mrgoonie

meta-pattern-recognition

@mrgoonie/meta-pattern-recognition
mrgoonie
1,108
227 forks
Updated 1/6/2026
View on GitHub

Spot patterns appearing in 3+ domains to find universal principles

Installation

$skills install @mrgoonie/meta-pattern-recognition
Claude Code
Cursor
Copilot
Codex
Antigravity

Details

Path.claude/skills/problem-solving/meta-pattern-recognition/SKILL.md
Branchmain
Scoped Name@mrgoonie/meta-pattern-recognition

Usage

After installing, this skill will be available to your AI coding assistant.

Verify installation:

skills list

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 InAbstract FormWhere Else?
CPU/DB/HTTP/DNS cachingStore frequently-accessed data closerLLM prompt caching, CDN
Layering (network/storage/compute)Separate concerns into abstraction levelsArchitecture, organization
Queuing (message/task/request)Decouple producer from consumer with bufferEvent systems, async processing
Pooling (connection/thread/object)Reuse expensive resourcesMemory 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

More by mrgoonie

View all
ai-multimodal
1,108

Process and generate multimedia content using Google Gemini API. Capabilities include analyze audio files (transcription with timestamps, summarization, speech understanding, music/sound analysis up to 9.5 hours), understand images (captioning, object detection, OCR, visual Q&A, segmentation), process videos (scene detection, Q&A, temporal analysis, YouTube URLs, up to 6 hours), extract from documents (PDF tables, forms, charts, diagrams, multi-page), generate images (text-to-image, editing, composition, refinement). Use when working with audio/video files, analyzing images or screenshots, processing PDF documents, extracting structured data from media, creating images from text prompts, or implementing multimodal AI features. Supports multiple models (Gemini 2.5/2.0) with context windows up to 2M tokens.

root-cause-tracing
1,108

Systematically trace bugs backward through call stack to find original trigger

databases
1,108

Work with MongoDB (document database, BSON documents, aggregation pipelines, Atlas cloud) and PostgreSQL (relational database, SQL queries, psql CLI, pgAdmin). Use when designing database schemas, writing queries and aggregations, optimizing indexes for performance, performing database migrations, configuring replication and sharding, implementing backup and restore strategies, managing database users and permissions, analyzing query performance, or administering production databases.

chrome-devtools
1,108

Browser automation, debugging, and performance analysis using Puppeteer CLI scripts. Use for automating browsers, taking screenshots, analyzing performance, monitoring network traffic, web scraping, form automation, and JavaScript debugging.