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Install in OpenClaw
/install sample-size-basic
Description
Basic sample size calculator for clinical research planning with common statistical scenarios
Usage Guidance
This skill appears coherent and low-risk for local use: run it in a virtual environment and inspect the included scripts (scripts/main.py) before executing. Because the package source/homepage are not provided, consider pinning dependency versions (requirements.txt currently lists unpinned numpy and scipy) to reduce supply-chain risk. Note the SKILL.md mentions file I/O but the script currently only uses command-line arguments and prints results — if you expect file-based input/output, verify or modify the script safely. Finally, run it in a sandbox or isolated environment if you plan to use it with sensitive data or include it in an automated agent workflow.
Capability Analysis
Type: OpenClaw Skill
Name: sample-size-basic
Version: 1.0.0
The skill bundle is a standard statistical tool for calculating sample sizes in clinical research. The core logic in `scripts/main.py` uses legitimate libraries (numpy, scipy) to perform mathematical calculations and lacks any high-risk behaviors such as network access, file system manipulation, or shell execution. The documentation in `SKILL.md` is consistent with the code's functionality and contains no evidence of prompt injection or malicious instructions.
Capability Assessment
Purpose & Capability
Name/description (sample size calculator) matches the provided Python script and declared dependencies (numpy, scipy). Nothing requested (no env vars, no special binaries) is outside what a basic statistical calculator would need.
Instruction Scope
SKILL.md instructs installing dependencies (pip install -r requirements.txt) and lists risk items such as reading/writing files, but the included script only accepts command-line arguments and prints results (it does not read arbitrary files or transmit data). The minor mismatch (documentation mentions file I/O, code does not) is not dangerous but should be corrected for accuracy.
Install Mechanism
There is no install spec; the package is instruction-only with an included script and a requirements.txt that lists common scientific packages from PyPI (numpy, scipy). No unusual downloads, URLs, or archive extraction are present.
Credentials
The skill requests no environment variables, credentials, or config paths. This is proportionate to its stated functionality.
Persistence & Privilege
always is false and the skill does not request persistent/system privileges or modify other skills/configuration. It is user-invocable and can be run by the agent (default), which is appropriate for a tool-like skill.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install sample-size-basic - After installation, invoke the skill by name or use
/sample-size-basic - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of basic sample size calculator for clinical research planning.
- Supports quick sample size estimation for t-test, chi-square, and proportion tests.
- Allows specification of significance level, power, effect size, and baseline rate.
- Returns required sample size per group, total sample size, and statistical summary.
- Includes security and risk assessment guidelines for safe operation.
Metadata
Frequently Asked Questions
What is Sample Size (Basic)?
Basic sample size calculator for clinical research planning with common statistical scenarios. It is an AI Agent Skill for Claude Code / OpenClaw, with 121 downloads so far.
How do I install Sample Size (Basic)?
Run "/install sample-size-basic" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Sample Size (Basic) free?
Yes, Sample Size (Basic) is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Sample Size (Basic) support?
Sample Size (Basic) is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Sample Size (Basic)?
It is built and maintained by AIpoch (@aipoch-ai); the current version is v1.0.0.
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