Create and name git branches following project conventions. Use when creating branches, checking out new branches, or the user mentions branch naming.

Groom the dotnet/machinelearning repo-health dashboard locally by linking investigation results, marking resolved findings, archiving stale entries, and drafting conservative comment minimization. Use when asked to clean, update, or maintain the ML.NET health dashboard.

Triage a dotnet/machinelearning GitHub issue locally by selecting the best repository label, adding untriaged, identifying the affected ML.NET area, and drafting a useful maintainer comment. Use when asked to triage, classify, label, or respond to an ML.NET issue.

Perform an intelligent review of geographic data PRs beyond schema validation. Use this skill whenever reviewing a data PR, performing code review on contributions, checking if data makes geographical sense, or assessing data quality. Trigger on: PR review requests for data changes, "review this PR", "does this look right", "is this data correct", quality assessment requests, geographic plausibility checks, suspicious pattern detection, or any pull request touching files in the contributions/ directory. This goes beyond schema validation to check real-world geographic accuracy.

Scan an ADK recipe directory and generate a manifest.yaml for it based on the schema at .github/schemas/manifest-schema.json. Use when the user wants to create or generate a manifest.yaml for a recipe under core/, contrib/, or skills/.

Use the protobuf wire transport (instead of the default Server-Sent Events) for an AG-UI connection with the AG-UI .NET SDK — a compact binary event stream negotiated via the Accept header. USE FOR: making an AGUIChatClient prefer protobuf by wiring an AGUIEventStreamHandler with ProtobufEventStreamFormatter (then SseEventStreamFormatter as fallback) into the HttpClient; enabling a server to answer protobuf by registering ProtobufEventStreamFormatter and negotiating the response format from the request Accept header; understanding the protobuf-or-SSE fallback. DO NOT USE FOR: the default SSE transport or first-time setup (use agui-dotnet-streaming-chat); JSON event serialization questions; tools, state, interrupts, multimodal, or generative UI.

Send images and other binary/file content to an AG-UI agent with the AG-UI .NET SDK — attach pictures (or audio, PDFs, etc.) to a user message so a multimodal model can see them. USE FOR: building a user ChatMessage with mixed content parts (TextContent plus DataContent for inline bytes, or UriContent for a hosted URL); choosing inline bytes vs a URL reference; setting the correct media type; sending the message through AGUIChatClient so the content parts cross the AG-UI wire to a vision/multimodal model. DO NOT USE FOR: plain text chat (use agui-dotnet-streaming-chat); tool calls (use agui-dotnet-server-tools / agui-dotnet-client-tools); structured shared state (use agui-dotnet-shared-state); reasoning traces, interrupts, generative UI, or protobuf.

Pause an AG-UI agent run for a human, then resume it, with the AG-UI .NET SDK — gate a sensitive tool behind explicit approval, or interrupt a run to collect free-form input from the user before continuing. USE FOR: requiring human approval before a tool executes (ApprovalRequiredAIFunction + ToolApprovalRequestContent/ToolApprovalResponseContent, resume by appending the request + CreateResponse(approved)); pausing a run to ask the user a question and resuming with their answer (InterruptRequestContent / InterruptResponseContent, RunAgentInput.Resume); how a paused run surfaces as RUN_FINISHED outcome=interrupt and how the client detects and answers it. DO NOT USE FOR: tools that run without approval on the server (use agui-dotnet-server-tools) or in the client (use agui-dotnet-client-tools); plain chat (use agui-dotnet-streaming-chat); shared state, generative UI, multimodal, or protobuf.

Expose client-side (frontend) tools to an AG-UI agent with the AG-UI .NET SDK — C# functions that run in the CLIENT app (read local state, GPS, UI, device APIs), where the client executes the call and returns the result so the run continues. USE FOR: declaring an AIFunction in the client and passing it via ChatOptions.Tools to AGUIChatClient; having the client execute a tool the model requested and feed the result back automatically; understanding why no UseFunctionInvocation is needed on the client (AGUIChatClient already invokes functions); what the server must do (UseFunctionInvocation + TerminateOnUnknownCalls) so it forwards an unknown/client tool instead of erroring. DO NOT USE FOR: tools that run on the server/backend (use agui-dotnet-server-tools); pausing for human approval/input before acting (interrupts / human-in-the-loop); plain chat (use agui-dotnet-streaming-chat); shared state, generative UI, multimodal, or protobuf.

