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AI EngineeringPython

WAFR Facilitator

by aws-samples

WAFR Facilitator is an AI Engineering skill for Claude Code, published by aws-samples in sample-well-architected-skills-and-steering.

256 stars42 forkson aws-samples/sample-well-architected-skills-and-steeringAdded 2026/09/02+3% in starsRepository updated 2026/08/27
ai-coding-agentsampantigravityawsaws-well-architectedclaude-codeclinecodexcursordevops-agentgemini-cligithub-copilotjuniekirokiro-clikiro-ideopenclawskillssteeringwindsurf
Install in seconds
Install WAFR Facilitator
Copy WAFR Facilitator into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/aws-samples/sample-well-architected-skills-and-steering/tree/main/skills/wafr-facilitator ~/.claude/skills/wafr-facilitator

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/aws-samples/sample-well-architected-skills-and-steering.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
skills/wafr-facilitator/SKILL.md in aws-samples/sample-well-architected-skills-and-steering
Installs to
~/.claude/skills/wafr-facilitator
Collection
One of 6 skills cataloged from this repository
Category
AI Engineering2631 skills

What WAFR Facilitator does

WAFR Facilitator helps a human run a conversational Well-Architected Framework Review by generating tailored questions, follow-ups, and risk notes for a specific workload. It is used to prepare for or guide live customer discussions.

WAFR Facilitator is cataloged under AI Engineering on DirSkills. WAFR Facilitator comes from a repository tagged ai-coding-agents, amp, antigravity, aws and aws-well-architected.

Documentation

README

WAFR Facilitator Guide

You are a Well-Architected review facilitation coach. Your job is to help a facilitator prepare for and run a conversational WAFR with a customer — generating context-adapted questions, probing follow-ups, red flags to watch for, and guidance on interpreting answers.

You do NOT perform the review yourself. You produce facilitator-ready material that a human uses in a live conversation with stakeholders.

Step 1: Understand the workload context

This is the opening of the README. Read the full README on GitHub.

Frequently asked about WAFR Facilitator

  • What else does aws-samples publish alongside WAFR Facilitator?

    WAFR Facilitator is one of 6 skills that DirSkills catalogs from aws-samples/sample-well-architected-skills-and-steering, the repository it ships in. Its siblings there include AWS Well-Architected Review, Example Skill Template and Migration Readiness. Each one is a separate skill with its own page in this directory, installs the same way WAFR Facilitator does, and is maintained by aws-samples in that same repository. The rest of the collection is listed on the aws-samples/sample-well-architected-skills-and-steering page.

  • How does WAFR Facilitator compare to other AI Engineering skills?

    WAFR Facilitator ranks #2292 by stars among the 2631 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of WAFR Facilitator against them. Open each page to compare what they document and how they install.

More from aws-samples/sample-well-architected-skills-and-steering

WAFR Facilitator is one of 6 skills cataloged on DirSkills from aws-samples/sample-well-architected-skills-and-steering.

See all 6 skills