create-copilot-adoption-dashboard

create-copilot-adoption-dashboard is a skill for Claude Code, Codex from microsoft/cat-agent-skills. It costs 234 tokens per session (2,249 once invoked), scanned A, original, MIT.

A tool that turns four Microsoft 365 Copilot activity reports into a single HTML dashboard. Microsoft 365 Copilot is Microsoft's AI assistant for work, and the dashboard presents usage measures and suggested follow-up actions.

In plain words
What is it for?
Use it to create an adoption dashboard with usage charts, KPI tiles, user counts, and data-based training or awareness recommendations.
Why use it?
It combines exported reports into one self-contained file and replaces template placeholders with the supplied data, so the results can be viewed without network access or extra libraries.

Skill for Claude CodeCodex ✓ vendor

Written for no agent in particular: nothing here depends on one. Also seen: names the AskUserQuestion tool.

Good fit Use it to create an adoption dashboard with usage charts, KPI tiles, user counts, and data-based training or awareness recommendations.

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Install with agentmods
npx agentmods add skills/microsoft/cat-agent-skills/create-copilot-adoption-dashboard
About the project

microsoft/cat-agent-skills is a static website that catalogs reusable instruction sets and related packages for AI agents. People use it to search, filter, rate, and download skills for Cowork, Copilot Studio, and Scout, along with Copilot plugins and Scout automations. The catalogue entries are the skills, instructions, plugins, and settings displayed by the site.

microsoft/cat-agent-skills · 69 stars · on GitHub

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add microsoft/cat-agent-skills --skill create-copilot-adoption-dashboard
Clone the repo
git clone --depth 1 https://github.com/microsoft/cat-agent-skills

Made for: Claude Code, Codex.

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 create-copilot-adoption-dashboard

README.md
[![agentmods](https://agentmods.dev/badge/skills/microsoft/cat-agent-skills/create-copilot-adoption-dashboard/github.svg)](https://agentmods.dev/skills/microsoft/cat-agent-skills/create-copilot-adoption-dashboard)
Your own site
<a href="https://agentmods.dev/skills/microsoft/cat-agent-skills/create-copilot-adoption-dashboard"><img src="https://agentmods.dev/badge/skills/microsoft/cat-agent-skills/create-copilot-adoption-dashboard/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 create-copilot-adoption-dashboard

Your own site · 80×15
<a href="https://agentmods.dev/skills/microsoft/cat-agent-skills/create-copilot-adoption-dashboard"><img src="https://agentmods.dev/badge/skills/microsoft/cat-agent-skills/create-copilot-adoption-dashboard.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 234 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,249 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.
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 $0.00234 $0.02249
Opus 5 $0.00117 $0.01125
Sonnet 5 $0.00047 $0.00450
Haiku 4.5 $0.00023 $0.00225

Measured today against content hash 524a2d8df8ca, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

create-copilot-adoption-dashboard 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 today.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/build_dashboard.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

submissions/create-copilot-adoption-dashboard/SKILL.md · 171 lines

How it starts

The opening of the file, as written. The whole thing — 171 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Overview

This skill builds a Microsoft 365 Copilot adoption dashboard by feeding four MAC report exports through the Copilot Adoption Analysis framework (Framework. mentioned is custom. All KPIs used are custom developed and not using any public framework approach such as Microsoft Adoption toolkit or M365 Copilot Adoption Guide. Entire framework is within explained within references) and injecting the computed results into a bundled single-file HTML template. The output is one self-contained .html file (no libraries, no network) branded with the customer's name and logo, carrying only real data — every template placeholder, sample number, and template label is replaced. Every KPI tile and panel carries an i definition button, the segment donut, Top surfaces and Agent usage share charts reveal the underlying user counts on hover, and a Recommended next steps section below the charts turns the measured values into the framework's enablement plays — split into KPI-triggered plays and ongoing training/awareness focus. The framework logic (pillars, thresholds, KPI formulas, and the data contract) lives in references/adoption-framework.md; the computation and injection are done by scripts/build_dashboard.py.

When to Use

  • The user wants their four Copilot MAC exports turned into a populated dashboard.
  • The user runs the create-copilot-adoption-dashboard command.
  • The user asks to populate or brand the adoption dashboard template with real data.

When NOT to Use

  • A generic HTML page, report, or single chart with no MAC data — use the html or render-ui skill instead.
  • Reading numbers from a Power BI report or semantic model — use the powerbi skill instead.
  • Summarizing a meeting or email thread — use meeting-intel or the Outlook tools instead.
  • Evaluating individual users' performance — decline; this skill reports aggregate adoption only.

Quick Start

Read the full file on GitHub · 171 lines

Files

What ships with it

5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. today First seen · 171 lines · 234 tokens per session scan A 524a2d8df8ca

Subscribe to this mod's changes

create-copilot-adoption-dashboard is a skill published in the GitHub repository microsoft/cat-agent-skills (69 stars, last pushed today), licensed MIT. It adds 234 tokens to every session and 2,249 once invoked, about $0.0012 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 2026-09-12.

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