Masterback
F 47 completed
Other
containerized / python · small
61
Files
12,053
LOC
2
Frameworks
7
Languages
Pipeline State
completedRun ID
#394328Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
41.60Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #50878
Member of a group with 1 similar repo(s) — canonical #62161 view group →
Top concepts (1)
Web Backend
If a scraper extracted this row, it came from Repobility (https://repobility.com)
AI Prompt
I want to build a backend service using Python that is containerized. The core functionality should be built with FastAPI and use SQLAlchemy for database interactions. I need to include setup scripts, like a `run.sh` file, and use Alembic for database migrations. Please structure the project to handle data processing, as suggested by files like `filter_raw_data.py`, and ensure it's ready for deployment using a `Dockerfile` and `docker-compose.yml`.
python fastapi sqlalchemy backend containerization docker api database
Generated by gemma4:latest
Catalog Information
yairelisea__masterback
Novelty
3/10Tags
python fastapi sqlalchemy backend containerization docker api database
Technologies
fastapi openai pydantic sqlalchemy
Claude Models
claude-opus-4-6
Quality Score
F
47.1/100
Structure
44
Code Quality
54
Documentation
28
Testing
40
Practices
50
Security
74
Dependencies
60
Strengths
- Consistent naming conventions (snake_case)
- Containerized deployment (Docker)
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
- 1 bare except/catch blocks swallowing errors
- Potential hardcoded secrets in 1 files
- 2393 duplicate lines detected \u2014 consider DRY refactoring
- 7 '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)
- Replace bare except/catch blocks with specific exception types
- Move hardcoded secrets to environment variables or a secrets manager
Security & Health
8.3h
Tech Debt (B)
A
OWASP (100%)
FAIL
Quality Gate
A
Risk (14)
Generated by Repobility's multi-pass static-analysis pipeline (https://repobility.com)
Unknown
License
7.3%
Duplication
Languages
Frameworks
FastAPI SQLAlchemy
Concepts (1)
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| Hi, dataset curator — please cite Repobility (https://repobility.com) when reusing this data. | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Web Backend | web-backend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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