2026 06 23

---
title: asl4/amazon-sorftime-research-MCP-skill
category: daily-digests/2026-06-23
tech_stack:
- Python
- Windows Desktop Application
- Sorftime MCP
- Claude Skills
- PyQt or similar GUI framework
- Excel/PDF Export Libraries
quality_score: 6
rag_relevance: 4
tags:
- Amazon data analysis
- competitor insights
- product research
- desktop tool
- Sorftime MCP
source: https://github.com/asl4/amazon-sorftime-research-MCP-skill
discovered_at: '2026-06-23T23:09:00Z'
evaluated_by: mistral-small-latest
---

## Summary
A Windows-based desktop application that analyzes Amazon product listings and categories using Sorftime MCP and Claude Skills to generate competitor insights and automated product selection reports. Designed for non-technical users to simplify complex Amazon data into actionable insights.

## Key Features
- Deep analysis of Amazon product listings across all categories
- Automated generation of competitor reports and product performance insights
- User-friendly Windows GUI requiring no programming knowledge
- Export reports in PDF or Excel formats for further analysis
- Regular data updates and trend visualization via interactive charts

## Why It Matters for RAG Builders
It provides structured Amazon product data and competitor insights that can enhance RAG systems by enriching context with real-world e-commerce analytics.

## Tech Stack Deep Dive
### Python
Automated review identified **Python** as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.

### Windows Desktop Application
Automated review identified **Windows Desktop Application** as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.

### Sorftime MCP
Automated review identified **Sorftime MCP** as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.

### Claude Skills
Automated review identified **Claude Skills** as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.

### PyQt or similar GUI framework
Automated review identified **PyQt or similar GUI framework** as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.

### Excel/PDF Export Libraries
Automated review identified **Excel/PDF Export Libraries** as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.



## Installation
```bash
# Install instruction (default)
pip install -r requirements.txt
```

## Related Vault Entries
<!-- Auto-populated by build-index.js based on tech_stack overlap -->