skilluminator

Skilluminator

Analyzes your M365 work activity to discover which of your repeated work patterns are the best candidates for AI automation — and generates a visual dashboard of the findings.

Works with any role. Powered by WorkIQ + Claude Code.

View the infographic

Install

1. Add the marketplace

/plugin marketplace add serenaxxiee/skilluminator

2. Install the plugin

/plugin install skilluminator

That's it — WorkIQ is configured automatically via the bundled MCP server config.

Prerequisites

• Claude Code installed
• Microsoft 365 account with WorkIQ access

Usage

Run the analysis

/skilluminator:skilluminator past 30 days

Or with other time ranges:

/skilluminator:skilluminator past 7 days
/skilluminator:skilluminator past 2 weeks
/skilluminator:skilluminator in March 2026

Regenerate the dashboard

/skilluminator:skilluminator-dashboard

Build a skill from a candidate

/skill-creator [candidate-name]

What it does

1. Queries your email, meetings, Teams chats, and documents via WorkIQ
2. Extracts repeating behavioral signals and clusters them into patterns
3. Filters out patterns already handled by M365 built-in tools (Teams Copilot, Focused Inbox, etc.)
4. Verifies actual meeting attendance (not just calendar invites)
5. Scores patterns on automation feasibility and business value
6. Generates an interactive HTML dashboard with analytics and top skill candidates
7. Offers to build any candidate via /skill-creator

How scoring works

Each pattern is scored on two dimensions:

Automation Score (0-100): How rule-based and repetitive is it?

• Clear trigger, fixed output, same steps, no sensitive sign-off, single source, high volume

Value Score (0-100): How much does it cost you?

• Time cost, frequency, blocks others, critical workflow, pain expressed

Composite = (Automation x 0.55) + (Value x 0.45)

Tier	Score	Meaning
Strong	70+	High automation potential AND high value. Build first.
Moderate	50-69	Automatable but may need human-in-the-loop. Worth building.
Exploring	<50	Painful but hard to automate. Consider partial solutions.

What gets filtered out

• Patterns already handled by M365 built-in tools (Teams Copilot Meeting Recap, Chat Recap, etc.)
• Patterns based on unverified meeting attendance (calendar invites != attendance)
• Patterns below the relevance threshold (<30 min/week AND <5/week AND single-source AND no pain signals)

Plugin structure

plugins/
  skilluminator/
    .claude-plugin/
      plugin.json
    .mcp.json                              # WorkIQ MCP server (auto-configured)
    commands/
      skilluminator.md                     # /skilluminator:skilluminator command
      skilluminator-dashboard.md           # /skilluminator:skilluminator-dashboard command
    skills/
      skilluminator/
        SKILL.md                           # Core skill definition
    scripts/
      generate-dashboard.js                # Dashboard generator

License

MIT