Borrowing it
Nothing to install: this file belongs to timothywarner-org/az104-cert-buddy. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/timothywarner-org/az104-cert-buddy/main/.github/skills/az104-item-creator/SKILL.mdgit clone --depth 1 https://github.com/timothywarner-org/az104-cert-buddyWrote 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/timothywarner-org/az104-cert-buddy/az104-item-creator)<a href="https://agentmods.dev/skills/timothywarner-org/az104-cert-buddy/az104-item-creator"><img src="https://agentmods.dev/badge/skills/timothywarner-org/az104-cert-buddy/az104-item-creator/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/timothywarner-org/az104-cert-buddy/az104-item-creator"><img src="https://agentmods.dev/badge/skills/timothywarner-org/az104-cert-buddy/az104-item-creator.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 | $0.00072 | $0.02286 |
| Opus 5 | $0.00036 | $0.01143 |
| Sonnet 5 | $0.00014 | $0.00457 |
| Haiku 4.5 | $0.00007 | $0.00229 |
Grade A, and why
az104-item-creator 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 12d 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 — 205 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Skill: az104.practice_questions.exam_realistic
Description: Generate AZ-104 practice questions that feel like the real exam without copying it. Every item is grounded in current Microsoft Learn content, uses modern Azure terminology, and follows Microsoft-style exam item rules (scenario-first, plausible distractors, no trick wording).
Grounding
Required sources:
- Microsoft Learn (primary truth source for objectives + features; access via the Microsoft Learn MCP server using
microsoft_docs_searchandmicrosoft_docs_fetch) - Microsoft Learn code samples (for CLI/PowerShell/SDK accuracy; access via
microsoft_code_sample_search)
Study guide:
- Study guide for Exam AZ-104: Microsoft Azure Administrator (skills outline + objective mapping) [Microsoft Learn]
references/az104-objectives.mdfor the full skills-measured list
Style
Microsoft style:
- Follow Microsoft sentence-style capitalization and UI-label rules.
- See
references/style-guide.mdfor detailed Microsoft writing style rules. Key rules for exam items:- Sentence-style capitalization everywhere except proper nouns and product names.
- Bold for UI element names.
- Input-neutral verbs: select (not click), enter (not type).
- Imperative mood in procedure steps.
- Oxford comma in all lists.
- No contractions.
- on-premises (never on-premise), cloud-native (hyphenated before a noun).
- Spell out zero through nine; numerals for 10 or greater.
- should for recommendations, must for requirements.
Guardrails
Exam integrity:
- Do not recreate or paraphrase real exam questions.
- Do not reference braindumps or leaked content.
- Write original scenarios and original stems every time.
Terminology:
- Always use current Microsoft product names. Never use retired names such as "Azure AD" (use "Microsoft Entra ID"), "Azure AD Connect" (use "Microsoft Entra Connect"), and so on. See the full rename table in
.github/copilot-instructions.md. If a distractor references identity or governance, double-check that every product name is current.
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.
- 12d ago First seen · 205 lines · 72 tokens per session scan A 39e84c1a9b0d
az104-item-creator is a skill published in the GitHub repository timothywarner-org/az104-cert-buddy (22 stars, last pushed 5mo ago), licensed MIT. It adds 72 tokens to every session and 2,286 once invoked, about $0.0004 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 2026-08-30.
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