Cross Roads
B+ 86 completed
Ai Ml
unknown / markdown · medium
858
Files
74,418
LOC
0
Frameworks
7
Languages
Pipeline State
completedRun ID
#282330Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
39.79Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #47562
Member of a group with 1 similar repo(s) — canonical #2677 view group →
Top concepts (12)
RepositoryObserver/Event Emitterbusiness_logicinfrastructuretestingStrategyDatabaseFile ManagementLoggingSearchTestingUser Management
Repobility analyzer · published findings · https://repobility.com
🧪 Code Distillation
Browse all specs →AI Prompt
Create a traffic simulation project called Cross-Roads. I need this to be a Python application using Pygame for visualization. The simulation should model a realistic, 4-way traffic intersection. Key components to include are a traffic light state machine, vehicle entities that use IDM physics, and a vehicle generator that spawns cars using a Poisson distribution. The core logic should be separated from the Pygame rendering layer, and I need an engine to run the fixed-timestep loop. Please structure it to demonstrate AI-augmented development practices.
python pygame simulation traffic pygame-game object-oriented physics visualization
Generated by gemma4:latest
Catalog Information
Cross-Roads is a traffic simulation project that demonstrates AI-augmented development practices, built as part of the Capgemini Gen-AI learning portfolio.
Description
This Python-based project uses Pygame to simulate a realistic traffic intersection scenario from scratch. It showcases AI-assisted workflows in building a complex application. The project consists of multiple components, including core simulation engine, vehicle and traffic light management, and visualization using Pygame. It also includes configuration management and testing.
الوصف
هذا المشروع يظهر كيفية استخدام تقنيات الذكاء الاصطناعي في تطوير تطبيقات معقدة. يستخدم لغة بايثون و مكتبة بايجيم للتمثيل الجرافيكي. يتضمن المشروع مكونات متعددة، بما في ذلك المحرك الأساسي للمحاكاة، وإدارة المركبات والضوء المروري، وتقديم التمثيل الجرافيكي باستخدام بايجيم.
Novelty
7/10Tags
traffic-simulation ai-augmented-development pygame python
Claude Models
claude-opus-4.6
Quality Score
B+
85.8/100
Structure
69
Code Quality
100
Documentation
80
Testing
85
Practices
82
Security
100
Dependencies
90
Strengths
- CI/CD pipeline configured (github_actions)
- Good test coverage (118% test-to-source ratio)
- Consistent naming conventions (snake_case)
- Good security practices \u2014 no major issues detected
Weaknesses
- No LICENSE file \u2014 legal ambiguity for contributors
Recommendations
- Add a linter configuration to enforce code style consistency
- Add a LICENSE file (MIT recommended for open source)
Security & Health
4.1h
Tech Debt (A)
High
DORA Rating
A
OWASP (100%)
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PASS
Quality Gate
A
Risk (0)
Unknown
License
1.3%
Duplication
Languages
Frameworks
None detected
Symbols
method45
variable29
property23
class15
constant13
Concepts (15)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Open data scored by Repobility · https://repobility.com | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Repository | Found repository-named files | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Observer/Event Emitter | Found event emission/subscription patterns | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | business_logic | Detected business_logic layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | infrastructure | Detected infrastructure layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | testing | Detected testing layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Strategy | Found strategy/policy-named files | 60% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Database | Detected from 3 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | File Management | Detected from 6 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Logging | Detected from 2 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Search | Detected from 50 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Testing | Detected from 284 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | User Management | Detected from 5 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Analytics | Detected from 27 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Configuration | Detected from 40 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Authentication | Detected from 13 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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