Build workflow

Claude Code Skills: Our Agentic Engineering System

Ad-hoc prompting does not scale past one developer. Our answer is a skills system: every repeatable engineering task (publishing, audits, image pipelines, SEO checks, deploy safety) is captured as a versioned Claude Code skill with its own rules, scripts, and references. New projects inherit the whole library on day one, and the agent behaves like a team member who has already read the runbook.

Typical timeline

1-3 weeks depending on how many processes we capture as skills

Stack

Claude Code · AY Skills (our open library) · AY Framework (agent swarm + tracking layer) · n8n x Claude Code template · GitHub

What we need to start

  • · Your repository and deployment setup (any stack; we adapt the skill pack)
  • · The processes your team repeats weekly (we turn the top 5 into skills first)
  • · A safety baseline: what the agent may and may not touch

How it works

  1. 01

    Process inventory

    We list what your team actually repeats: releases, reviews, content publishing, data pulls, QA passes. Each candidate gets scored by frequency and rule-clarity; fuzzy judgment calls stay human.

  2. 02

    Skill authoring

    Each selected process becomes a SKILL.md with explicit triggers, steps, guardrails, and bundled scripts. Skills are code-reviewed like any other artifact.

    Tools: Claude Code, AY Skills

  3. 03

    Framework wiring

    Skills plug into the AY Framework: a tracking board, task locks, handoff notes, and an assumptions ledger so agent work is auditable and resumable across sessions.

    Tools: AY Framework

  4. 04

    Guardrails and review gates

    Hooks enforce the rules that must never depend on model mood: commit gates, permission prompts, secret scanning, and human-approval checkpoints for anything outward-facing.

  5. 05

    Team rollout

    Your engineers get the skill library, the conventions doc, and a working session. The measure of success: a new hire (human or agent) ships a real task on day one by following skills, not tribal knowledge.

You get
  • ✓ A versioned Claude Code skill library tailored to your stack
  • ✓ Agent guardrails: hooks, permission rules, review gates
  • ✓ The AY Framework tracking layer (board, locks, ledger) installed in your repo
  • ✓ A recorded working session + conventions doc for your team
When NOT to use this
  • · You want a one-off script, not a repeatable process (a skill is overkill)
  • · The process changes weekly; capture it after it stabilizes
  • · Nobody on your team will own the library; unowned automation rots

Open resources

AY Skills on GitHub n8n x Claude Code template AY Framework 30 Days of Claude Code

Frequently asked

What is a Claude Code skill?

A versioned instruction pack (SKILL.md plus scripts and references) that teaches the agent one repeatable process: when to trigger, exact steps, guardrails, and how to verify the result. It turns prompting into engineering.

Do skills work with our existing stack?

Yes. Skills are markdown plus ordinary scripts, so they wrap whatever you already use: your CLI tools, CI, databases, and APIs. We adapt the library to your repo rather than forcing a new stack.

How is this different from a prompt library?

Prompts suggest; skills execute. A skill carries runnable scripts, hard guardrails enforced by hooks, and verification steps, so output quality does not depend on who wrote the prompt that day.

Is this an official Anthropic product or partnership?

No. Claude Code is Anthropic's tool; the skills system, AY Framework, and templates are our own engineering practice built on top of it, and the library is open source on GitHub.

Want this running in your business?

We build and run this workflow for clients.

Related services: Claude Code development agency · AI agent development · Claude Code security audit

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