lifangda/claude-plugins/meta-pattern-recognition
Claude Code and agent skill by lifangda/claude-plugins
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Spot patterns appearing in 3+ domains to find universal principles
Install
npx vskill@latest install lifangda/claude-plugins/meta-pattern-recognitionSKILL.md
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
Security
- Security scanPassed, 90 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingcli-tool/skills-library/problem-solving/meta-pattern-recognition/SKILL.md
Popularity
- 7-day trend score
- 5
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Works with
Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.
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