vercel-labs

Execute a unit of work end-to-end: understand, implement, validate with typecheck and build, then commit. Use when the user wants to do work, build a feature, fix a bug, or implement an issue or phase from a plan. Do NOT use for design-system skill extraction — that flow has its own meta-skill (extract-ds-skill).

Test fixture — produced-skill mode, ships a references/design-craft.md that was paraphrased during persist instead of copied verbatim (a NEVER dropped, a MUST softened). DESIGN_CRAFT must FAIL on the byte-diff and cite craft/regenerated-not-copied.

Test fixture — meta-skill self-mode, full three-phase shape but missing the per-phase handoff-emission prose. HANDOFF_EMISSION must report FAIL.

Test fixture — meta-skill self-mode. discovery.md handoff template carries both required sections but hedges a foundation sub-page with "if confirmed". HANDOFF_COMPLETENESS must report FAIL (state/handoff-out-of-scope-deferred).

Test fixture — meta-skill self-mode. discovery.md handoff template has a `## Decisions` block but NO `## Components proposed` section. HANDOFF_COMPLETENESS must report FAIL (state/handoff-missing-component-shape).

Test fixture — meta-skill self-mode with the three-phase shape, the phase-N.md handoff-write prose, and the dryrun-label labeling section all present, but missing the cutoff prose at Phase 1 close and Phase 2 close. HANDOFF_EMISSION must report FAIL and the failure messages must cite state/inline-phase-transition (the handoff write IS referenced and the dryrun-label prose IS present, but the post-write inline transition is the failure mode).

Test fixture — meta-skill self-mode, a DS-distinctive deny-listed term seeded in prescription text. The check should FAIL.

Test fixture — produced-skill mode, ships 2 composition exemplars but no index.md. EXAMPLES_INDEX must FAIL.

Core package for defining schemas, catalogs, and AI prompt generation for json-render. Use when working with @json-render/core, defining schemas, creating catalogs, or building JSON specs for UI/video generation.

React renderer for json-render that turns JSON specs into React components. Use when working with @json-render/react, building React UIs from JSON, creating component catalogs, or rendering AI-generated specs.

Pre-built custom directives for json-render — formatting, math, string manipulation, and i18n. Use when working with @json-render/directives, defining custom directives with defineDirective, or adding $format, $math, $concat, $count, $truncate, $pluralize, $join, or $t to specs.

Drop-in inspector panel for any json-render app. Use when the user wants to debug a generative UI, inspect the spec tree, edit state at runtime, see dispatched actions, follow stream patches live, browse a catalog, or pick DOM elements to find their spec keys. Triggers include "add devtools", "debug json-render", "inspect the spec", "why is this element not rendering", "see the state at runtime", or requests to tap streams / capture action logs for `@json-render/devtools`.

Pre-built shadcn-svelte components for json-render Svelte apps. Use when working with @json-render/shadcn-svelte, adding standard UI components to a Svelte catalog, or building Svelte web UIs with shadcn-svelte + Tailwind CSS components.

Next.js renderer for json-render that turns JSON specs into full Next.js applications with routes, layouts, SSR, and metadata. Use when working with @json-render/next, building Next.js apps from JSON specs, or creating AI-generated multi-page applications.

YAML wire format for json-render with streaming parser, prompt generation, and AI SDK transform. Use when working with @json-render/yaml, YAML-based spec streaming, yaml-spec/yaml-edit fences, or YAML prompt generation.

React Three Fiber 3D renderer for json-render. Use when working with @json-render/react-three-fiber, building 3D scenes from JSON specs, rendering meshes/lights/models/environments, or integrating Three.js with json-render catalogs.

Sandbox lifecycle debugging for vercel-openclaw: create, resume, stop, snapshotting, reset, stale-running reconciliation, persistent Sandbox v2 behavior, hot spares, and lifecycle locks. Use when sandbox state transitions, status polling, stop/resume, reset, or lifecycle recovery is wrong.

