The Knowledge Crystallizer — A layer that captures AI session context and distills it into reusable, shareable .skill.md files.
Skills are encoded context. The problem is not intelligence — it is context transfer. SkillLayer watches how experts work, identifies what is repeatable, and packages it into a format that anyone can use in any future AI session.
- User selects past conversations about a recurring task
- One-click distillation into a structured .skill.md file
- Load the skill into any fresh AI session — start at week 6, not day 1
``` skilllayer/ ├── src/ # MCP server source code │ ├── tools/ # MCP tool implementations │ ├── distillation/ # Core distillation engine │ └── privacy/ # PII scrubbing layer ├── prompts/ # Distillation prompt versions ├── docs/ # Technical documentation │ └── skill-schema.md # .skill.md format specification ├── tests/ # Test suite └── examples/ # Example .skill.md files ```
Pre-MVP — Validation phase
MIT