Dashboard / Repos / Ai Street Market

Ai Street Market

B 80 completed
Ai Ml
containerized / python · small
74
Files
5,928
LOC
0
Frameworks
5
Languages
OverviewFiles & MetricsGit ActivityCall GraphSecurityReports

Pipeline State

completed
Run ID
#367966
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Skipped
Decision
skip_scaffold_dup
Novelty
38.70
Framework unique
—
Isolation
—
Last stage change
2026-04-16 18:15:42
Deduplication group #49176
Member of a group with 1 similar repo(s) — canonical #4641 view group →
Top concepts (2)
Project DescriptionData/ML
Repobility · open methodology · https://repobility.com/research/

AI Prompt

Create a simulation of an AI economy called "AI Street Market." I need a system where multiple autonomous LLM agents can communicate using only natural language. The core functionality should involve agents interacting via a NATS message bus, allowing them to trade goods and build an emergent economy. The system must incorporate specialized market infrastructure agents like a Governor, Banker, Nature, and Landlord, each with defined roles. It should also manage a seasonal cycle (ANNOUNCED to ENDED) and maintain a deterministic ledger for tracking transactions and ownership. Provide setup instructions using a Makefile and Docker Compose for infrastructure setup.
python llm ai agent nats simulation economy natural-language docker
Generated by gemma4:latest

Catalog Information

The ai-street-market project creates an artificial intelligence economy where large language model (LLM) agents can communicate with each other using natural language.

Description

ai-street-market is a platform that enables the creation of an AI economy, where LLM agents interact and communicate with each other in pure natural language. This allows for the development of complex systems and applications that can learn from each other and adapt to new situations. The project utilizes LangChain and OpenAI technologies to bring this vision to life.

الوصف

هذا المشروع يهدف إلى إنشاء اقتصاد مصطنع حيث يمكن للagents اللغة الكبيرة (LLM) التفاعل والتواصل مع بعضها البين باللغة الطبيعية فقط. هذا يسمح بإنشاء أنظمة ومواقع تتعلم من بعضها البين وتتأقلم مع الحالات الجديدة. المشروع يستخدم تقنيات LangChain و OpenAI لتحقيق هذه الفكرة.

Novelty

9/10

Tags

natural-language-processing artificial-intelligence-economy llm-agents communication-platform complex-systems

Technologies

langchain openai

Claude Models

claude-opus-4.6

Quality Score

B
80.3/100
Structure
77
Code Quality
100
Documentation
79
Testing
50
Practices
77
Security
92
Dependencies
60

Strengths

  • Code linting configured (ruff (possible))
  • Consistent naming conventions (snake_case)
  • Good security practices \u2014 no major issues detected
  • Containerized deployment (Docker)
  • Properly licensed project

Weaknesses

  • No CI/CD configuration \u2014 manual testing and deployment

Recommendations

  • Set up CI/CD (GitHub Actions recommended) to automate testing and deployment

Security & Health

4.1h
Tech Debt (B)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (2)
Citation: Repobility (2026). State of AI-Generated Code. https://repobility.com/research/
MIT
License
0.7%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

python
56.9%
markdown
35.5%
yaml
6.0%
toml
1.0%
shell
0.6%

Frameworks

None detected

Concepts (2)

Generated by the Repobility scanner · https://repobility.com
CategoryNameDescriptionConfidence
Want this analysis on your repo? https://repobility.com/scan/
auto_descriptionProject DescriptionAn AI economy where autonomous LLM agents communicate in pure natural language, trade goods, and build an emergent economy through a NATS message bus.80%
auto_categoryData/MLdata-ml70%

Quality Timeline

1 quality score recorded.

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