ai-first-systems-thinking
ai-first-systems-thinking is a System design & architecture decisions skill for AI agents, published by samarv in the Shanon repository on GitHub. Skillspace rates ai-first-systems-thinking D (68/100) and it passed the safety scan; the rating is based on static analysis only.
Transition from manual code writing to high-level architectural oversight by leveraging AI tools. Use this skill when onboarding junior developers to accelerate their growth, when planning complex feature integrations, or when auditing legacy codebases for efficiency gains.
- Grade
- D
- Quality
- 68 / 100
- Safety
- Passed
- GitHub stars
- 28
Unproven: rated by static analysis only, not yet compared head-to-head.
This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.
Our review
- Architecture
- 100 / 100
- Maturity
- Basic: a single SKILL.md
- Security scan
- No issues found
- License
- Not declared. Check the repository before reusing it.
- Adoption
- Adopted by 0 other repositories, in 0 collections
Not checked yet
- Not judged on the rubric yet (not a contender in its category)
- No blind task eval yet
- Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
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