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It is designed for scenarios that require direct operating system application and in-depth data analysis. [Forced trigger scenario]: - User mentions reading/writing/manipulating Excel, WPS, Word, TXT, Markdown, RTZ, etc. - User wants to "grab", "extract", and "get" data from any application - User needs to perform "in-depth analysis", "trend research", "anomaly detection", and "prediction" on the data - User requests to generate "charts", "visualizations", "dashboards", "data reports" - users say, "Help me see in this document..." Analyze this data...", "Make a chart presentation..." - Any task involving cross-application data flow [Core Competencies]: System interface calls × Data in-depth analysis × Professional visualization IMPORTANT: As long as it involves any of the file operations, data analysis, and visualization, this skill must be used. Don't skip tasks just because they "look simple" - there are many pitfalls in the underlying interface calls, and there are pitfall avoidance guides in the skills.
by
zhaojie911272507
· GitHub ↗
· v1.0.0
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Install in OpenClaw
/install system-data-intelligence-skill
Description
专为需要直接操作系统应用并进行深度数据分析的场景设计。 【强制触发场景】： - 用户提及 Excel、WPS、Word、TXT、Markdown、RTZ 等文件的读取/写入/操控 - 用户想从任何应用中「抓取」「提取」「获取」数据 - 用户需要对数据进行「深度分析」「趋势研究」「异常检测」「预测」 - 用户要求生...
Usage Guidance
This skill appears to do what it says (read local Office/WPS files, analyze data, create visual reports), but it will operate on local files and call system automation (COM, AppleScript, LibreOffice). Before installing: 1) Review and trust the code and its GitHub source — it will read arbitrary files you point it at. 2) Be aware it asks for/needs system-level permissions on macOS (Accessibility/automation) and requires Office/LibreOffice to be present for some paths. 3) The skill metadata omits declaring these system dependencies; verify and install required packages (requirements.txt) and binaries manually. 4) If you care about privacy, run it in a controlled environment (VM or sandbox) or require explicit user confirmation before the agent opens files. 5) If you will allow autonomous agent invocation, consider limiting triggers or requiring an explicit user approval step, because SKILL.md's “must use” language encourages automatic analysis of files without additional prompts.
Capability Analysis
Type: OpenClaw Skill
Name: system-data-intelligence-skill
Version: 1.0.0
The skill bundle provides powerful data analysis and document parsing capabilities but utilizes high-risk system interfaces to achieve them. Specifically, it employs Windows COM automation (win_excel_reader.py), macOS AppleScript via subprocess calls (mac_excel_reader.py), and Linux shell execution for LibreOffice conversions (linux-api.md). While these behaviors are aligned with the stated purpose of interacting with Office/WPS applications across different operating systems, the use of broad automation APIs and subprocess execution for system-level control meets the threshold for a suspicious classification.
Capability Assessment
Purpose & Capability
The skill's name/description (system-level file/app access + deep analysis + visualization) aligns with the provided scripts (win/mac/linux readers, analyzer, viz engine). However the registry metadata declares no required binaries/configs/env yet the SKILL.md and scripts rely on system components (Excel/WPS via COM, xlwings/AppleScript, libreoffice, osascript) and external Python packages. The omission of required system dependency declarations (Office/LibreOffice, macOS Accessibility/osascript) is an incoherence that could lead to unexpected failures or overbroad agent behavior.
Instruction Scope
SKILL.md and AGENTS.md instruct the agent to auto-detect OS and automatically read, analyze, visualize, and save reports for 'any' supported file; they explicitly say this skill must be used for all file/data analysis tasks and discourage asking the user about format. That encourages agents to open arbitrary local files and perform full analysis without explicit per-file confirmation. The runtime instructions also recommend granting macOS Accessibility/automation permissions and running system commands (osascript, libreoffice), which are legitimate for the use case but broaden the scope of actions the agent will perform.
Install Mechanism
No formal install spec in registry (instruction-only), but the repository includes code and a README with a git clone URL and requirements.txt. Dependencies are standard PyPI packages; no downloads from unusual hosts in the provided files. The lack of an explicit install/packaging declaration in the skill metadata is a minor mismatch but not necessarily malicious—just means installation and dependency management are left to the operator.