Vercel Sandbox v2 lifecycle expertise for vercel-openclaw: named persistent OpenClaw sandbox create/resume/stop/delete, persistent auto-save truth, manual snapshot diagnostics, short-lived worker sandboxes, hot spares, and SDK v2 semantics.

Admin UI and operator surface debugging for vercel-openclaw: command shell design, admin actions, request core, status panels, launch verification UI, channel readiness UI, and local read-only production-data workflows. Use when the root admin UI, controls, visual state, or operator copy is wrong.

Auth and store debugging for vercel-openclaw: admin-secret mode, Sign in with Vercel, session cookies, CSRF, LOCAL_READ_ONLY, Redis vs memory store, keyspace namespacing, and metadata shape migrations. Use when login, route authorization, Redis persistence, or metadata state is suspect.

Cron and watchdog debugging for vercel-openclaw: Vercel Cron auth, persisted OpenClaw jobs, cron wake keys, token refresh, restore oracle, hot spare, and watchdog reports. Use when scheduled OpenClaw jobs fail to wake or run, watchdog status is wrong, cron persistence is suspect, or /api/cron/watchdog behavior changes.

Firewall and Vercel AI Gateway debugging for vercel-openclaw: network policy allowlists, OIDC token refresh, AI Gateway transform rules, firewall learning/enforcement, and sandbox.update networkPolicy calls. Use when model calls, egress, token refresh, or firewall policy application fails.

Gateway and proxy debugging for vercel-openclaw: /gateway routing, HTML injection, WebSocket rewrite, gateway-token handoff, waiting page, status heartbeat, sandbox port URL cache, and proxy auth. Use when the OpenClaw UI, WebSockets, gateway proxying, or waiting-page flow breaks.

Launch verification and remote smoke debugging for vercel-openclaw: preflight, queue ping, ensureRunning, chatCompletions, wakeFromSleep, restorePrepared, channelReadiness, NDJSON progress, and vclaw create readiness. Use when launch verification, vclaw create validation, or remote smoke checks fail.

Local drop-in API emulator for Vercel, GitHub, Google, Slack, Apple, Microsoft, AWS, Linear, and other developer APIs. Use when the user needs to start emulated services, configure seed data, write tests against local APIs, set up CI without network access, or work with the emulate CLI or programmatic API. Triggers include "start the emulator", "emulate services", "mock API locally", "create emulator config", "test against local API", "npx emulate", or any task requiring local service emulation.

Nuxt adapter for embedding emulators directly in a Nuxt app via @emulators/adapter-nuxt. Use when the user needs to embed emulators in Nuxt, set up same-origin OAuth for preview deployments, create an emulate catch-all server route, configure persistence for embedded Nuxt emulators, or wrap nuxt.config with withEmulate. Triggers include "Nuxt emulator", "adapter-nuxt", "embedded emulator", "same-origin OAuth", "createEmulateHandler", "withEmulate", or any task requiring emulators inside a Nuxt app.

Emulated Twilio REST APIs for local development and testing. Use when the user needs to test Twilio Messaging, Verify, Voice, phone numbers, webhooks, status callbacks, inbound SMS simulation, or Twilio SDK integrations without hitting the real Twilio service.

Emulated Linear GraphQL API for local development and testing. Use when the user needs to test Linear integrations locally, emulate Linear issues, comments, teams, workflow states, OAuth apps, webhooks, agent sessions, or work with the Linear API without hitting the real Linear service. Triggers include "Linear API", "emulate Linear", "mock Linear", "test Linear OAuth", "Linear webhook", "Linear agent", "local Linear", or any task requiring a local Linear API.

Emulated Vercel REST API for local development and testing. Use when the user needs to interact with Vercel API endpoints locally, test Vercel integrations, emulate projects/deployments/domains, set up Vercel OAuth flows, manage environment variables, create API keys, configure protection bypass, emulate Vercel Blob storage, or test without hitting the real Vercel API. Triggers include "Vercel API", "emulate Vercel", "mock Vercel", "test Vercel OAuth", "Vercel integration", "Vercel Blob", "local Vercel", or any task requiring a local Vercel API.

