Dark Matter Analyzer

Diagnose repository misalignment by surfacing unseen patterns and execution gaps.

34|7|Updated Oct 22, 2025
One-click install
npx skills add https://github.com/daffy0208/ai-dev-standards --skill dark-matter-analyzer
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Dark Matter Analyzer
Source: https://github.com/daffy0208/ai-dev-standards/tree/main/SKILLS/dark-matter-analyzer
Command: npx skills add https://github.com/daffy0208/ai-dev-standards --skill dark-matter-analyzer

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill uncovers hidden organizational patterns, strategic drift, and execution gaps that traditional code metrics miss, helping you understand why a repository feels misaligned.

Core Features & Use Cases

  • Strategic Drift Detection: Identify when stated goals don't match actual work being done.
  • Documentation Inflation Analysis: Spot over-planning and avoidance through excessive documentation.
  • Repository Coherence Index: Calculate overall health score (0-100) with actionable insights.
  • Use Case: When your team has extensive documentation but still feels confused about direction, use this Skill to reveal the underlying patterns causing the misalignment.

Quick Start

Ask Claude to analyze your repository's health by saying: "Run Dark Matter analysis on this repository" or "Why does this codebase feel misaligned?"

Frequently Asked Questions about Dark Matter Analyzer

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

FAQPage Schema
How do I diagnose why my codebase feels misaligned with team goals?

Repository coherence analysis surfaces hidden patterns between stated strategy and actual code work. Dark Matter Analyzer calculates a Repository Coherence Index (0-100) and identifies strategic drift, documentation inflation, and execution gaps that traditional metrics miss, revealing why organizational misalignment occurs.

Can I detect strategic drift and documentation inflation in my repository?

Yes. Pattern detection across code, documentation, temporal signals, and environment reveals when documentation over-planning masks actual progress gaps or when team direction has drifted from stated objectives. The Skill maps these patterns to actionable insights and prioritizes them by urgency.

What does a Repository Coherence Index measure?

The Repository Coherence Index is a 0-100 health score that synthesizes pattern detection, documentation alignment, and organizational signals. It quantifies overall codebase health and surfaces execution gaps, governance misalignment, and untracked strategic divergence for both small and large repositories.

How do I use pattern detection to diagnose governance misalignment during refactors?

Pattern clustering analysis maps code organization against stated governance rules and organizational structure. During refactors or organizational changes, the Skill detects when actual patterns deviate from intended architecture, flagging misalignment as actionable recommendations sorted by priority.

Does this work for both small and large codebases?

Yes. The Skill applies to repositories at any scale, analyzing pattern clusters, documentation patterns, and organizational signals. It surfaces coherence gaps and strategic misalignment regardless of codebase size, making it suitable for teams ranging from small projects to large enterprise systems.

What signals does the analysis examine?

Analysis routes across code patterns, documentation content, temporal history, and environment context to detect coherence gaps. The Skill produces human-readable narratives and standardized outputs, routing actions by urgency and delivering structured recommendations for addressing detected misalignment.