Steward

C 68 completed
Framework
cli / python · tiny
47
Files
6,035
LOC
1
Frameworks
2
Languages

Pipeline State

completed
Run ID
#352323
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Skipped
Decision
skip_scaffold_dup
Novelty
43.23
Framework unique
Isolation
Last stage change
2026-04-16 18:15:42
Deduplication group #49828
Member of a group with 1 similar repo(s) — canonical #78944 view group →
Top concepts (2)
Project DescriptionTesting
Open data scored by Repobility · https://repobility.com

AI Prompt

I want to build an autonomous agent engine called Steward using Python. This engine should allow developers to build, orchestrate, and run intelligent agents. The core functionality needs to support agents capable of planning, reasoning, and executing tasks. Since this is a CLI tool, please ensure the structure is set up for command-line execution, and include necessary testing scaffolding using pytest.
python cli agent ai automation planning reasoning pytest
Generated by gemma4:latest

Catalog Information

Steward is an autonomous agent engine that enables developers to build, orchestrate, and run intelligent agents capable of planning, reasoning, and executing tasks.

Description

Steward provides a runtime environment for autonomous agents, offering a modular architecture that separates planning, memory, and execution layers. Developers can define agent behaviors through declarative policies and plug in custom skills that interact with external services. The engine manages context, tracks state, and resolves conflicts between concurrent tasks, allowing agents to adapt to changing conditions. It supports both single-agent and multi-agent scenarios, making it suitable for complex workflows and simulations. Target users include AI researchers and software engineers who need a flexible foundation for building intelligent assistants, automated workflows, or research prototypes.

الوصف

يُقدّم Steward بيئة تشغيل للوكّالات الذاتية، مع بنية معيارية تفصل بين طبقات التخطيط والذاكرة والتنفيذ. يتيح للمطورين تعريف سلوكيات الوكالات عبر سياسات إعلانية وإضافة مهارات مخصصة تتفاعل مع الخدمات الخارجية. يدير المحرك السياق، يتتبع الحالة، ويحل النزاعات بين المهام المتزامنة، ما يتيح للوكالات التكيف مع الظروف المتغيرة. يدعم سيناريوهات الوكالة الواحدة والوكالات المتعددة، ما يجعله مناسبًا للعمليات المعقدة والمحاكاة. يستهدف المستخدمين الباحثين في الذكاء الاصطناعي ومهندسي البرمجيات الذين يحتاجون إلى أساس مرن لبناء مساعدين ذكيين، أوتوماتيكية سير العمل، أو نماذج بحثية.

Novelty

7/10

Tags

autonomous-agents ai-planning decision-making runtime-engine agent-orchestration task-automation knowledge-base contextual-reasoning

Claude Models

claude-opus-4.6

Quality Score

C
68.0/100
Structure
59
Code Quality
75
Documentation
35
Testing
70
Practices
78
Security
100
Dependencies
60

Strengths

  • Good test coverage (119% test-to-source ratio)
  • Code linting configured (ruff (possible))
  • Consistent naming conventions (snake_case)
  • Good security practices \u2014 no major issues detected

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

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)

Security & Health

4.3h
Tech Debt (B)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (2)
Repobility · MCP-ready · https://repobility.com
Unknown
License
1.2%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

python
99.6%
toml
0.4%

Frameworks

pytest

Concepts (2)

Findings curated by Repobility · https://repobility.com
CategoryNameDescriptionConfidence
Repobility (the analyzer behind this table) · https://repobility.com
auto_descriptionProject DescriptionSteward — Autonomous Agent Engine80%
auto_categoryTestingtesting70%

Quality Timeline

1 quality score recorded.

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