Technical Analysis

Deploy, host, and publish web projects on Netlify with the Netlify CLI. Use when the user wants to deploy a site or repository to Netlify, link a local project to a Netlify site, ship a production or preview/draft deploy, set up Git-based continuous deployment, run a manual or local deploy, configure CI deploys, or troubleshoot a failed or misconfigured deploy. Also use to view or tail a deployed site's runtime logs — function and edge-function output, deploy logs — via `netlify logs` when debugging what a live site is doing (recent errors, recent activity, streaming output).

Configures the iii engine via iii-config.yaml — workers, adapters, queue configs, ports, and environment variables. Use when deploying, tuning, or customizing the engine.

Read and send email via IMAP/SMTP. Check for new/unread messages, fetch content, search mailboxes, mark as read/unread, and send emails with attachments. Works with any IMAP/SMTP server including Gmail, Outlook, 163.com, vip.163.com, 126.com, vip.126.com, 188.com, and vip.188.com.

Write modern, high-performance C# code using records, pattern matching, value objects, async/await, Span<T>/Memory<T>, and best-practice API design patterns. Emphasizes functional-style programming with C# 12+ features.

Pre-migration readiness assessor for porting NumPy to cuPyNumeric. Use BEFORE substantial porting work begins when the user asks whether code will scale on GPU, whether they should migrate to cuPyNumeric, which NumPy patterns transfer cleanly, what must be refactored before porting, or mentions pre-port assessment, scaling analysis, or refactor planning. Inspect the user's source code, look up NumPy usage, cross-reference the cuPyNumeric API support manifest, and distinguish distributed-scaling-friendly patterns from blockers such as unsupported APIs, scalar synchronization, host round-trips, Python/object-heavy control flow, shape/data-dependent branching, and in-place mutation hazards. Produce a verdict of READY, LIGHT REFACTOR, SIGNIFICANT REFACTOR, or NOT RECOMMENDED, with concrete refactor pointers.

Reference for netlify.toml configuration and site environment variables. Use when configuring build settings, redirects, rewrites, headers, deploy contexts, the `[dev]` block that controls `netlify dev` (command, port, targetPort, framework), or any site-level configuration — and when managing environment variables or secrets with the Netlify CLI, including scoping values to specific deploy contexts. Covers the complete netlify.toml syntax including redirects with splats/conditions, headers, deploy contexts, functions config, edge functions config, and the `[dev]` block (including when `framework` must be `"#custom"` — required when both a custom `command` and `targetPort` are set).