Credentials
The skill requires no environment variables or external credentials (correctly reflected in metadata). However it legitimately requires access to local system resources (Office COM objects, AppleScript automation, LibreOffice binary) and may ask user to grant macOS Accessibility or allow terminal to control Excel. Those are proportional to the stated purpose but are privacy-sensitive because the skill will read arbitrary local documents and write outputs and logs to disk.
Persistence & Privilege
The skill does not request always:true, does not declare special platform-wide privileges, and does not modify other skills’ configs. README suggests placing the repo under ~/.cursor/skills for automatic loading (normal for skills). No evidence the skill persistently exfiltrates credentials or alters system-wide settings beyond saving outputs/logs in an outputs/ directory.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install system-data-intelligence-skill - After installation, invoke the skill by name or use
/system-data-intelligence-skill - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of system-data-intelligence-skill.
Key changes:
- Enables streamlined reading, editing, and automation for Excel, WPS, Word, TXT, Markdown, and related files across Windows, macOS, and Linux.
- Provides robust, multi-level data analysis (descriptive, diagnostic, predictive, prescriptive) with clear execution paths and sample code.
- Delivers professional data visualizations and automated report generation (interactive HTML, static PNG, summary markdown, and structured JSON/CSV).
- Includes automatic file format detection and standardized output directories with logs of all operations.
- Comprehensive decision tree and prioritized technical approaches for each OS to safely handle all system-data workflows.
Metadata
Frequently Asked Questions
What is It is designed for scenarios that require direct operating system application and in-depth data analysis. [Forced trigger scenario]: - User mentions reading/writing/manipulating Excel, WPS, Word, TXT, Markdown, RTZ, etc. - User wants to "grab", "extract", and "get" data from any application - User needs to perform "in-depth analysis", "trend research", "anomaly detection", and "prediction" on the data - User requests to generate "charts", "visualizations", "dashboards", "data reports" - users say, "Help me see in this document..." Analyze this data...", "Make a chart presentation..." - Any task involving cross-application data flow [Core Competencies]: System interface calls × Data in-depth analysis × Professional visualization IMPORTANT: As long as it involves any of the file operations, data analysis, and visualization, this skill must be used. Don't skip tasks just because they "look simple" - there are many pitfalls in the underlying interface calls, and there are pitfall avoidance guides in the skills.?
专为需要直接操作系统应用并进行深度数据分析的场景设计。 【强制触发场景】： - 用户提及 Excel、WPS、Word、TXT、Markdown、RTZ 等文件的读取/写入/操控 - 用户想从任何应用中「抓取」「提取」「获取」数据 - 用户需要对数据进行「深度分析」「趋势研究」「异常检测」「预测」 - 用户要求生... It is an AI Agent Skill for Claude Code / OpenClaw, with 1441 downloads so far.
How do I install It is designed for scenarios that require direct operating system application and in-depth data analysis. [Forced trigger scenario]: - User mentions reading/writing/manipulating Excel, WPS, Word, TXT, Markdown, RTZ, etc. - User wants to "grab", "extract", and "get" data from any application - User needs to perform "in-depth analysis", "trend research", "anomaly detection", and "prediction" on the data - User requests to generate "charts", "visualizations", "dashboards", "data reports" - users say, "Help me see in this document..." Analyze this data...", "Make a chart presentation..." - Any task involving cross-application data flow [Core Competencies]: System interface calls × Data in-depth analysis × Professional visualization IMPORTANT: As long as it involves any of the file operations, data analysis, and visualization, this skill must be used. Don't skip tasks just because they "look simple" - there are many pitfalls in the underlying interface calls, and there are pitfall avoidance guides in the skills.?
