Lingo Snap

F 48 completed
Api
unknown / css · tiny
22
Files
2,939
LOC
2
Frameworks
6
Languages

Pipeline State

completed
Run ID
#355417
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
61.76
Framework unique
Isolation
Last stage change
2026-05-10 03:35:31
Deduplication group #55825
Member of a group with 1 similar repo(s) — this repo is canonical view group →
Top concepts (1)
Web Backend
Same scanner, your repo: https://repobility.com — Repobility

AI Prompt

I want to build a web API for quick language learning interactions. The system should use FastAPI and SQLAlchemy to manage the backend. It needs to integrate with an advanced language model service, perhaps using a dedicated `gpt_service.py`, to allow users to practice vocabulary and conversation via dynamic prompts. The API should handle authentication, manage data stored in a JSON format, and expose endpoints for these language practice sessions. Please structure the project using Python, including necessary frontend scaffolding if required for testing the API endpoints.
python fastapi sqlalchemy web-api language-learning ai javascript css vocabulary conversation
Generated by gemma4:latest

Catalog Information

A web API that provides quick language learning interactions powered by advanced language models, enabling users to practice vocabulary and conversation through dynamic prompts.

Description

LanguageSnap is a web API that delivers instant language learning interactions. It generates dynamic prompts, flashcards, and conversation scenarios tailored to the learner’s level. By leveraging advanced language models, it offers real‑time translations, explanations, and personalized quizzes. The service is designed for students, travelers, and anyone looking to practice vocabulary quickly. It solves the common problem of static study materials by providing adaptive, engaging content that adapts to progress. Users can integrate the API into mobile apps, websites, or chatbots to enrich their learning experience.

الوصف

يقدم هذا المشروع واجهة برمجة تطبيقات تسمح بإنشاء تفاعلات سريعة لتعلم اللغات. يتم توليد مطالبات ديناميكية، بطاقات مفردات، وسيناريوهات محادثة تتناسب مع مستوى المتعلم. يستخدم نماذج لغوية متقدمة لتوفير ترجمات فورية، شرح مفصل، واختبارات شخصية. يهدف إلى تلبية احتياجات الطلاب والمسافرين وأي شخص يرغب في ممارسة المفردات بسرعة وفعالية. يحل المشكلة الشائعة للمواد التعليمية الثابتة من خلال تقديم محتوى تفاعلي يتكيف مع تقدم المستخدم. يمكن دمج الواجهة في تطبيقات الهاتف، مواقع الإنترنت، أو روبوتات الدردشة لتوفير تجربة تعلم غنية. يميز المشروع بقدرته على التخصيص الفوري والمرونة في الاستخدام عبر منصات متعددة.

Novelty

6/10

Tags

language-learning flashcards conversation-practice dynamic-prompts interactive-quizzes personalized-lessons quick-learning

Technologies

fastapi openai sqlalchemy uvicorn

Claude Models

claude-opus-4.6

Quality Score

F
48.3/100
Structure
33
Code Quality
80
Documentation
13
Testing
0
Practices
65
Security
100
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 tests found \u2014 high risk of regressions
  • No CI/CD configuration \u2014 manual testing and deployment
  • 255 duplicate lines detected \u2014 consider DRY refactoring
  • 1 '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 linter configuration to enforce code style consistency
  • Add a LICENSE file (MIT recommended for open source)

Security & Health

5.1h
Tech Debt (D)
A
OWASP (100%)
FAIL
Quality Gate
A
Risk (16)
Want fix-PRs on findings? Install Repobility's GitHub App · github.com/apps/repobility-bot
Unknown
License
5.2%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

css
29.9%
javascript
26.1%
html
21.1%
python
20.3%
json
2.4%
text
0.2%

Frameworks

FastAPI SQLAlchemy

Concepts (1)

Scored by Repobility's multi-pass pipeline · https://repobility.com
CategoryNameDescriptionConfidence
Repobility · severity-and-effort ranking · https://repobility.com
auto_categoryWeb Backendweb-backend70%

Quality Timeline

1 quality score recorded.

View File Metrics

Embed Badge

Add to your README:

![Quality](https://repos.aljefra.com/badge/79541.svg)
Quality BadgeSecurity Badge
Export Quality CSVDownload SBOMExport Findings CSV