Lohas Papers

F 50 completed
Other
web_app / typescript · small
300
Files
32,438
LOC
4
Frameworks
11
Languages

Pipeline State

completed
Run ID
#395044
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
55.67
Framework unique
Isolation
Last stage change
2026-05-10 03:35:17
Deduplication group #51063
Member of a group with 5 similar repo(s) — canonical #105403 view group →
Top concepts (1)
Web Backend
Provenance: Repobility (https://repobility.com) — every score reproducible from /scan/

AI Prompt

I want to build a web application called LOHAS Papers. The project should use a modern stack including React and Next.js for the frontend, and FastAPI for the backend. I need to integrate SQLAlchemy for data management. The structure should accommodate separate directories for the backend, frontend UI, and potentially include testing setups for both unit and UI tests. Please ensure the project structure is set up to handle TypeScript for development.
typescript react next.js fastapi sqlalchemy web-app backend frontend python
Generated by gemma4:latest

Catalog Information

yo0001__LOHAS-Papers

Novelty

3/10

Tags

typescript react next.js fastapi sqlalchemy web-app backend frontend python

Claude Models

claude-opus-4-6

Quality Score

F
49.8/100
Structure
29
Code Quality
98
Documentation
6
Testing
0
Practices
73
Security
76
Dependencies
60

Strengths

  • Code linting configured (eslint)
  • Containerized deployment (Docker)

Weaknesses

  • Missing README file \u2014 critical for project understanding
  • 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
  • 1 files with critical complexity need refactoring
  • 1572 duplicate lines detected \u2014 consider DRY refactoring
  • 3 'god files' with >500 LOC need decomposition

Recommendations

  • Add a comprehensive README.md explaining purpose, setup, usage, and architecture
  • 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 LICENSE file (MIT recommended for open source)

Security & Health

22.6h
Tech Debt (B)
A
OWASP (100%)
FAIL
Quality Gate
A
Risk (14)
Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot
Unknown
License
4.7%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

typescript
61.6%
json
24.2%
swift
6.8%
python
6.2%
markdown
0.5%
css
0.4%
yaml
0.2%
javascript
0.1%
toml
0.0%
text
0.0%
sql
0.0%

Frameworks

FastAPI React Next.js SQLAlchemy

Concepts (1)

Same analyzer free for public repos: https://repobility.com
CategoryNameDescriptionConfidence
Citation: Repobility (2026). State of AI-Generated Code. https://repobility.com/research/
auto_categoryWeb Backendweb-backend70%

Quality Timeline

1 quality score recorded.

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