Agent Skills
› mrgoonie/claudekit-skills
› Meta-Pattern Recognition
Meta-Pattern Recognition
GitHub通过识别跨3个以上领域的重复模式，提取通用原则以发现潜在应用。帮助避免重复造轮子，提升抽象思维与问题解决能力。
Trigger Scenarios
需要抽象通用设计模式时
发现多个领域存在相似解决方案时
尝试将某领域经验迁移到新场景时
Install
npx skills add mrgoonie/claudekit-skills --skill Meta-Pattern Recognition -g -y
SKILL.md
Frontmatter
{
"name": "Meta-Pattern Recognition",
"version": "1.1.0",
"description": "Spot patterns appearing in 3+ domains to find universal principles",
"when_to_use": "when noticing the same pattern across 3+ different domains or experiencing déjà vu in problem-solving"
}
Meta-Pattern Recognition
Overview
When the same pattern appears in 3+ domains, it's probably a universal principle worth extracting.
Core principle: Find patterns in how patterns emerge.
Quick Reference
| Pattern Appears In | Abstract Form | Where Else? |
|---|---|---|
| CPU/DB/HTTP/DNS caching | Store frequently-accessed data closer | LLM prompt caching, CDN |
| Layering (network/storage/compute) | Separate concerns into abstraction levels | Architecture, organization |
| Queuing (message/task/request) | Decouple producer from consumer with buffer | Event systems, async processing |
| Pooling (connection/thread/object) | Reuse expensive resources | Memory management, resource governance |
Process
- Spot repetition - See same shape in 3+ places
- Extract abstract form - Describe independent of any domain
- Identify variations - How does it adapt per domain?
- Check applicability - Where else might this help?
Example
Pattern spotted: Rate limiting in API throttling, traffic shaping, circuit breakers, admission control
Abstract form: Bound resource consumption to prevent exhaustion
Variation points: What resource, what limit, what happens when exceeded
New application: LLM token budgets (same pattern - prevent context window exhaustion)
Red Flags You're Missing Meta-Patterns
- "This problem is unique" (probably not)
- Multiple teams independently solving "different" problems identically
- Reinventing wheels across domains
- "Haven't we done something like this?" (yes, find it)
Remember
- 3+ domains = likely universal
- Abstract form reveals new applications
- Variations show adaptation points
- Universal patterns are battle-tested
Version History
- 80113d8 Current 2026-08-20 08:14
