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Install in OpenClaw
/install table-1-generator-advanced
Description
Automated generation of baseline characteristics tables (Table 1) for clinical research papers.
Usage Guidance
This skill appears to do what it says, but you should verify a few operational-security points before running: 1) Run it on non-sensitive test data first and inspect outputs to ensure behavior matches expectations. 2) Do not point it at sensitive PHI or privileged files unless you have appropriate controls; the script will read any file the process user can access. 3) The SKILL.md recommends input-path validation and sandboxing, but the script itself does not enforce path traversal protections — validate paths and run in an isolated environment if needed. 4) Install dependencies from trusted sources (pip) and consider using a virtual environment. 5) Review statistical choices (e.g., t-test, ANOVA) to ensure they are appropriate for your data. If you need stricter guarantees (no local file reads outside a workspace, enforced sandboxing, or audit logging), add those controls before use.
Capability Analysis
Type: OpenClaw Skill
Name: table-1-generator-advanced
Version: 1.0.0
The skill bundle is a legitimate tool for generating clinical baseline characteristics tables using standard data science libraries (pandas, scipy). The code in scripts/main.py performs statistical analysis on user-provided CSV files without any network activity, unauthorized file access, or obfuscation, and the SKILL.md documentation contains no malicious instructions or prompt-injection attempts.
Capability Assessment
Purpose & Capability
Name/description match the packaged implementation: scripts/main.py implements baseline Table 1 generation (continuous/categorical summaries, group tests) and declared dependencies (numpy, pandas, scipy) are appropriate for the task.
Instruction Scope
SKILL.md gives bounded, reviewable instructions (validate inputs, run the script, review outputs). The script operates only on user-supplied local CSVs and writes outputs. However, the README/checklist claims input path validation and sandboxing; the shipped script itself does not enforce path traversal or sandboxing — these protections are left to the operator.
Install Mechanism
No automated install spec is provided (instruction-only), which is lower-risk. A requirements.txt lists common Python packages; SKILL.md instructs using pip to install them. No external download URLs or archive extraction are present.
Credentials
No environment variables, credentials, or config paths are requested. The script only requires paths to input/output files supplied at runtime, which is proportional to its purpose.
Persistence & Privilege
The skill is not always-enabled, does not request elevated or persistent privileges, and does not modify other skills or global agent settings.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install table-1-generator-advanced - After installation, invoke the skill by name or use
/table-1-generator-advanced - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release: automated, audit-ready Table 1 generation for clinical research.
- Generates APA-formatted baseline characteristics tables with variable type detection and group comparisons.
- Supports missing data reporting and export to CSV/Excel.
- Command-line script interface with input validation, error handling, and reproducible results.
- Includes a thorough workflow, security checklist, and usage examples for robust, safe deployment.
- Python 3.10+; requires numpy, pandas, and scipy.
Metadata
Frequently Asked Questions
What is Table 1 Generator?
Automated generation of baseline characteristics tables (Table 1) for clinical research papers. It is an AI Agent Skill for Claude Code / OpenClaw, with 122 downloads so far.
How do I install Table 1 Generator?
Run "/install table-1-generator-advanced" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Table 1 Generator free?
Yes, Table 1 Generator is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Table 1 Generator support?
Table 1 Generator is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Table 1 Generator?
It is built and maintained by AIpoch (@aipoch-ai); the current version is v1.0.0.
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