An enterprise-grade CSV analysis tool for pharmaceutical quality control, stability studies, and regulatory compliance.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install pharma-csv-pro
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install pharma-csv-pro using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Pharma CSV Pro?
Pharma CSV Pro is a specialized analytical engine designed to meet the rigorous data integrity and reporting requirements of the pharmaceutical industry. It streamlines the processing of raw batch records, quality control data, and stability studies by applying automated validation rules and statistical checks. By leveraging Openclaw Skills, users can transform raw CSV data into actionable insights while ensuring every calculation aligns with global pharmacopeia standards.
The tool is built for high-stakes environments where accuracy is paramount, offering built-in detection for Out-of-Specification (OOS) and Out-of-Trend (OOT) results. Whether you are preparing for a regulatory submission or monitoring routine production, this skill provides the technical framework to maintain GMP compliance and data reliability throughout the product lifecycle.
Pharma CSV Pro Use Cases
- Analyzing batch records to detect Out-of-Specification (OOS) or Out-of-Trend (OOT) results automatically.
- Conducting long-term stability studies with automated regression analysis and shelf-life prediction.
- Validating QC methods for accuracy, precision, and linearity during regulatory submissions.
- Generating GMP-compliant reports for audit trails and electronic signatures using Openclaw Skills.
- Monitoring manufacturing consistency through Cpk and Ppk statistical calculations.
How Pharma CSV Pro Works
- The user provides a CSV file containing batch, stability, or QC data through the Openclaw Skills interface or CLI.
- The engine auto-detects column headers such as assay, impurity, and dissolution to map data to specific pharmaceutical parameters.
- Statistical analysis is performed to calculate descriptive stats, control charts, and trend lines based on the input type.
- Data is cross-referenced against selected regulatory standards (USP, EP, or ChP) to identify compliance gaps or specification breaches.
- A final report is generated in the requested format (PDF, Excel, or JSON) containing the full analysis and audit-ready metadata.
Pharma CSV Pro Setup
To begin using this tool within your environment, ensure you have the necessary dependencies installed. Use the following commands to get started:
# Install the package and dependencies
pip install pharma-csv-pro
# Run a basic analysis on batch data
python3 scripts/pharma_analyzer_pro.py data/batch_records.csv --compliance USP
# Run a stability study with trend analysis
python3 scripts/pharma_analyzer_pro.py data/stability.csv --study-type stability --trend-analysis
Pharma CSV Pro Data Schema & Taxonomy
The skill organizes data by identifying specific pharmaceutical markers within CSV files. The mapping follows this taxonomy:
| Data Category | Detected Column Headers | Function |
|---|---|---|
| Identifiers | batch, lot, batch_number | Tracks specific manufacturing lots |
| Potency | assay, potency, content | Measures active ingredient percentage |
| Purity | impurity, degradation | Tracks related substances and decay |
| Physical | dissolution, hardness, friability | Records physical property test results |
| Temporal | expiry, Month, retest_date | Used for stability and shelf-life trending |
| Conditions | temp, humidity | Maps environmental storage conditions |
Pharma CSV Pro Advanced Features
- Integration with LIMS (Laboratory Information Management Systems) for automated data ingestion pipelines.
- Custom specification files to support proprietary internal quality standards alongside USP/EP/ChP.
- Multi-agent support for automated regulatory pipeline triggers using Openclaw Skills.
- API-first architecture for programmatic access within enterprise CI/CD workflows.
- Support for Traditional Chinese Medicine (TCM) specific microbial limits per ChP standards.
SKILL.md
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