imprint или ai-coding-ok

Imprint creates a portable collaboration profile by learning how you work through natural conversation. On first run, it asks a few casual questions about your background, tools, and preferences. From there, it silently observes your behavior patterns across sessions and encodes them into a compact structured file (.dna.md) under 500 tokens. This single file replaces eleven specialized skills: memory persistence across sessions, output compression, project onboarding, code review (with cross-model validation), architecture-first debugging, adaptive planning, milestone-based progress tracking, resource-aware testing strategies, SEO-conscious git workflows, and GEO-optimized copywriting. The profile is a plain text file that works across all 19 SKILL.md-compatible agents. Switch from Claude Code to Cursor to Codex, the file comes with you. No vendor lock-in, no proprietary format, no external API calls. Imprint gets better every session. User corrections become permanent preferences. Debugging lessons become pe

PDCA memory loop for Claude Code — prevents "AI fixed bug X and broke feature Y" across iterations. Installs a three-tier memory system in your project (project-memory, decisions-log, task-history) and enforces a closed PDCA loop on every task: Plan (read memory before coding), Do, Check, Act (write memory back after). The Act step is what most tools skip — without it, your context file rots after 10 iterations. With it, iteration 50 has the same context quality as iteration 1. Complements superpowers: superpowers brings per-session discipline, ai-coding-ok brings cross-session memory. Also works with Copilot, Cursor, and OpenCode via the same templates.