Miniverse

C+ 71 completed
Ai Ml
cli / python · small
120
Files
20,268
LOC
1
Frameworks
7
Languages

Pipeline State

completed
Run ID
#361138
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Skipped
Decision
skip_scaffold_dup
Novelty
51.67
Framework unique
Isolation
Last stage change
2026-04-16 18:15:42
Deduplication group #47628
Member of a group with 1 similar repo(s) — canonical #27307 view group →
Top concepts (2)
Project DescriptionTesting
Repobility · severity-and-effort ranking · https://repobility.com

AI Prompt

Create a command-line interface (CLI) tool in Python for computational social science simulations, similar to Miniverse. I need it to support building generative agent simulations that exhibit emergent behavior and deterministic physics. The tool should allow users to define scenarios using YAML or JSON files, run simulations using provided demo scripts or direct Python execution, and optionally integrate LLM cognition by setting environment variables for providers like OpenAI. Please ensure the structure supports running baseline, comparison, and specific scenario demos.
python cli simulation agent-based computational-social-science pytest yaml json llm
Generated by gemma4:latest

Catalog Information

The miniverse project enables users to build generative agent simulations with deterministic physics and emergent behavior.

Description

Miniverse is a tool for creating simulations of complex systems using generative agents. It combines deterministic physics with emergent behavior, allowing users to model and analyze dynamic systems. With Miniverse, developers can create realistic simulations that mimic real-world phenomena, making it an ideal choice for researchers and scientists.

الوصف

يسمح مشروع miniverse للمستخدمين ببناء محاكاة للأنظمة المعقدة باستخدام एजنسيات توليدية. يجمع بين الفيزياء الدقيقة والتفاعل المبدئي، مما يتيح للمستخدمين modeling و تحليل الأنظمة الديناميكية. مع Miniverse، يمكن للمطورين إنشاء محاكاة واقعية تقليدية للظواهر الحقيقية، مما يجعلها خيارًا مثاليًا للمتقدمين في البحث والعلوم.

Novelty

9/10

Tags

generative-agents deterministic-physics emergent-behavior complex-systems-simulation agent-based-modeling

Technologies

anthropic openai pydantic rich typer

Claude Models

claude (unknown version) claude-opus-4.5

Quality Score

C+
71.3/100
Structure
74
Code Quality
63
Documentation
89
Testing
60
Practices
62
Security
92
Dependencies
60

Strengths

  • Good test coverage (42% test-to-source ratio)
  • Code linting configured (ruff (possible))
  • Consistent naming conventions (snake_case)
  • Good security practices \u2014 no major issues detected

Weaknesses

  • No LICENSE file \u2014 legal ambiguity for contributors
  • No CI/CD configuration \u2014 manual testing and deployment
  • 1562 duplicate lines detected \u2014 consider DRY refactoring
  • 6 'god files' with >500 LOC need decomposition

Recommendations

  • Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
  • Add a LICENSE file (MIT recommended for open source)

Security & Health

8.3h
Tech Debt (A)
A
OWASP (100%)
PASS
Quality Gate
Methodology: Repobility · https://repobility.com/research/state-of-ai-code-2026/
A
Risk (1)
MIT
License
9.9%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

python
74.5%
markdown
13.3%
json
7.1%
yaml
3.0%
shell
1.8%
toml
0.3%
text
0.0%

Frameworks

pytest

Concepts (2)

Repobility analysis · methodology at https://repobility.com/research/
CategoryNameDescriptionConfidence
Repobility — the code-quality scanner for AI-generated software · https://repobility.com
auto_descriptionProject DescriptionMiniverse is a CLI-first platform for computational social science and organizational simulation.80%
auto_categoryTestingtesting70%

LLM Insights

The miniverse project allows users to build simulations featuring generative agents, deterministic physics, and emergent behavior.structured_summary
info
purpose: The miniverse project allows users to build simulations featuring generative agents, deterministic physics, and emergent
primary_domain: other
reference_quality75
reuse_potential: medium

Quality Timeline

1 quality score recorded.

View File Metrics
Repobility analyzer · published findings · https://repobility.com

Embed Badge

Add to your README:

![Quality](https://repos.aljefra.com/badge/85291.svg)
Quality BadgeSecurity Badge
Export Quality CSVDownload SBOMExport Findings CSV