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pr-pattern-extract

Extract recurring code patterns from GitHub PR review comments across merged PRs.

Updated May 7, 2026
Search Tags:#github#code-quality#coding-standards#pr-review#continuous-improvement#pattern-extraction#subagent-fanout
One-click install
npx skills add https://github.com/tmalcolm-0607/mad-council-claw --skill pr-pattern-extract
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: pr-pattern-extract
Source: https://github.com/tmalcolm-0607/mad-council-claw/tree/main/.claude/skills/pr-pattern-extract
Command: npx skills add https://github.com/tmalcolm-0607/mad-council-claw --skill pr-pattern-extract

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Manually reviewing hundreds of GitHub PR review comments to identify recurring code issues is time-consuming and prone to oversight, especially for teams handling dozens of PRs weekly. This Skill automates the extraction of consistent patterns from review feedback to help teams improve coding standards and reduce repeat issues.

Core Features & Use Cases

  • Bounded 3-Phase Processing: Uses a collect/fan-out/aggregate architecture to process large volumes of PR comments without overwhelming context, with configurable caps on PR count, comment length, and parallel subagent tasks.
  • Cross-PR Pattern Deduplication: Identifies patterns that appear across multiple PRs to flag high-priority recurring issues, and cross-references existing team pattern files to avoid duplicates.
  • Learning System Integration: Automatically feeds extracted patterns into the team's learning system for review, with optional approval workflows to update coding standard rule files.
  • Use Case: For an engineering team running 20+ PRs a week, use this Skill to automatically surface common issues like missing validator wiring or ETag propagation bugs across all recent PRs in minutes instead of hours.

Quick Start

Use the pr-pattern-extract skill to analyze the last 5 merged PRs in your current repository and surface recurring code review patterns.

Frequently Asked Questions about pr-pattern-extract

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I extract recurring code patterns from GitHub PR review comments?▼

To extract recurring code patterns from GitHub PR review comments, you can automate the collection and aggregation of feedback across multiple repositories to identify high-priority issues without manual review.

Can I deduplicate code review patterns across multiple PRs?▼

Yes, you can deduplicate code review patterns across multiple PRs by cross-referencing existing team pattern files to identify recurring issues across repositories and avoid duplicates.

What is the best way to analyze large volumes of PR comments without losing context?▼

The best way to analyze large volumes of PR comments without losing context is using a bounded collect, fan-out, and aggregate architecture with configurable caps on PR count and parallel subagent tasks.

Does PR pattern extraction work for engineering teams handling 20 or more PRs a week?▼

PR pattern extraction works for engineering teams handling 20 or more PRs a week by automatically surfacing common code issues across recent merged PRs in minutes instead of hours.

How do I integrate extracted code patterns into my team's coding standards?▼

You can integrate extracted code patterns into your team's coding standards by feeding them directly into your learning system with optional approval workflows to update rule files.

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