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Expert knowledge for Azure Open Datasets development including limits & quotas.
Passed 20 of 22 test cases with the skill, and 9 of 22 without it.
and 9 more in the full report
11 fixed9 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
How many months old must the metadata.generated_at date be before an agent is required to suggest pulling a new skill version?
| Checked | Without skill | With skill |
|---|---|---|
| The response identifies the threshold as 3 months. | Missed | Passed |
The instructions your model reads when the skill loads.
This skill provides expert guidance for Azure Open Datasets. Covers limits & quotas. It combines local quick-reference content with remote documentation fetching capabilities.
IMPORTANT for Agent: Use the Category Index below to locate relevant sections. For categories with line ranges (e.g.,
L35-L120), useread_filewith the specified lines. For categories with file links (e.g.,[security.md](security.md)), useread_fileon the linked reference file
IMPORTANT for Agent: If
metadata.generated_atis more than 3 months old, suggest the user pull the latest version from the repository. Ifmcp_microsoftdocstools are not available, suggest the user install it: Installation Guide
This skill requires network access to fetch documentation content:
mcp_microsoftdocs:microsoft_docs_fetch with query string from=learn-agent-skill. Returns Markdown.fetch_webpage with query string from=learn-agent-skill&accept=text/markdown. Returns Markdown.| Category | Lines | Description |
|---|---|---|
| Limits & Quotas | L29-L32 | Managing and troubleshooting non-Spark download limits for Azure Open Datasets, including throttling behavior, quotas, and strategies to avoid or handle rate limits |
| Topic | URL |
|---|---|
| Handle Azure Open Datasets non-Spark download limits | https://learn.microsoft.com/en-us/azure/open-datasets/samples |
test cases passed, vs 9 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.