pattern-learner
Self-improving pattern database. Analyzes successful assets (≥95/100) → extracts effective prompt language → abstracts reusable patterns → updates library automatically.
npx skills add majiayu000/claude-skill-registry --skill pattern-learner --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Pattern-Learner Skill ## Trigger Asset scores ≥95/100 ## Process 1. Diff current prompt vs previous attempts 2. Extract language that drove compliance improvement 3. Abstract reusable pattern from specific instance 4. Tag effectiveness (high/medium/low based on first-attempt success) 5. Update `/docs/northcote-asset-generation-patterns.md` ## Example Learning **Input:** - Asset 4 (Wattle + Beetle) scored 96/100 on first attempt - Previous generic metallic prompts failed (opaque flat paint) - Success prompt: "Faceted geometric surface with prismatic color shift green→gold→copper" **Extracted Pattern:** ```markdown ## Pattern: Metallic Iridescence (Asset 4, 96/100) **Context:** Any metallic insect carapace rendering **Effective Language:** "Faceted geometric surface" + "prismatic color shift [color1→color2→color3]" **Why It Works:** Specifies viewing angle dependence (not flat metallic paint) **Effectiveness:** HIGH (validated 1st attempt) **Apply To:** - Jewel beetles, metallic spiders, iridescent wings ``` ## Pattern Structure ```markdown ## Pattern: [Name] (Asset [N], [Score]/100) **Context:** [When to use this pattern] **Effective Language:** [Exact prompt syntax] **Why It Work
- Trigger
- Process
- Example Learning
- Pattern Structure
- Integration
- Self-Improvement Loop
- Database Evolution
- Efficiency
What does the pattern-learner skill do?
Self-improving pattern database. Analyzes successful assets (≥95/100) → extracts effective prompt language → abstracts reusable patterns → updates library automatically.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill pattern-learner --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.