Emulated Slack API for local development and testing. Use when the user needs to interact with Slack API endpoints locally, test Slack integrations, emulate channels/messages/users/views, set up Slack OAuth flows, test incoming webhooks, or work with the Slack Web API without hitting the real Slack API. Triggers include "Slack API", "emulate Slack", "mock Slack", "test Slack OAuth", "Slack bot", "Slack views", "incoming webhook", "local Slack", or any task requiring a local Slack API.

Emulated Sign in with Apple / Apple OIDC for local development and testing. Use when the user needs to test Apple sign-in locally, emulate Apple OIDC discovery, handle Apple token exchange, configure Apple OAuth clients, or work with Apple userinfo without hitting real Apple APIs. Triggers include "Apple OAuth", "emulate Apple", "mock Apple login", "test Apple sign-in", "Sign in with Apple", "Apple OIDC", "local Apple auth", or any task requiring a local Apple OAuth/OIDC provider.

Emulated AWS cloud services (S3, SQS, IAM, STS) for local development and testing. Use when the user needs to interact with AWS API endpoints locally, test S3 bucket and object operations, emulate SQS queues and messages, manage IAM users/roles/access keys, test STS assume role, or work without hitting real AWS APIs. Triggers include "AWS emulator", "emulate AWS", "mock S3", "local SQS", "test IAM", "emulate S3", "AWS locally", "STS assume role", or any task requiring local AWS service emulation.

Reviews code changes and provides actionable feedback. Use when the user asks to review a PR, diff, commit, or code changes. Triggers on "/review", "review this PR", "review my changes", "code review".

Removes Open Harness hosted demo restrictions from a fork. Use when a maintainer wants to remove managed-template trial caps, hosted deployment gating, or "deploy your own" limits. Triggers on "remove demo limits", "remove trial limits", "remove hosted restrictions", "open this up for my fork", "remove managed template restrictions".

Guides a user through collecting the credentials needed to deploy their own copy of Open Harness, deploying this repo on Vercel, and completing first-run setup. Use for requests about deploying, self-hosting, configuring credentials, or getting started with a fork of this app.

Holistic, system-aware planning before implementing non-trivial tasks. Use when the task involves new features, architectural decisions, multi-file changes, unclear requirements, or multiple valid approaches. Triggers on "/plan", "plan this", "design an approach", "let's plan first".

Automates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with web pages, fill forms, take screenshots, test web applications, or extract information from web pages.

Build multi-platform chat bots with Chat SDK (`chat` npm package). Use when developers want to (1) Build a Slack, Teams, Google Chat, Discord, Telegram, GitHub, Linear, or WhatsApp bot, (2) Use Chat SDK to handle mentions, direct messages, subscribed threads, reactions, slash commands, cards, modals, files, or AI streaming, (3) Set up webhook routes or multi-adapter bots, (4) Send rich cards or streamed AI responses to chat platforms, (5) Build or maintain a custom adapter or state adapter. Triggers on "chat sdk", "chat bot", "slack bot", "teams bot", "google chat bot", "discord bot", "telegram bot", "whatsapp bot", "@chat-adapter", "@chat-adapter/state-", "custom adapter", "state adapter", "build adapter", and building bots that work across multiple chat platforms.

This skill encodes Emil Kowalski's philosophy on UI polish, component design, animation decisions, and the invisible details that make software feel great.

Design and implement web animations that feel natural and purposeful. Use this skill proactively whenever the user asks questions about animations, motion, easing, timing, duration, springs, transitions, or animation performance. This includes questions about how to animate specific UI elements, which easing to use, animation best practices, or accessibility considerations for motion. Triggers on: easing, ease-out, ease-in, ease-in-out, cubic-bezier, bounce, spring physics, keyframes, transform, opacity, fade, slide, scale, hover effects, microinteractions, Framer Motion, React Spring, GSAP, CSS transitions, entrance/exit animations, page transitions, stagger, will-change, GPU acceleration, prefers-reduced-motion, modal/dropdown/tooltip/popover/drawer animations, gesture animations, drag interactions, button press feel, feels janky, make it smooth.

