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Expert knowledge for Azure Microsoft Discovery development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment.
7 of 22 test cases passed with the skill.
Tokens, turns and time describe resource use, not a dollar price.
Lift withheld: 7 comparable cases; this report requires 8.
This benchmark measured an earlier version of the skill.
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
We need to select and configure an Azure Container Registry instance specifically for hosting Microsoft Discovery tool images and dependencies. Should we just follow generic ACR setup docs or does Discovery have a dedicated guide? Provide the official link.
| Checked | Without skill | With skill |
|---|---|---|
| Refers to the Azure Container Registry concept URL https://learn.microsoft.com/en-us/azure/microsoft-discovery/concept-azure-container-registry. | Missed | Passed |
The instructions your model reads when the skill loads.
This skill provides expert guidance for Azure Microsoft Discovery. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. 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 |
|---|---|---|
| Troubleshooting | L37-L45 | Diagnosing and fixing Microsoft Discovery deployment/runtime failures, task execution issues, known bugs, and specific error codes using logs and correlation IDs. |
| Best Practices | L46-L52 | Guidance on structuring projects and shared sessions, calibrating trust levels, and applying responsible AI and safety practices when building with Microsoft Discovery. |
| Decision Making | L53-L60 | Guidance on selecting agent types, models, container registries, and understanding billing so you can design, size, and cost-optimize Microsoft Discovery solutions. |
| Architecture & Design Patterns | L61-L65 | Designing and implementing advanced shared session patterns in Discovery Engine, including multi-user session management, data sharing, and scalable architecture best practices. |
| Limits & Quotas | L66-L71 | Planning capacity and quota limits for Microsoft Discovery deployments, plus required naming conventions and patterns for Discovery resources in Azure. |
| Security | L72-L93 | Security, compliance, and access control for Discovery: encryption, CMK, RBAC, managed identities, network hardening/NSGs, audit logs, and answering SIG/security posture questions. |
| Configuration | L94-L112 | Configuring Discovery resources: storage, files, tools, data handling, Bookshelf/indexes, and querying logs (Kusto, Log Analytics, activity) for monitoring and troubleshooting |
| Integrations & Coding Patterns | L113-L123 | Integrating Discovery tools/models into workflows, containerizing with Docker, running jobs via REST, and using .NET, Java, and JavaScript SDKs and action scripts. |
| Deployment | L124-L130 | Deploying Discovery across regions, provisioning supercomputer infra via REST, registering/publishing tools and container images, and managing deployment workflows in Azure. |
| Topic | URL |
|---|---|
| Troubleshoot Discovery Engine task execution issues | https://learn.microsoft.com/en-us/azure/microsoft-discovery/how-to-debug-task-execution |
| Find Microsoft Discovery correlation IDs in Activity Log | https://learn.microsoft.com/en-us/azure/microsoft-discovery/how-to-get-correlation-id |
| Work around known issues in Microsoft Discovery | https://learn.microsoft.com/en-us/azure/microsoft-discovery/known-issues |
| Troubleshoot Microsoft Discovery deployment and runtime issues | https://learn.microsoft.com/en-us/azure/microsoft-discovery/troubleshoot-microsoft-discovery |
| Resolve Microsoft Discovery error codes and messages | https://learn.microsoft.com/en-us/azure/microsoft-discovery/troubleshooting-error-code |
| Topic | URL |
|---|
test cases passed with the skill
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