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AI Workflow

Category: General  ·  Sub-category: automation  ·  Last updated:
Set up LLM workflow discipline for projects that use AI / LLM calls in production or eval suites. Authors an eval-cost-watcher agent that projects token cost BEFORE regression evals run, plus an AI-workflow-discipline rule covering mock-mode placement, fixture freshness, and multi-stage cost accumulation. Optionally a small eval-regression skill stub. Invoke /dotclaude:ai-workflow only when the project actually has AI workflows.

From the source SKILL.md

You are setting up the AI-workflow safety layer — the discipline that prevents night-long eval runs from producing four-figure surprise bills, and that catches the mock-mode-bypass class of bug at the source rather than in the invoice.

What this skill does

AI Workflow is a community-contributed Claude Code skill in the automation sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-workflow/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The AI Workflow Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 69,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/ai-workflow
curl -L https://claudskills.com/skills/ai-workflow/SKILL.md \
  -o ~/.claude/skills/ai-workflow/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ai-workflow/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ai-workflow/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ai-workflow\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Attribution & license

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel