agents-at-scale-ark: Skill for Claude Code

.claude/skills/documentation/SKILL.md

ark-documentation is a skill for Claude Code from mckinsey/agents-at-scale-ark. It costs 41 tokens per session (2,369 once invoked), scanned A, original, Apache-2.0.

A guide for organizing Ark documentation using Diátaxis, a method that separates tutorials, how-to guides, explanations, and reference material. It explains which type of document belongs in each section.

In plain words
What is it for?
Use it when creating, reviewing, or restructuring documentation for the Ark project.
Why use it?
It helps authors put information in the right place and write it for the reader’s actual goal.

Skill for Claude Code

Written for Claude Code: installed under .claude/. Also seen: mentions CLAUDE.md.

This is mckinsey/agents-at-scale-ark's own configuration. It tells Claude Code how to work on agents-at-scale-ark itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything agents-at-scale-ark configures →

Reuse

Borrowing it

Nothing to install: this file belongs to mckinsey/agents-at-scale-ark. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/mckinsey/agents-at-scale-ark/main/.claude/skills/documentation/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/mckinsey/agents-at-scale-ark

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for ark-documentation

README.md
[![agentmods](https://agentmods.dev/badge/skills/mckinsey/agents-at-scale-ark/documentation/github.svg)](https://agentmods.dev/skills/mckinsey/agents-at-scale-ark/documentation)
Your own site
<a href="https://agentmods.dev/skills/mckinsey/agents-at-scale-ark/documentation"><img src="https://agentmods.dev/badge/skills/mckinsey/agents-at-scale-ark/documentation/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for ark-documentation

Your own site · 80×15
<a href="https://agentmods.dev/skills/mckinsey/agents-at-scale-ark/documentation"><img src="https://agentmods.dev/badge/skills/mckinsey/agents-at-scale-ark/documentation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 41 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,369 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Excessive Agency · line 245
    Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.
    Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00041 $0.02369
Opus 5 $0.00020 $0.01184
Sonnet 5 $0.00008 $0.00474
Haiku 4.5 $0.00004 $0.00237

Measured 5d ago against content hash 7d1d002c6d95, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

ark-documentation scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/documentation/SKILL.md · 260 lines

How it starts

The opening of the file, as written. The whole thing — 260 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Ark Documentation

Guidance for structuring Ark documentation using Diataxis adapted for Ark's needs.

When to use this skill

  • Creating new documentation
  • Deciding where content belongs
  • Reviewing documentation PRs
  • Restructuring existing documentation

Ark's Diataxis structure

docs/content/
├── Introduction
├── Quickstart
├── Tutorials          → Linear learning paths
├── How-to Guides      → Task-oriented, by persona
├── Core Concepts      → Understanding "why" and "how"
├── Reference          → Factual lookup material
├── Marketplace        → External link
└── Disclaimer

Terminology

Diataxis Ark Term Why
Explanation Core Concepts More accessible

The four quadrants

1. Tutorials (learning-oriented)

Purpose: Hands-on lessons for newcomers.

Characteristics:

  • Linear, numbered paths (1, 2, 3...)
  • Single prescribed path - no choices
  • Frequent visible results
  • Ends with "Next step" → How-to Guides

Writing style:

  • Use "we" language
  • Don't explain - link to Core Concepts

Content belongs here if:

  • It teaches a skill through doing
  • Reader is studying, not working
  • Success requires following steps in order

Examples: Quickstart, Running the Dashboard, Starting a New Project, Complete Worked Example


2. How-to guides (task-oriented)

Purpose: Help competent users complete specific tasks.

Organized by persona:

Build with Ark (application developers)
  • Configure models, create agents, coordinate teams, run queries, add tools.
Extend Ark (contributors)
  • Build services locally, implement APIs, build A2A servers, add tests.
Operate Ark (operators / SRE / security)
  • Platform operations: Provisioning, deploying
  • CI/CD and supply chain: Build pipelines
  • Security & assurance: Pen testing, code analysis

Writing style:

  • Goal-oriented: "If you want X, do Y"
  • Assumes competence
  • Don't teach - link to Tutorials or Core Concepts

Read the full file on GitHub · 260 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 5d ago First seen · 260 lines · 41 tokens per session scan A 7d1d002c6d95

Subscribe to this mod's changes

ark-documentation is a skill published in the GitHub repository mckinsey/agents-at-scale-ark (422 stars, last pushed yesterday), licensed Apache-2.0. It adds 41 tokens to every session and 2,369 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

Related

Other skills, from other repositories

container-manager-kubernetes-operations

Full operational Kubernetes surface via the container-manager-mcp MCP server — workloads (pods/rollouts/StatefulSets/DaemonSets/ReplicaSets/Jobs/CronJobs), config (ConfigMaps/Secrets/Namespaces/CRDs/patch), networking (Ingress/native Services/NetworkPolicy/DNS), storage (PV/PVC/StorageClass/snapshots/CSI), RBAC…

Knuckles-Team/container-manager-mcp · 189 tokens

bdbsaastraining

Use when onboarding or training staff on the BDB SaaS Host Engine. Guides trainees via interactive workloads (WordPress, mail, agents) through SSH 2FA, Incus, and FastMCP guardrails, culminating in a PDF certificate.

hybridlabor-api/bdb-dev-optimized-agent-skills · 56 tokens

k8s-ops

Opinionated multi-step Kubernetes workflows on top of the k8s-mcp server. Encodes tool-sequencing logic and failure-mode decision trees for deploying from a repo, debugging pods/rollouts, performing safe restarts, and auditing cluster posture. Use when the user asks to deploy, diagnose, restart, roll out, or audit…

jingyanjiang/k8s-mcp · 77 tokens

kubernetes-mesh-provisioner

Kubernetes Mesh Provisioner atomic skill. Stands up an RKE2 cluster (server + agents) with Cilium CNI and the NVIDIA GPU device plugin, the Kubernetes parallel of swarm-mesh-provisioner. Idempotent — re-runnable.

Knuckles-Team/container-manager-mcp · 60 tokens

cost-optimization

Optimize cloud costs across AWS, Azure, GCP, and OCI through resource rightsizing, tagging strategies, reserved instances, and spending analysis. Use when reducing cloud expenses, analyzing infrastructure costs, or implementing cost governance policies.

wshobson/agents · 48 tokens

istio-traffic-management

Configure Istio traffic management including routing, load balancing, circuit breakers, and canary deployments. Use when implementing service mesh traffic policies, progressive delivery, or resilience patterns.

wshobson/agents · 40 tokens