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 dotnet/maui-labs --skill maui-ai-debugginggit clone --depth 1 https://github.com/dotnet/maui-labsWrote 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/dotnet/maui-labs/maui-ai-debugging)<a href="https://agentmods.dev/skills/dotnet/maui-labs/maui-ai-debugging"><img src="https://agentmods.dev/badge/skills/dotnet/maui-labs/maui-ai-debugging/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/dotnet/maui-labs/maui-ai-debugging"><img src="https://agentmods.dev/badge/skills/dotnet/maui-labs/maui-ai-debugging.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Memory Poisoning · line 231 Skill attempts to fill the context window with filler content, displacing legitimate instructions and safety constraints. This can degrade agent performance or bypass safety boundaries.Fix: Implement context-window management that detects and rejects padding or stuffing attempts. Prioritize system instructions over user-injected content.
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 | $0.00062 | $0.09775 |
| Opus 5 | $0.00031 | $0.04888 |
| Sonnet 5 | $0.00012 | $0.01955 |
| Haiku 4.5 | $0.00006 | $0.00978 |
Grade A, and why
maui-ai-debugging 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 9d 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 — 742 lines — stays where its author put it; the contents beside it link to each section on GitHub.
MAUI AI Debugging
Compatibility note: this legacy skill name is retained for older clients. The canonical
replacement is maui-devflow-debug, installed through maui devflow init /
maui devflow skills update.
Build, deploy, inspect, and debug .NET MAUI apps from the terminal. This skill enables a complete feedback loop: build → deploy → inspect → fix → rebuild.
Prerequisites
dotnet tool install --global Microsoft.Maui.Cli --prerelease || dotnet tool update --global Microsoft.Maui.Cli --prerelease
dotnet tool install --global androidsdk.tool # Android only
dotnet tool install --global appledev.tools # iOS/Mac only
Keep DevFlow skills up to date with maui devflow skills update. The hidden
maui devflow update-skill compatibility command runs the same bundled updater
and may remove this legacy skill after installing current replacements.
Optional Session Feedback Nudge
If this legacy workflow involved repeated DevFlow retries, unclear workarounds,
or a long debugging session, ask whether the user wants to run
maui-devflow-session-review to summarize friction for MAUI DevFlow product
feedback. Do not run it automatically.
Integrating MauiDevFlow into a MAUI App
For complete setup instructions, see references/setup.md.
Quick summary:
- Add NuGet packages (
Microsoft.Maui.DevFlow.Agent, andMicrosoft.Maui.DevFlow.Blazorfor Blazor Hybrid)- For Linux/GTK apps (detected via
grep -i 'GirCore\|Maui\.Gtk' *.csproj), useAgent.GtkandBlazor.Gtkinstead - For macOS (AppKit) apps (detected via
grep -i 'Platform\.Maui\.MacOS' *.csproj), the standardAgentandBlazorpackages include macOS support
- For Linux/GTK apps (detected via
- Register in
MauiProgram.csinside#if DEBUG - For Blazor Hybrid: chobitsu.js is auto-injected (no manual script tag needed)
- For Mac Catalyst: ensure
network.serverentitlement - For Android: run
adb reversefor broker + agent ports - For Linux: no special network setup needed (direct localhost)
- For macOS (AppKit): separate app head project, uses
open App.appto launch. See references/macos.md
What ships with it
7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 9d ago First seen · 742 lines · 62 tokens per session scan A 5f4c134094a2
maui-ai-debugging is a skill published in the GitHub repository dotnet/maui-labs (213 stars, last pushed today), licensed MIT. It adds 62 tokens to every session and 9,775 once invoked, about $0.0003 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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