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arthasking123

AI Data Analysis

by ZhangYang · GitHub ↗ · v1.0.0
cross-platform ✓ Security Clean
5595
Downloads
1
Stars
31
Active Installs
1
Versions
Install in OpenClaw
/install ai-data-analysis
Description
Automates CSV/Excel data cleaning, statistical analysis, trend detection, anomaly identification, visualization, and report generation.
Usage Guidance
Reasonable to install for basic local CSV cleaning or summaries if you trust the publisher. Treat generated output files as copies of your data, delete them when handling sensitive datasets, and expect to install pandas separately. Do not rely on the advertised Excel, charting, PDF/HTML, trend, or anomaly features unless a later version implements them.
Capability Analysis
Type: OpenClaw Skill Name: ai-data-analysis Version: 1.0.0 The skill bundle is classified as suspicious due to critical vulnerabilities in `main.py`. The script directly uses `sys.argv` for `file_path` and `output_format` without sufficient sanitization. This allows for arbitrary file read (including potential Server-Side Request Forgery via URLs) when `file_path` is passed to `pd.read_csv()`, and arbitrary file write via path traversal when `output_format` is used to construct output filenames (e.g., `../../../../tmp/malicious.sh`). These vulnerabilities could lead to remote code execution if exploited by a malicious user or a prompt-injected agent.
Capability Assessment
Purpose & Capability
The code is broadly aligned with CSV analysis and cleaning, but the documentation overstates capabilities such as Excel input, charting, PDF/HTML export, trends, and anomaly detection.
Instruction Scope
Runtime behavior is user-invoked through explicit CLI arguments; there are no prompt overrides, hidden instructions, automatic execution hooks, or instructions to bypass review.
Install Mechanism
No installer or postinstall behavior is present, but the Python dependency on pandas is not declared in package metadata.
Credentials
Reading a user-selected local data file and writing derived reports is proportionate to the stated purpose, though users should avoid passing unintended sensitive files.
Persistence & Privilege
The skill creates persistent local output files under an output directory, but it does not request credentials, elevated privileges, background persistence, network access, or account authority.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install ai-data-analysis
  3. After installation, invoke the skill by name or use /ai-data-analysis
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release
Metadata
Slug ai-data-analysis
Version 1.0.0
License
All-time Installs 205
Active Installs 31
Total Versions 1
Frequently Asked Questions

What is AI Data Analysis?

Automates CSV/Excel data cleaning, statistical analysis, trend detection, anomaly identification, visualization, and report generation. It is an AI Agent Skill for Claude Code / OpenClaw, with 5595 downloads so far.

How do I install AI Data Analysis?

Run "/install ai-data-analysis" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is AI Data Analysis free?

Yes, AI Data Analysis is completely free (open-source). You can download, install and use it at no cost.

Which platforms does AI Data Analysis support?

AI Data Analysis is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created AI Data Analysis?

It is built and maintained by ZhangYang (@arthasking123); the current version is v1.0.0.

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