虾中文库（龙虾 AI）执行：为本机安装 OpenClaw 技能「AI Data Analysis」。简介：Automates CSV/Excel data cleaning, statistical analysis, trend detection, anoma…。
请 fetch 以下地址读取 SKILL.md 并按文档完成安装：https://raw.githubusercontent.com/openclaw/skills/refs/heads/main/skills/arthasking123/ai-data-analysis/SKILL.md
（来源：yingzhi8.cn 技能库）SKILL.md
暂无本地缓存内容，可在后台执行详情同步。