n-pillai

Ai Fluency Assessment Skill

Name: Ai Fluency Assessment Skill
Author: n-pillai

AI community

SOURCE https://github.com/n-pillai/ai-fluency-assessment-skill

Description

A Claude Code skill for quarterly AI fluency assessment using Anthropic's 4D Framework and Yegge's 8-Stage Developer-Agent Evolution Model

Installation

This entry records only its repository, not the path inside it, so there is no exact command to give. Open the source below and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

README

AI Fluency Assessment Skill

A Claude Code skill for quarterly assessment of AI fluency across two frameworks:

Anthropic's 4D AI Fluency Framework — Delegation, Description, Discernment, Diligence
Yegge's 8-Stage Developer-Agent Evolution Model — Stage 1 (zero AI usage) through Stage 8 (own orchestrator)

Tracks progress over time with structured JSON history and generates dated `.docx` reports.

Installation

Copy the full skill directory into your Claude Code skills folder — the skill needs its companion files (`REFERENCE.md`, `templates/`, `assessments/`), so copying `SKILL.md` alone will not work:

# macOS/Linux
cp -r . ~/.claude/skills/ai-fluency-assessment/

# Windows
xcopy /E /I . %USERPROFILE%\.claude\skills\ai-fluency-assessment\

Install the Python dependency for `.docx` report generation:

pip install python-docx

Usage

Ask Claude Code to run your AI fluency assessment (e.g. "assess my AI fluency" or "run a fluency check") — the skill is picked up by description match. The flags below can be given in the same request (e.g. "run a quick fluency assessment").

Command	What it does
`/assess-fluency`	Full assessment: gather data, score frameworks, diff against last, generate report
`/assess-fluency --quick`	Output data-gathering prompts only — no scoring or report
`/assess-fluency --compare`	Diff the two most recent assessments without new data

What the Assessment Covers

The skill guides you through three data-gathering prompts (run in separate sessions):

Prompt A — Claude Code self-assessment: projects, autonomy levels, automations, Yegge stage estimate
Prompt B — Other AI tools: automations, integrations, and AI-generated artifacts (ChatGPT, Copilot, Gemini, n8n, Zapier, etc.)
Checklist C — Claude.ai manual notes: delegation patterns, error-catching, format specifications

Then scores each 4D competency (Developing → Practitioner → Advanced → Expert → Exc