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.
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.
npx skills add microsoft/cat-agent-skills --skill variance-commentarygit clone --depth 1 https://github.com/microsoft/cat-agent-skillsWrote 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.
[](https://agentmods.dev/skills/microsoft/cat-agent-skills/variance-commentary)<a href="https://agentmods.dev/skills/microsoft/cat-agent-skills/variance-commentary"><img src="https://agentmods.dev/badge/skills/microsoft/cat-agent-skills/variance-commentary/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.
<a href="https://agentmods.dev/skills/microsoft/cat-agent-skills/variance-commentary"><img src="https://agentmods.dev/badge/skills/microsoft/cat-agent-skills/variance-commentary.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00150 | $0.01320 |
| Opus 5.5 | $0.00060 | $0.00528 |
| Sonnet 5.5 | $0.00030 | $0.00264 |
| Haiku 4.5 | $0.00015 | $0.00132 |
Grade A, and why
variance-commentary 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 2d ago.
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.
How it starts
The opening of the file, as written. The whole thing — 127 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Variance Commentary
Produces exec-ready variance narrative: short, fact-anchored blocks that drop straight into review slides, a controller email, or board prep.
When NOT to Use
- Computing the variance or decomposing drivers in a model → spreadsheet or BI work first
- General stakeholder emails not anchored to a variance → outside this skill's scope
- Operational or headcount narratives with no financial comparison → write directly
- Forecast-change rationale not tied to an actuals comparison → write directly
Related Skills
Hand off rather than overlap:
- Prep for the review where the variance is presented — use forecast-review-prep instead.
- Anticipating questions on the variance — use stakeholder-qa-prep instead.
- Broad stakeholder messaging — outside this skill's scope.
- Recurring deliverables emails — use quarterly-workback instead.
Workflow
1. Capture the inputs
From the user's message or recent context, establish:
- Metric — whatever the business actually tracks (revenue, bookings, margin, operating expense, cash, units, backlog)
- Segment or business — the reporting unit in scope
- Period — the fiscal period, in the user's own fiscal convention
- Comparison basis — versus plan, forecast, prior year, or prior quarter
- Magnitude — both the absolute variance and the percentage
- Known drivers — what the user already attributes it to
Ask only for what's genuinely missing, and ask once. Multiple segments in one request produce one block per segment.
Do not assume a fiscal calendar. If the period is ambiguous ("Q3"), confirm the convention rather than guessing between calendar and fiscal years.
2. Ground the drivers when thin
If the user supplied no drivers or only one, run m365_search-SearchM365 with
sources=["email","teams"] on the metric, period, and segment over the last 30 days. Surface what
you find. If search comes back empty, the block says "Driver TBD pending review" — never invent
a plausible cause.
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.
- 2d ago First seen · 127 lines · 150 tokens per session scan A 7101b520b8da
variance-commentary is a skill published in the GitHub repository microsoft/cat-agent-skills (101 stars, last pushed yesterday), licensed MIT. It adds 150 tokens to every session and 1,320 once invoked, about $0.0006 per session on Opus 5.5. 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 2026-11-06.
variance-commentary compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| variance-commentarymicrosoft/cat-agent-skills | Skill | 101 | yesterday | MIT | A | 150 | Claude Code, Codex |
| sector-rotationHKUDS/Vibe-Trading | Skill | 38k | today | MIT | A | 39 | Claude Code, Codex |
| strategy-pivot-designertradermonty/claude-trading-skills | Skill | 3.7k | today | MIT | A | 28 | Claude Code, Codex |
| twitter-readerhimself65/finance-skills | Skill | 3.5k | 4d ago | MIT | A | 110 | Claude Code |
| energy-procurementhashgraph-online/awesome-codex-plugins | Skill | 1.5k | today | Apache-2.0 | A | 93 | Claude Code, Codex |
| airdrop-hunting-guidenirholas/three.ws | Skill | 271 | today | Apache-2.0 | A | 54 | Claude Code, Codex |
| multi-expert-analyzerdigoal/blog | Skill | 8.6k | 4d ago | GPL-2.0 | A | 292 | Codex |