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Patterns

Feature combinations that correlate with higher scores. Data from real Claude Code setups.

Hooks + Skills Combo

Setups combining Git hooks with custom skills consistently score higher through automated quality gates and reusable workflows.

+4.8
pts
hooksskills
6.9
Avg score
84%
Adoption
n=21
Samples

Full Automation Suite

Setups leveraging hooks, skills, agents, and rules together achieve the highest scores through comprehensive automation.

+4.8
pts
hooksskillsagentsrules
6.9
Avg score
84%
Adoption
n=21
Samples

Security-Focused Setup

Combining hooks with rules creates guardrails that prevent destructive operations and enforce security policies.

+4.8
pts
hooksrules
6.9
Avg score
84%
Adoption
n=21
Samples

Agent Orchestrator

Setups using both agents and skills enable multi-step orchestrated workflows with specialized sub-agents.

+4.8
pts
agentsskills
6.9
Avg score
84%
Adoption
n=21
Samples

MCP Power User

Setups with MCP plugins extend Claude's capabilities beyond the terminal, enabling richer tool integrations.

+3.3
pts
plugins
6.8
Avg score
80%
Adoption
n=20
Samples

Minimal Config

Setups with only a CLAUDE.md and no additional features — the baseline that most users start from.

-6.6
pts
baseline
0.4
Avg score
12%
Adoption
n=3
Samples