← Back to Skills Marketplace
132
Downloads
0
Stars
0
Active Installs
3
Versions
Install in OpenClaw
/install smart-data-insights
Description
Enterprise-grade data analysis assistant. Clean, analyze, and visualize data automatically. **Triggers when user mentions:** - Data cleaning: "数据清洗", "整理数据",...
Usage Guidance
This skill mostly looks like a normal local Python data-analysis tool, but you should not install or run it blind. Before installing: (1) Ask for and review the full contents of test.sh and all tools/*.py to ensure there are no network calls, telemetry, or commands that exfiltrate files or credentials. (2) Inspect install.sh and test.sh locally (do not run them) or run them in a disposable/sandboxed environment (container or VM). (3) Confirm the apparent mismatch in registry metadata (it says "instruction-only" but includes install scripts and code) and ask the publisher to explain enterprise features (API/SSO) referenced in marketing — if those exist, review how credentials are handled. (4) If you must run it on sensitive data, run a code-only dry run (static review) or run it against synthetic data first, and ensure no automatic uploads (S3, mail, analytics) are triggered. If you can't review the omitted Python files, treat the package as untrusted.
Capability Analysis
Type: OpenClaw Skill
Name: smart-data-insights
Version: 1.0.2
The 'smart-data-insights' skill is a legitimate data analysis utility designed to clean, analyze, and visualize tabular data (CSV, Excel, JSON) locally using standard Python libraries like pandas and matplotlib. A review of the core logic in tools/analyze.py and the installation scripts (install.sh, test.sh) reveals no evidence of malicious intent, data exfiltration, or unauthorized system modifications. The package includes extensive documentation and marketing materials consistent with a well-developed, benign productivity tool.
Capability Assessment
Purpose & Capability
The skill name, description, required binaries (python3, pip3), and listed Python deps (pandas, openpyxl, matplotlib) align with a local data analysis tool. However: (1) registry metadata at the top claims "No install spec — instruction-only skill" while SKILL.md includes an install section and installScripts (install.sh), and code files are present — this is inconsistent; (2) marketing/pricing mention enterprise features (API access, SSO, hosted signup) that are not implemented or justified by the packaged code and docs. These mismatches are worth clarifying.
Instruction Scope
SKILL.md instructs local processing and shows only local commands (calling tools/analyze.py etc.), which is appropriate. But the runtime install script runs test.sh and the repository contains executable Python tools (tools/*.py) whose full sources were omitted from the provided content. Because test.sh and the tools code were not shown, we cannot confirm they confine themselves to local data — test scripts or tools could perform network I/O or other unexpected actions. Documentation includes example commands that optionally upload or email reports (aws s3 cp, mail) — these are examples, not necessarily executed by the skill, but they indicate possible integration points that could be used to send data externally if enabled.
Install Mechanism
The install flow uses pip3 to install common Python packages (pandas, openpyxl, matplotlib, seaborn) and an install.sh script to run tests and chmod files. This is a standard packaging approach and does not pull code from obscure URLs or use archive extraction. Risk is moderate because pip installs packages from PyPI (expected for Python projects), and install.sh executes test.sh (contents not shown), so the script should be reviewed before running.
Credentials
The skill requests no environment variables or credentials. It creates/uses a per-skill config path (~/.openclaw/skills/data-analyst/config.json) which is reasonable. There are no declared credentials or sensitive env vars required by the skill, so requested environment access appears proportionate to the declared purpose.
Persistence & Privilege
The skill is not marked always:true and does not claim or appear to modify other skills or global agent settings. install.sh sets permissions and runs tests inside the skill folder; that is standard for self-installing skills and not privileged beyond the user's account. No autonomous invocation flags are unusual beyond the platform defaults.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install smart-data-insights - After installation, invoke the skill by name or use
/smart-data-insights - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.2
- Added support for install scripts: metadata now includes an "installScripts" entry with ["install.sh"].
- No other functional or descriptive changes.
v1.0.1
Version 1.0.1 of smart-data-insights
- No code or document changes detected in this release.
- Existing SKILL.md and feature set remain unchanged.
v1.0.0
Initial release of the smart-data-insights (data-analyst) skill:
- Automates data cleaning, analysis, and visualization for enterprise data workflows.
- Supports Excel (.xlsx), CSV, JSON, and TSV file formats for reading and writing.
- Provides tools for statistical summaries, trend analysis, visualizations (charts/graphs), and automated report generation.
- Install instructions and troubleshooting guidance included for smooth setup.
- Includes Chinese trigger phrases for seamless integration with various data-related tasks.
Metadata
Frequently Asked Questions
What is Data Analyst?
Enterprise-grade data analysis assistant. Clean, analyze, and visualize data automatically. **Triggers when user mentions:** - Data cleaning: "数据清洗", "整理数据",... It is an AI Agent Skill for Claude Code / OpenClaw, with 132 downloads so far.
How do I install Data Analyst?
Run "/install smart-data-insights" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Data Analyst free?
Yes, Data Analyst is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Data Analyst support?
Data Analyst is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Data Analyst?
It is built and maintained by analytica (@wuyandong8); the current version is v1.0.2.
More Skills