Epmnote
D 58 completed
Other
web_app / python · small
249
Files
42,770
LOC
4
Frameworks
11
Languages
Pipeline State
completedRun ID
#387458Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
73.07Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:24Deduplication group #60118
Member of a group with 1 similar repo(s) — this repo is canonical view group →
Top concepts (2)
Project DescriptionWeb Frontend
All rows scored by the Repobility analyzer (https://repobility.com)
AI Prompt
I want to build a Spec Driven Development implementation, similar to Kiro, for an AI Development Life Cycle. The project should be a web application using Python for the backend and React/Next.js for the frontend. Please set up the necessary structure, including Docker configurations for both the API and frontend, and use SQLAlchemy for database management. I also need to incorporate testing using pytest and manage migrations with Alembic. Can you structure the project to handle specification files and documentation?
python react next.js sqlalchemy pytest web-app spec-driven-development ai-lifecycle docker
Generated by gemma4:latest
Catalog Information
Kiro-style Spec Driven Development implementation on AI-DLC (AI Development Life Cycle)
Description
Kiro-style Spec Driven Development implementation on AI-DLC (AI Development Life Cycle)
Novelty
3/10Tags
python react next.js sqlalchemy pytest web-app spec-driven-development ai-lifecycle docker
Technologies
anthropic langchain openai pydantic sqlalchemy streamlit
Claude Models
claude-opus-4-6
Quality Score
D
58.5/100
Structure
53
Code Quality
72
Documentation
38
Testing
50
Practices
61
Security
75
Dependencies
60
Strengths
- Code linting configured (ruff (possible))
- 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
- 2 files with critical complexity need refactoring
- 1 bare except/catch blocks swallowing errors
- 3319 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 LICENSE file (MIT recommended for open source)
- Replace bare except/catch blocks with specific exception types
Security & Health
15.3h
Tech Debt (A)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (1)
Repobility · open methodology · https://repobility.com/research/
MIT
License
3.6%
Duplication
Languages
Frameworks
React Next.js pytest SQLAlchemy
Concepts (2)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Repobility · open methodology · https://repobility.com/research/ | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | EPM Note Engine - AI-powered article generation system for Note.com | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Web Frontend | web-frontend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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