README.md

Documentation

This directory contains comprehensive documentation for the qwen-prompts project, including performance benchmarks, evaluation studies, sample outputs, and supporting assets.

Directory Structure

/commands/

Comprehensive documentation for all 45 qwen-code custom slash commands organized by functional category.

Analysis Commands

• analyze:dependency - Project dependency analysis across multiple package managers
• analyze:implementation - Feature implementation analysis and coverage assessment
• analyze:performance - Performance bottleneck identification and optimization recommendations
• analyze:repo - Comprehensive repository analysis with statistics and insights
• analyze:security - Comprehensive security analysis and vulnerability assessment (professional reports by default, use --comprehensive for detailed technical analysis)
• analyze:tech-debt - Technical debt analysis and prioritization matrix
• analyze:vulnerabilities - Dependency vulnerability analysis with scanning guidance

Code Quality Commands

• code:analysis - Comprehensive codebase architecture and structure analysis (professional reports by default, use --comprehensive for detailed technical analysis)
• code:quality - Code quality analysis including maintainability and best practices
• code:review - Comprehensive code review with severity-based findings

Comparison Commands

• compare:dirs - Directory structure and architecture comparison
• compare:files - Detailed file-level comparison and analysis

Content Creation Commands

• create:cost-analysis - Project cost analysis generator from TDD specifications
• create:prd - Product Requirements Document generator
• create:sprint - Sprint plan generator with automated project analysis
• create:tdd - Technical Design Document generator from PRD
• create:tutorial - Codebase tutorial generator with real examples

Documentation Commands

• docs:create-standard - Documentation standard and template creator
• docs:generate-from-standard - Documentation generator using established standards
• docs:update-standard - Documentation standard updater and formatter

Search & Discovery Commands

• find:patterns - Code pattern discovery and anti-pattern identification

Project Initialization Commands

• initialize:coding-rules - Platform-specific coding rules generator
• initialize:coding-standard - Base coding standard template creator
• initialize:gitignore - Language-specific .gitignore generator
• initialize:planning - Project planning structure setup
• initialize:update-coding-rules - Coding rules update manager

File Management Commands

• file:save - Response content saver for preserving previous command's output
• file:merge - File merging utility for consolidating multiple files
• file:delete - Safe file and directory deletion with confirmation

Git Commands

• git:add - Stage files for commit with intelligent staging
• git:add:fast - Quick file staging without analysis
• git:branch - Branch management and operations
• git:commit - Commit using project standards or conventional format
• git:commit:fast - Quick commit without standards checking
• git:merge - Branch merging with conflict resolution
• git:pull - Pull changes from remote repository
• git:push - Push changes to remote repository
• git:status - Repository status with detailed analysis
• git:status:fast - Quick repository status check

Benchmarking Commands

• single:analyze:security - Single-shot security analysis for benchmarking
• single:code:analysis - Single-shot code analysis for benchmarking

Strategic Planning Commands

• strategy:extract-business-logic - Business logic extraction and documentation
• strategy:plan - Strategic planning and implementation guidance

Testing Commands

• test:coverage - Test coverage analysis and improvement recommendations
• test:review-and-correct - Comprehensive test suite review and correction

/benchmarks/

Performance analysis and comparison data between hybrid prompt chaining and single-shot approaches.

• comprehensive-benchmarks.md - Complete benchmark analysis across 6 repositories showing hybrid prompt chaining performance advantages (11/12 test cases with 19-72% time reduction and 36-83% token efficiency gains)
• benchmark-table.html - Interactive HTML visualization of performance comparison data

/evaluations/

Qualitative assessments and expert evaluations of AI-generated outputs.

• sprint-plan-evaluation.md - Professional evaluation comparing hybrid vs single-shot sprint planning outputs, scored by an Agile Program Manager (52/60 vs 42/60, demonstrating superior actionability and delivery confidence)

/images/

Visual assets and diagrams used in documentation and articles.

• performance-comparison-chart.png - Performance comparison visualization showing hybrid prompt chaining advantages across key metrics (execution time, token usage, success rate)

/sample-responses/

Real-world examples of command outputs demonstrating practical applications.

/sample-responses/create/

• sprint.md - Example hybrid prompt chaining sprint plan output showing comprehensive project analysis, detailed task breakdown, and actionable implementation steps

/sample-responses/single/create/

• Contains single-shot command outputs for comparison with hybrid approaches

Quick Reference Materials

• Quick Reference Guide - Command cheat sheet and common patterns
• Common Workflows - Step-by-step workflow examples for real-world scenarios
• Troubleshooting Guide - Solutions for common issues and problems

Key Findings Summary

The documentation in this directory supports the core research findings:

• Performance: Hybrid prompt chaining achieves 19-72% faster execution through intelligent targeting
• Efficiency: 36-83% token reduction compared to brute-force single-prompt approaches
• Quality: 90% vs 75% delivery confidence with more actionable, project-specific outputs
• Consistency: 91.7% success rate across 12 comparison points

Usage

These documents serve multiple purposes:

1. Research Validation - Reproducible benchmark data supporting hybrid workflow claims
2. Quality Assessment - Expert evaluations demonstrating output superiority
3. Implementation Examples - Real command outputs showing practical applications
4. Visual Communication - Charts and diagrams for presentations and articles

Contributing

When adding new documentation:

• Place benchmark data in /benchmarks/
• Add evaluation studies to /evaluations/
• Store visual assets in /images/ (prefer SVG format when possible)
• Include sample outputs in appropriate /sample-responses/ subdirectories

Related Resources

• Main Repository - Complete qwen-prompts collection
• Commands - TOML configuration files for all available commands
• Security Policy - Important security guidelines for shell-integrated workflows
• 72% Faster AI Workflows: How Hybrid Prompt Chaining with Qwen Code and Gemini CLI Boosts Efficiency - "Hybrid Prompt Chaining combines Gemini CLI (fast context discovery and analysis) with Qwen Code (specialized synthesis and reporting). Benchmarks across six repositories showed it consistently outperforms single-shot prompts with: Up to 72% faster execution, 36–83% fewer tokens used, and 91.7% success rate across tests" on dev.to

For questions about the documentation or to report issues, please refer to the main repository's issue tracker.