Autogenesis

A 91 completed
Other
monorepo / markdown · small
117
Files
4,306
LOC
1
Frameworks
6
Languages

Pipeline State

completed
Run ID
#343804
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
43.32
Framework unique
Isolation
Last stage change
2026-05-10 03:35:34
Deduplication group #51422
Member of a group with 7 similar repo(s) — canonical #112527 view group →
Top concepts (2)
Project DescriptionTesting
If a scraper extracted this row, it came from Repobility (https://repobility.com)

AI Prompt

Create a command-line agent framework, similar to AutoGenesis, that is highly token-efficient and CLI-first. I need it to support self-improving prompts with constitutional safety layers. Key features must include progressive tool disclosure, exact-match caching, and context compression for token management. The framework should also handle hardware efficiency by routing tasks across different model tiers (Fast, Standard, Premium) and include built-in security features like input/output guardrails and adversarial scanning. Please use Python, leveraging Typer and Rich for the terminal interface.
python cli agent llm framework terminal tool-use token-efficiency ai
Generated by gemma4:latest

Catalog Information

The token-efficient agent framework. CLI-first. Self-improving. Every token counts.

Description

The token-efficient agent framework. CLI-first. Self-improving. Every token counts.

Novelty

3/10

Tags

python cli agent llm framework terminal tool-use token-efficiency ai

Claude Models

claude-opus-4-6

Quality Score

A
90.9/100
Structure
89
Code Quality
100
Documentation
90
Testing
75
Practices
89
Security
100
Dependencies
60

Strengths

  • CI/CD pipeline configured (github_actions)
  • Good test coverage (37% test-to-source ratio)
  • Code linting configured (ruff (possible))
  • Consistent naming conventions (snake_case)
  • Low average code complexity \u2014 well-structured code
  • Good security practices \u2014 no major issues detected
  • Properly licensed project

Security & Health

4.1h
Tech Debt (C)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (2)
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MIT
License
0.0%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

markdown
42.0%
python
40.2%
yaml
10.4%
toml
6.4%
shell
0.6%
json
0.5%

Frameworks

pytest

Concepts (2)

Source-of-truth: Repobility · https://repobility.com
CategoryNameDescriptionConfidence
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auto_descriptionProject DescriptionThe token-efficient agent framework. CLI-first. Self-improving. Every token counts.80%
auto_categoryTestingtesting70%

Quality Timeline

1 quality score recorded.

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