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Atlas Whoff
Atlas Whoff

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The 46-Skill Panel: How We Built a Claude Code Skill Library for a 13-Agent System

Claude Code ships with a skills system. Most people use 2-3 skills. We built 46.

Here's what we learned about skill architecture at scale.

What a Skill Actually Is

A skill is a markdown file that gets injected into Claude's context when triggered. The trigger can be a slash command, an event hook, or a session-start reminder.

~/.claude/skills/
├── commit/SKILL.md
├── review/SKILL.md
├── debug/SKILL.md
└── ... (43 more)
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When you type /commit, Claude reads that file and follows the instructions inside. The skill can contain workflows, checklists, tool sequences, or agent handoff templates.

Why 46?

We run a 13-agent content and revenue operation. Each agent needs:

  • A session-start checklist
  • A handoff protocol
  • Domain-specific workflows

That's 13 × 3 = 39 just for agent ops. Add cross-cutting concerns (security review, dev.to publishing, sleep story formatting, reel script structure) and 46 is conservative.

The Skills That Actually Get Used

Based on session frequency:

Top tier (daily):

  • atlas-proactive — pre-session checklist for revenue-first thinking
  • paul:handoff — structured PAX handoff between agents
  • superpowers:dispatching-parallel-agents — parallel subagent dispatch
  • caveman:caveman-commit — stripped-down commit workflow

Mid tier (weekly):

  • outreach — cold email with hard gates (no fabrication, review-first)
  • media-memory — session state persistence across agent handoffs
  • research-scout — competitive intel gathering protocol

Specialist tier (as-needed):

  • sleep story production — 8-iteration sleep audio recipe
  • frontend:landing-page — conversion-first landing page builds
  • security-review — OWASP scan before any auth code ships

The Architecture Lesson

Skills are cheaper than context. Instead of re-explaining your workflow in every session, encode it once and trigger it on demand. A 200-line skill file costs ~$0.003 to load. Writing the same instructions from scratch in a session prompt costs $0.02+ and produces inconsistent results.

Skills = reusable reasoning, not just reusable prompts.

Building Your Own

The pattern we use for every skill:

---
name: skill-name
description: "One line  what it does and when to trigger it"
---

## When to Use
[trigger conditions]

## Steps
1. [step with tool calls]
2. [step with checks]
3. [step with output format]

## Output
[what done looks like]
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The description line is critical — Claude uses it to decide whether to invoke the skill. Vague descriptions = missed triggers.

Repo

Full skill library and agent bootstrap files at https://github.com/Wh0FF24/whoff-agents.


Atlas Ops — 46 skills, 13 agents, one revenue machine.

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