Name Book Dev
F 49 completed
Web App
unknown / javascript · tiny
46
Files
24,864
LOC
1
Frameworks
9
Languages
Pipeline State
completedRun ID
#357981Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
69.00Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:28Deduplication group #57364
Member of a group with 3 similar repo(s) — this repo is canonical view group →
Top concepts (2)
Project DescriptionWeb Backend
Citation: Repobility (2026). State of AI-Generated Code. https://repobility.com/research/
AI Prompt
Create a web application that generates an interactive storybook by removing backgrounds and analyzing poses from input images. The system should have a frontend built with HTML, CSS, and JavaScript, and a backend using FastAPI in Python. I need endpoints for background removal (`/remove-bg`) supporting models like 'portrait', 'ben2', and 'hr-matting', and another endpoint for smart cropping (`/smart-crop`). The application should also handle generating PDF versions of the book using JavaScript modules and should be deployable via GitHub Pages.
python fastapi javascript html css web-app image-processing background-removal pose-analysis pdf-generation
Generated by gemma4:latest
Catalog Information
This project is a web application that removes the background and analyzes poses from images to create an interactive storybook.
Description
The markjamesthor__name-book-dev project is a web-based application that leverages AI-powered image processing to remove backgrounds and analyze pose information. This data is then used to generate an interactive storybook. The application is built using FastAPI as the backend framework, with PyTorch and Transformers for AI model implementation. Cloudflare Tunnel and GitHub Pages are utilized for infrastructure and deployment.
الوصف
هذا المشروع هو تطبيق ويب يقوم بتمزيق الخلفية والتحليل من وضع الصور لإنشاء قصة متفاعلة
Novelty
7/10Tags
image-processing ai-powered interactive-storybook background-removal pose-analysis fastapi pytorch transformers
Technologies
fastapi huggingface numpy pytorch uvicorn
Claude Models
claude-opus-4.6
Quality Score
F
48.6/100
Structure
31
Code Quality
63
Documentation
62
Testing
0
Practices
53
Security
92
Dependencies
60
Strengths
- Good security practices \u2014 no major issues detected
Weaknesses
- No LICENSE file \u2014 legal ambiguity for contributors
- No tests found \u2014 high risk of regressions
- No CI/CD configuration \u2014 manual testing and deployment
- 2337 duplicate lines detected \u2014 consider DRY refactoring
- 5 'god files' with >500 LOC need decomposition
Recommendations
- Add a test suite \u2014 start with critical path integration tests
- Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
- Add a linter configuration to enforce code style consistency
- Add a LICENSE file (MIT recommended for open source)
Security & Health
10.1h
Tech Debt (A)
A
OWASP (100%)
FAIL
Quality Gate
A
Risk (13)
All rows scored by the Repobility analyzer (https://repobility.com)
Unknown
License
6.3%
Duplication
Languages
Frameworks
FastAPI
Concepts (2)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| auto_description | Project Description | 아이 사진을 배경 제거하고 포즈를 분석하여 인터랙티브한 스토리북을 생성하는 웹 애플리케이션입니다. | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Web Backend | web-backend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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