Ot Corp

D 52 completed
Web App
unknown / markdown · medium
591
Files
52,929
LOC
1
Frameworks
7
Languages

Pipeline State

completed
Run ID
#367611
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
61.67
Framework unique
Isolation
Last stage change
2026-05-10 03:35:24
Deduplication group #50931
Member of a group with 9 similar repo(s) — this repo is canonical view group →
Top concepts (1)
Web Backend
Repobility — the code-quality scanner for AI-generated software · https://repobility.com

AI Prompt

I want to build a lightweight web service using Flask that allows users to upload CSV files. The service should process these uploaded files to generate statistical summaries and visualizations. Since the project involves file uploads and data processing, please ensure the backend handles the file intake, and the output can be presented using HTML for visualization.
flask python csv web-service data-analysis visualization html file-upload
Generated by gemma4:latest

Catalog Information

A lightweight web service that lets users upload CSV files to generate statistical summaries and visualizations.

Description

This web application provides a simple interface for uploading CSV datasets and instantly receiving comprehensive statistical summaries. It leverages powerful data‑processing libraries to compute descriptive metrics such as mean, median, standard deviation, and correlation matrices. Users can also request visual representations—histograms, scatter plots, and heat maps—directly rendered in the browser. The service is ideal for students, analysts, and small businesses that need quick insights without installing complex software. By avoiding a database, the application remains fast, stateless, and easy to deploy behind a production WSGI server.

الوصف

يقدم هذا التطبيق واجهة بسيطة لتحميل مجموعات بيانات بصيغة CSV والحصول على ملخصات إحصائية شاملة على الفور. يستخدم مكتبات معالجة بيانات قوية لحساب المقاييس الوصفية مثل المتوسط، الوسيط، الانحراف المعياري، ومصفوفات الارتباط. يمكن للمستخدمين طلب تمثيلات بصرية—مثل الرسوم التوزيعية، مخططات الانتشار، وخريطة الحرارة—مُعرضة مباشرة في المتصفح. يُعد هذا الحل مثالياً للطلاب، المحللين، وأصحاب الأعمال الصغيرة الذين يحتاجون إلى رؤى سريعة دون تثبيت برامج معقدة. بفضل عدم وجود قاعدة بيانات، يظل التطبيق سريعاً، غير متصل بالحالة، وسهل النشر خلف خادم WSGI الإنتاجي.

Novelty

5/10

Tags

data-upload csv-analysis statistical-summary visualization web-interface lightweight-service interactive-dashboard

Technologies

flask gunicorn numpy pandas rich

Claude Models

claude-opus-4.6

Quality Score

D
52.0/100
Structure
36
Code Quality
72
Documentation
28
Testing
40
Practices
57
Security
82
Dependencies
60

Strengths

  • Consistent naming conventions (snake_case)
  • Good security practices \u2014 no major issues detected

Weaknesses

  • Missing README file \u2014 critical for project understanding
  • No LICENSE file \u2014 legal ambiguity for contributors
  • No CI/CD configuration \u2014 manual testing and deployment
  • Potential hardcoded secrets in 1 files
  • 2068 duplicate lines detected \u2014 consider DRY refactoring
  • 8 'god files' with >500 LOC need decomposition

Recommendations

  • Add a comprehensive README.md explaining purpose, setup, usage, and architecture
  • 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)
  • Move hardcoded secrets to environment variables or a secrets manager

Security & Health

10.3h
Tech Debt (A)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (0)
Repobility · code-quality intelligence · https://repobility.com
Unknown
License
2.3%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

markdown
46.8%
python
39.2%
json
8.5%
html
4.8%
shell
0.5%
yaml
0.1%
text
0.0%

Frameworks

Flask

Concepts (1)

Findings produced by Repobility · scan your repo at https://repobility.com/scan/
CategoryNameDescriptionConfidence
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auto_categoryWeb Backendweb-backend70%

Quality Timeline

1 quality score recorded.

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