Run "/install system-data-intelligence-skill" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is It is designed for scenarios that require direct operating system application and in-depth data analysis. [Forced trigger scenario]: - User mentions reading/writing/manipulating Excel, WPS, Word, TXT, Markdown, RTZ, etc. - User wants to "grab", "extract", and "get" data from any application - User needs to perform "in-depth analysis", "trend research", "anomaly detection", and "prediction" on the data - User requests to generate "charts", "visualizations", "dashboards", "data reports" - users say, "Help me see in this document..." Analyze this data...", "Make a chart presentation..." - Any task involving cross-application data flow [Core Competencies]: System interface calls × Data in-depth analysis × Professional visualization IMPORTANT: As long as it involves any of the file operations, data analysis, and visualization, this skill must be used. Don't skip tasks just because they "look simple" - there are many pitfalls in the underlying interface calls, and there are pitfall avoidance guides in the skills. free?
Yes, It is designed for scenarios that require direct operating system application and in-depth data analysis. [Forced trigger scenario]: - User mentions reading/writing/manipulating Excel, WPS, Word, TXT, Markdown, RTZ, etc. - User wants to "grab", "extract", and "get" data from any application - User needs to perform "in-depth analysis", "trend research", "anomaly detection", and "prediction" on the data - User requests to generate "charts", "visualizations", "dashboards", "data reports" - users say, "Help me see in this document..." Analyze this data...", "Make a chart presentation..." - Any task involving cross-application data flow [Core Competencies]: System interface calls × Data in-depth analysis × Professional visualization IMPORTANT: As long as it involves any of the file operations, data analysis, and visualization, this skill must be used. Don't skip tasks just because they "look simple" - there are many pitfalls in the underlying interface calls, and there are pitfall avoidance guides in the skills. is completely free (open-source). You can download, install and use it at no cost.
Which platforms does It is designed for scenarios that require direct operating system application and in-depth data analysis. [Forced trigger scenario]: - User mentions reading/writing/manipulating Excel, WPS, Word, TXT, Markdown, RTZ, etc. - User wants to "grab", "extract", and "get" data from any application - User needs to perform "in-depth analysis", "trend research", "anomaly detection", and "prediction" on the data - User requests to generate "charts", "visualizations", "dashboards", "data reports" - users say, "Help me see in this document..." Analyze this data...", "Make a chart presentation..." - Any task involving cross-application data flow [Core Competencies]: System interface calls × Data in-depth analysis × Professional visualization IMPORTANT: As long as it involves any of the file operations, data analysis, and visualization, this skill must be used. Don't skip tasks just because they "look simple" - there are many pitfalls in the underlying interface calls, and there are pitfall avoidance guides in the skills. support?
It is designed for scenarios that require direct operating system application and in-depth data analysis. [Forced trigger scenario]: - User mentions reading/writing/manipulating Excel, WPS, Word, TXT, Markdown, RTZ, etc. - User wants to "grab", "extract", and "get" data from any application - User needs to perform "in-depth analysis", "trend research", "anomaly detection", and "prediction" on the data - User requests to generate "charts", "visualizations", "dashboards", "data reports" - users say, "Help me see in this document..." Analyze this data...", "Make a chart presentation..." - Any task involving cross-application data flow [Core Competencies]: System interface calls × Data in-depth analysis × Professional visualization IMPORTANT: As long as it involves any of the file operations, data analysis, and visualization, this skill must be used. Don't skip tasks just because they "look simple" - there are many pitfalls in the underlying interface calls, and there are pitfall avoidance guides in the skills. is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created It is designed for scenarios that require direct operating system application and in-depth data analysis. [Forced trigger scenario]: - User mentions reading/writing/manipulating Excel, WPS, Word, TXT, Markdown, RTZ, etc. - User wants to "grab", "extract", and "get" data from any application - User needs to perform "in-depth analysis", "trend research", "anomaly detection", and "prediction" on the data - User requests to generate "charts", "visualizations", "dashboards", "data reports" - users say, "Help me see in this document..." Analyze this data...", "Make a chart presentation..." - Any task involving cross-application data flow [Core Competencies]: System interface calls × Data in-depth analysis × Professional visualization IMPORTANT: As long as it involves any of the file operations, data analysis, and visualization, this skill must be used. Don't skip tasks just because they "look simple" - there are many pitfalls in the underlying interface calls, and there are pitfall avoidance guides in the skills.?
It is built and maintained by zhaojie911272507 (@zhaojie911272507); the current version is v1.0.0.
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