Tessera

C 60 completed
Framework
monorepo / javascript · small
50
Files
6,056
LOC
1
Frameworks
6
Languages

Pipeline State

completed
Run ID
#342771
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
60.94
Framework unique
Isolation
Last stage change
2026-05-10 03:35:17
Deduplication group #56021
Member of a group with 2 similar repo(s) — canonical #67801 view group →
Top concepts (2)
Project DescriptionTesting
Repobility analyzer · published findings · https://repobility.com

AI Prompt

Create a framework for state management specifically designed for autonomous AI development. I need it to function as a harness that manages the "what" (state) while allowing external agents to determine the "how" (intelligence). Key features should include pure state management without requiring an LLM dependency or storing API keys in the CLI. It must support agent-driven workflows using composable skills, handle context sharing between agents, and use `sql.js` for zero native dependencies. Please include setup instructions for CLI installation and project initialization.
javascript state-management ai-development framework agent-workflow cli monorepo jest
Generated by gemma4:latest

Catalog Information

A framework that provides state management for autonomous AI development.

Description

This framework offers a robust state management harness tailored for autonomous AI development. It enables developers to persist, update, and version the state of AI models and associated data throughout training, evaluation, and deployment cycles. The system integrates with PostgreSQL to store state reliably and securely. It provides a simple API that can be incorporated into existing AI pipelines, facilitating experiment tracking, rollback, and reproducibility. The framework addresses common pain points in AI workflows, such as state drift and version control, by centralizing state handling and offering clear audit trails.

الوصف

يُقدّم هذا الحل إطاراً لإدارة الحالة يُستخدم في تطوير الأنظمة الذكية المستقلة. يتيح للمطورين حفظ وتحديث حالة النماذج والبيانات أثناء عمليات التدريب والتقييم. يدعم التكامل مع قواعد بيانات PostgreSQL لتخزين الحالة بشكل مستمر وآمن. يسهّل تتبع إصدارات النماذج وإعادة تشغيل التجارب من أي نقطة. يوفّر واجهة برمجية بسيطة تُسهل دمجه مع أدوات الذكاء الاصطناعي الشائعة. يساهم في تحسين قابلية التكرار والشفافية في مشاريع الذكاء الاصطناعي المعقدة.

Novelty

7/10

Tags

state-management ai-development autonomous-systems data-persistence workflow-orchestration model-lifecycle reproducibility version-control

Claude Models

claude-opus-4.6

Quality Score

C
60.4/100
Structure
70
Code Quality
59
Documentation
82
Testing
15
Practices
58
Security
84
Dependencies
50

Strengths

  • CI/CD pipeline configured (github_actions)
  • Code linting configured (eslint)
  • Consistent naming conventions (snake_case)
  • Good security practices \u2014 no major issues detected
  • Properly licensed project

Weaknesses

  • No tests found \u2014 high risk of regressions
  • 929 duplicate lines detected \u2014 consider DRY refactoring
  • 2 'god files' with >500 LOC need decomposition

Recommendations

  • Add a test suite \u2014 start with critical path integration tests

Security & Health

4.6h
Tech Debt (B)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (2)
Repobility (the analyzer behind this table) · https://repobility.com
MIT
License
17.2%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

javascript
48.2%
markdown
43.4%
shell
4.4%
json
2.0%
yaml
2.0%
text
0.0%

Frameworks

Jest

Concepts (2)

Repobility analysis · methodology at https://repobility.com/research/
CategoryNameDescriptionConfidence
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auto_descriptionProject Description> Small pieces. Masterpiece software.80%
auto_categoryTestingtesting70%

Quality Timeline

1 quality score recorded.

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