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Built for the Claude community

Meta-Pattern Recognition is a research Claude Skill built by Jesse Vincent. Best for: Systems engineers, architects, and researchers use this to identify cross-domain principles and apply battle-tested solutions to new problem spaces..

What it does
Extract universal principles by identifying patterns repeated across 3+ domains to unlock new applications.
Category
research
Created by
Jesse Vincent
Last updated
March 25, 2026
researchadvanced

Meta-Pattern Recognition

Extract universal principles by identifying patterns repeated across 3+ domains to unlock new applications.

Skill instructions


name: Meta-Pattern Recognition 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 version: 1.1.0

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

  1. Spot repetition - See same shape in 3+ places
  2. Extract abstract form - Describe independent of any domain
  3. Identify variations - How does it adapt per domain?
  4. 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
View raw SKILL.md on GitHub

Install

/plugin install meta-pattern-recognition@obra

Requires Claude Code CLI.

Use cases

Systems engineers, architects, and researchers use this to identify cross-domain principles and apply battle-tested solutions to new problem spaces.

Reviews

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Stats

Installs0
GitHub Stars607
Forks137
LicenseMIT License
UpdatedMar 25, 2026

Creator

J

Jesse Vincent

@obra

View on GitHub