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https://github.com/kotivskyi/ai-project-refactoring
Testing AI refactoring suggestions on realworld project
https://github.com/kotivskyi/ai-project-refactoring
ai aicodeassistant llvm
Last synced: 19 days ago
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Testing AI refactoring suggestions on realworld project
- Host: GitHub
- URL: https://github.com/kotivskyi/ai-project-refactoring
- Owner: Kotivskyi
- Created: 2025-01-14T14:02:01.000Z (21 days ago)
- Default Branch: main
- Last Pushed: 2025-01-14T18:38:02.000Z (21 days ago)
- Last Synced: 2025-01-14T20:03:40.629Z (21 days ago)
- Topics: ai, aicodeassistant, llvm
- Homepage:
- Size: 257 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# ai-refactoring-suggestions
Testing AI refactoring suggestions on realworld project
Project used for analysis: [screenshot-to-code](https://github.com/abi/screenshot-to-code)
**Models Tested:**
- O1
- Gemini-2.0-flash-thinking-exp
- Claude-sonnet-3.5-sonnet-20240620
- ChatGPT-4o
- DeepThink
**Context:**
Project_summary.md (332398 tokens). Generated using [code2prompt](https://github.com/raphaelmansuy/code2prompt)
**Prompt:**
"Here's our current code base @project_summary.md. Can you propose improvements or a refactoring plan? Give me bullet list of such improvments with priorities (High/Medium/Low) and short explanation why this improvment needed and what has to be done for each item"
## Suggested Improvments Comparison (O1 vs Gemini)
| Improvment | O1 (Priority) | Gemini-2.0-flash-thinking-exp (Priority) | Subjective Ranking |
| ------------------------------------------------- | ------------- | ---------------------------------------- | ------------- |
| Centralize Configuration Files | ❌ | ✅ (High) | (Medium) Make sence, Configs will be easier to support in the future |
| Improve Component Organization in Frontend | ✅ (High) | ✅ (High) | (High) Definetly worth doing high risk of having spaghettic code |
| Standardize Naming Conventions / Linter Rules | ✅ (Medium) | ✅ (Medium) | (High) Good linter should be able to solve it |
| Group Backend Routes | ❌ | ✅ (Medium) | (Medium-Low) Only If we are planning to add more routes |
| Review Utility and Helper Functions | ✅ (Medium) | ✅ (Low) | (Medium) Worth to check if there are any duplicates. Why the are 2 places for utility functions ? |
| Consolidate Test Directories | ✅ (Low) | ✅ (Low) | (Medium) Definitely YES |
| Add Consistent Error Handling | ✅ (High) | ❌ | (Medium) Good Point especially if we are aiming for good code quality and not just a demo |
| Improve TypeScript Strictness | ✅ (High) | ❌ | (Low) Up to taste of developers. Typescript strictnes is kinda painfull already |
| Extract Reusable Layout Components | ✅ (Medium) | ❌ | (Low) sounds good, but need to take a look what can be reused |
| Improve Comments and Documentation | ✅ (Low) | ❌ | (Medium) It is always trade of between development speed and documentation, if there was way to employ AI to do it |
| Optimize for Performance Where Relevant | ✅ (Low) | ❌ | (Low) Only spend time on it if there is clear bottleneck |
| Enhance Testing Coverage | ✅ (Low) | ❌ | (Medium) Maybe let AI do it. Never seen developer willing to add tests when feature is already working. |