Manually validate a running web app or docs site with the Playwright MCP server — navigate pages, assert headings/text/status, check for console errors, hover/click to exercise interactions, take screenshots for human review, and verify visual details such as an icon's color in light vs dark mode by reading computed styles. USE FOR: "validate with Playwright", "open the browser and check", visually verifying a UI or docs change, confirming a CSS/SVG/icon edit rendered, checking a page for console errors, comparing light/dark mode appearance. DO NOT USE FOR: writing automated unit/E2E test files (dojo e2e lives in agui-dojo); docs-site content/structure checks specific to the .NET SDK docs (use agui-dotnet-sdk-docs). INVOKES: browser_navigate, browser_snapshot, browser_take_screenshot, browser_evaluate, browser_hover, browser_click, browser_console_messages Playwright MCP tools.

Add or modify a wire transport / event-stream encoding in the AG-UI .NET SDK — the protobuf codec, the SSE format, content negotiation, the JsonElement-to-protobuf Value bridge, or a brand new encoding — while preserving Native AOT compatibility and byte-level wire compatibility with @ag-ui/proto. USE FOR: working on AGUI.Formatting / AGUI.Protobuf, IAGUIEventStreamFormatter, transport content negotiation, the JsonElement-to-google.protobuf.Value bridge, SSE or protobuf framing, server formatter registration / AGUIResults.Events negotiation. DO NOT USE FOR: adding a new wire event TYPE (use agui-dotnet-wire-types), writing tests (use agui-dotnet-integration-tests).

Author, update, and validate the AG-UI .NET SDK documentation pages on the docs.ag-ui.com Mintlify site (under docs/). USE FOR: adding or editing a ".NET SDK" docs page (sdk/dotnet/**/*.mdx), wiring it into the docs.json ".NET" nav group and global anchor, running the docs site locally with mintlify dev, previewing/validating rendered .NET pages, checking the .NET sidebar anchor/icon. DO NOT USE FOR: in-repo dotnet markdown such as sdks/dotnet/AGENTS.md or docs/architecture.md (use agui-dotnet-agents-sync); TypeScript/Python docs pages; product code, tests, or wire types.

Review C#/.NET code changes to the AG-UI .NET SDK (sdks/dotnet/) against its specific conventions and architectural rules — AOT serialization, the "no ASP.NET in src/" boundary, the PublicAPI analyzer workflow, wire compatibility with the TypeScript reference, and the house style (sealed/no-records/ConfigureAwait). Runs a phased, rule-by-rule review. USE FOR: reviewing a PR, diff, or branch that touches sdks/dotnet/; checking a new event/message type; verifying serialization, package placement, or public-API changes in the .NET SDK. DO NOT USE FOR: generic C# style nits already enforced by analyzers/EditorConfig; reviewing the TypeScript SDK (sdks/typescript/) or Python SDK (sdks/python/); writing new features (only flag violations, never rewrite code).

Run the AG-UI Dojo demo viewer locally and wire the AG-UI .NET SDK in as a dojo integration. USE FOR: starting the dojo app (apps/dojo), running the .NET dojo backend (AGUIDojoServer), registering or modifying the ag-ui-dotnet integration (agents.ts/menu.ts/env.ts/files.json), running the dojo Playwright e2e suite for the .NET integration (agUiDotnetTests), or understanding how dojo-e2e.yml runs it in CI. DO NOT USE FOR: generic Playwright validation of arbitrary pages (use agui-playwright-validate), or the docs site (use agui-dotnet-sdk-docs).

Image renderer for json-render that turns JSON specs into SVG and PNG images via Satori. Use when working with @json-render/image, generating OG images from JSON, creating social cards, or rendering AI-generated image specs.

Code generation utilities for json-render. Use when generating code from UI specs, building custom code exporters, traversing specs, or serializing props for @json-render/codegen.

Author and run black-box benchmark cases for the Windmill AI generation modes (flow/app/script/cli/global) in ai_evals/. Use when adding or changing eval cases, or when running before/after benchmarks for AI chat / copilot changes.

Creates XAML unit tests for GitHub issues in the Controls.Xaml.UnitTests project. Tests XAML parsing, compilation (XamlC), and source generation. Use when testing XAML-specific behavior, not UI interactions.

Common safety and triage protocol for .NET MAUI CI-fixer workflows. Use whenever investigating, creating, or advancing a `[ci-fix]` or `[ci-fix-net11]` pull request from a `ci-scan` issue, including frozen ownership snapshots, Continue/Watch/Stop/Skip classification, manual single-issue dispatches, and scheduled sweeps.

Install, update, trust, or inspect Codewhale skills from GitHub or local skill folders. Use when the user asks for available skills or wants a community skill installed.