ai-dev-gallery copilot-instructions.md

A set of coding guidelines for Microsoft’s AI Dev Gallery, a Windows desktop app that demonstrates local artificial-intelligence features. It explains the project structure, technology choices, and review standards.

In plain words
What is it for?
Use it when reviewing or changing C#, WinUI 3, Windows App SDK, ONNX Runtime, or WinML code and samples in the repository.
Why use it?
It gives coding agents project-specific rules for spotting security, performance, and implementation problems that general coding rules may miss.

Instructions file for GitHub Copilot

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.

agentmods
npx agentmods add instructions/microsoft/ai-dev-gallery/copilot-instructions
Clone the repo
git clone --depth 1 https://github.com/microsoft/ai-dev-gallery

Made for: GitHub Copilot.

Per session 1,211 This file is loaded in full into every session.
When invoked 1,211 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
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 $0.01211 $0.01211
Opus 5 $0.00606 $0.00606
Sonnet 5 $0.00242 $0.00242
Haiku 4.5 $0.00121 $0.00121

Measured 2d ago against content hash 46412d8b6f57, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

ai-dev-gallery copilot-instructions.md 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.

.github/copilot-instructions.md · 147 lines

How it starts

The opening of the file, as written. The whole thing — 147 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Repository Overview

AI Dev Gallery is a WinUI 3 desktop application showcasing local AI capabilities for Windows developers. It features interactive samples powered by local AI models, and enables exporting standalone Visual Studio projects.

Tech Stack: C#, WinUI 3, Windows App SDK, ONNX Runtime, WinML, .NET 9.0

PR Review Focus Areas

Security

  • Check for hardcoded secrets, API keys, or credentials
  • Verify Limited Access Features (LAF) tokens are not committed
  • Ensure model URLs point to trusted sources (HuggingFace, GitHub)
  • Verify telemetry events don't log sensitive data (user paths, usernames)

Performance

  • Ensure model inference runs on background threads (Task.Run)
  • Verify proper disposal of InferenceSession and other resources
  • Check for memory leaks in image processing code

Sample Implementation Standards

When reviewing PRs that add or modify samples:

  1. Class Structure

    • Must inherit from BaseSamplePage
    • Must have [GallerySample] attribute with all required properties
    • Must override LoadModelAsync(SampleNavigationParameters) or LoadModelAsync(MultiModelSampleNavigationParameters)
    • Must register Unloaded event handler for cleanup
  2. [GallerySample] Attribute Requirements

    • Name: Display name (required)
    • Model1Types: Array of supported model types (required)
    • Scenario: Must reference a ScenarioType from scenarios.json
    • Id: Unique GUID (required)
    • Icon: Segoe MDL2 glyph (required)
    • NugetPackageReferences: Array of needed packages
    • SharedCode: Array of SharedCodeEnum values if using shared utilities
  3. Model Loading Pattern

    • Call sampleParams.NotifyCompletion() when initialization finishes
    • Use await sampleParams.GetIChatClientAsync() for language models
    • Use sampleParams.WinMlSampleOptions for WinML EP configuration
    • Handle exceptions with ShowException(ex, message)
  4. Resource Cleanup

    public MySample()
    {
        this.Unloaded += (s, e) => CleanUp();
        this.InitializeComponent();
    }
    
    private void CleanUp()
    {
        _session?.Dispose();
        _cts?.Cancel();
        _cts?.Dispose();
    }
    

Read the full file on GitHub · 147 lines

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. 2d ago First seen · 147 lines · 1,211 tokens per session scan A 46412d8b6f57

Subscribe to this mod's changes

ai-dev-gallery copilot-instructions.md is an instructions file published in the GitHub repository microsoft/ai-dev-gallery (1,498 stars, last pushed 13d ago), licensed MIT. It adds 1,211 tokens to every session, about $0.0061 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.