From ai-firstify
Audits, re-engineers, or bootstraps projects to align with AI-first design principles across 7 dimensions. Triggers on review, ai-firstify, improve, or new project requests.
npx claudepluginhub anthropics/claude-plugins-official --plugin ai-firstifyThis skill uses the workspace's default tool permissions.
Analyze and re-engineer projects to align with AI-first design principles.
Assesses AI contribution in software projects using the 5-level AI Assessment Scale (AIAS). Evaluates involvement from no AI to full exploration for transparency and documentation.
Analyzes project requirements and recommends optimal Anthropic architectures using Skills, Agents, Prompts, and SDK primitives for scalable AI systems.
Provides process, architecture, review, hiring, and testing guidelines for engineering teams relying on AI code generation.
Share bugs, ideas, or general feedback.
Analyze and re-engineer projects to align with AI-first design principles.
Use this skill when asked to:
Perform a comprehensive read-only analysis across 7 dimensions. Output a scored report with recommendations. Do NOT modify any files.
Read references/mode-audit.md for the full audit procedure and dimension checklist.
First, perform the full audit (Mode 1). Then actively fix issues in 7 phases: foundation, de-agentification, skill extraction, complexity reduction, context hygiene, safety hardening, workflow optimization.
Read references/mode-reengineer.md for the full re-engineering procedure.
Guide the user through setting up a new AI-first project from scratch. Interactive -- ask discovery questions, recommend architecture, scaffold, and test.
Read references/mode-bootstrap.md for the full bootstrap procedure.
Domain knowledge (load on demand per dimension):
Load the relevant reference file for the dimension you are currently analyzing. Do not load all references at once -- use progressive disclosure.