Use for Vercel cost and performance optimization on deployed projects, especially Next.js, SvelteKit, Nuxt, and limited Astro apps. Collect Vercel metrics, usage, project config, and code scan results first; investigate only metric-backed candidates; produce ranked recommendations grounded in verified files and version-aware Vercel/framework docs. Trigger for Vercel bill reduction, slow or expensive routes, caching opportunities, Function Invocations, Build Minutes, Fast Data Transfer, Core Web Vitals, Bot Management, Fluid compute, or cost breakdown requests.

Review docs/prose for Writing Guidelines compliance. Use when asked to "review my docs", "check writing style", "audit prose", "review docs voice and tone", or "check this page against the writing handbook".

Deploy and manage projects on Vercel using token-based authentication. Use when working with Vercel CLI using access tokens rather than interactive login — e.g. "deploy to vercel", "set up vercel", "add environment variables to vercel".

React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.

Guide for implementing smooth, native-feeling animations using React's View Transition API (`<ViewTransition>` component, `addTransitionType`, and CSS view transition pseudo-elements). Use this skill whenever the user wants to add page transitions, animate route changes, create shared element animations, animate enter/exit of components, animate list reorder, implement directional (forward/back) navigation animations, or integrate view transitions in Next.js. Also use when the user mentions view transitions, `startViewTransition`, `ViewTransition`, transition types, or asks about animating between UI states in React without third-party animation libraries.

Deploy applications and websites to Vercel. Use when the user requests deployment actions like "deploy my app", "deploy and give me the link", "push this live", or "create a preview deployment".

React composition patterns that scale. Use when refactoring components with boolean prop proliferation, building flexible component libraries, or designing reusable APIs. Triggers on tasks involving compound components, render props, context providers, or component architecture. Includes React 19 API changes.

React Native and Expo best practices for building performant mobile apps. Use when building React Native components, optimizing list performance, implementing animations, or working with native modules. Triggers on tasks involving React Native, Expo, mobile performance, or native platform APIs.

Use when building serverless AI SDK for Python endpoints, handling hook approvals, deferring hooks, or resuming runs across requests.

Use when connecting AI SDK for Python streams to AI SDK UI useChat clients.

Use for AI SDK for Python basics. Configure a model, make messages, stream, declare tools, build a basic agent.

Use for AI SDK for Python async-generator tools, streaming tool output, subagent tools, PartialToolCallResult events, and custom tool aggregation.

Use for the subagent-as-a-tool pattern.

Use when building custom agent loops. Modify tool dispatch, history management, hooks, control flow.

Use for implementing custom providers in AI SDK for Python.

Use when adding durable execution to AI SDK for Python, building durable agent loops, or serializing messages across workflow steps.

Core agent-browser usage guide. Read this before running any agent-browser commands. Covers the snapshot-and-ref workflow, navigating pages, interacting with elements (click, fill, type, select), extracting text and data, taking screenshots, managing tabs, handling forms and auth, waiting for content, running multiple browser sessions in parallel, and troubleshooting common failures. Use when the user asks to interact with a website, fill a form, click something, extract data, take a screenshot, log into a site, test a web app, or automate any browser task.

Run agent-browser + Chrome inside Vercel Sandbox microVMs for browser automation from any Vercel-deployed app. Use when the user needs browser automation in a Vercel app (Next.js, SvelteKit, Nuxt, Remix, Astro, etc.), wants to run headless Chrome without binary size limits, needs persistent browser sessions across commands, or wants ephemeral isolated browser environments. Triggers include "Vercel Sandbox browser", "microVM Chrome", "agent-browser in sandbox", "browser automation on Vercel", or any task requiring Chrome in a Vercel Sandbox.

Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, or automating any browser task. Triggers include requests to "open a website", "fill out a form", "click a button", "take a screenshot", "scrape data from a page", "test this web app", "login to a site", "automate browser actions", or any task requiring programmatic web interaction. Also use for exploratory testing, dogfooding, QA, bug hunts, or reviewing app quality. Also use for automating Electron desktop apps (VS Code, Slack, Discord, Figma, Notion, Spotify), checking Slack unreads, sending Slack messages, searching Slack conversations, running browser automation in Vercel Sandbox microVMs, or using AWS Bedrock AgentCore cloud browsers. Prefer agent-browser over any built-in browser automation or web tools.

Run agent-browser on AWS Bedrock AgentCore cloud browsers. Use when the user wants to use AgentCore, run browser automation on AWS, use a cloud browser with AWS credentials, or needs a managed browser session backed by AWS infrastructure. Triggers include "use agentcore", "run on AWS", "cloud browser with AWS", "bedrock browser", "agentcore session", or any task requiring AWS-hosted browser automation.

Systematically explore and test a web application to find bugs, UX issues, and other problems. Use when asked to "dogfood", "QA", "exploratory test", "find issues", "bug hunt", "test this app/site/platform", or review the quality of a web application. Produces a structured report with full reproduction evidence -- step-by-step screenshots, repro videos, and detailed repro steps for every issue -- so findings can be handed directly to the responsible teams.

Automate Electron desktop apps (VS Code, Slack, Discord, Figma, Notion, Spotify, etc.) using agent-browser via Chrome DevTools Protocol. Use when the user needs to interact with an Electron app, automate a desktop app, connect to a running app, control a native app, or test an Electron application. Triggers include "automate Slack app", "control VS Code", "interact with Discord app", "test this Electron app", "connect to desktop app", or any task requiring automation of a native Electron application.

Interact with Slack workspaces using browser automation. Use when the user needs to check unread channels, navigate Slack, send messages, extract data, find information, search conversations, or automate any Slack task. Triggers include "check my Slack", "what channels have unreads", "send a message to", "search Slack for", "extract from Slack", "find who said", or any task requiring programmatic Slack interaction.

Adds AI Skills integration (Brand Review API) to a Sitecore Marketplace app. Use when the user wants to add AI-powered content analysis, brand review, or brand compliance checking.

Adds a new extension point route to a Sitecore Marketplace app. Use when the user wants to add a custom field, dashboard widget, context panel, fullscreen page, or standalone route.

Adds XM Cloud API integration to a Sitecore Marketplace app. Use when the user wants to access Sites, Pages, Authoring, Content Transfer, Search, or Agent APIs from XM Cloud.

Builds UI components using the Blok design system for Sitecore Marketplace apps. Use when the user wants to create UI, add components, build a page layout, or work with Blok/shadcn components in a marketplace app.

Scaffolds a new Sitecore Marketplace app using the official SDK. Use when the user wants to create a new marketplace app, start a new Sitecore project, or initialize a marketplace integration.

Sitecore Marketplace SDK API reference. Use when the user asks about SDK methods, types, queries, mutations, subscriptions, or how to use any Sitecore Marketplace SDK API.

Deploys a Sitecore Marketplace app to Vercel with correct CSP headers and configuration.

Core Native SDK guide for AI agents. Read this before explaining the Native SDK or changing a Native SDK app. Covers the mental model (native-rendered apps by default, WebView shells as a coexisting architecture), project structure, app.zon, App and Runtime patterns, frontend integration, web engines, JavaScript bridge commands, permissions, windows, WebViews, dialogs, packaging, debugging, testing, and when to load deeper references. For authoring native-rendered UI (Native markup .native views, Model/Msg/update, UiApp), load the native-ui skill. Use when the user asks what the Native SDK is, how to build or modify an app, how to package or debug it, or how to add native capabilities.

Authoring guide for native-rendered Native SDK apps - declarative Native markup (.native) views plus Zig logic on the UiApp loop. Use when building or modifying native UI (widgets, layout, bindings, messages), writing .native files, wiring Model/Msg/update, testing markup views, or verifying a native app through the automation harness.

Zig 0.16 idioms for Native SDK code, indexed by compile error. Load when `zig build` fails on std APIs with errors like "struct 'fs' has no member named 'cwd'", "struct 'array_list.Aligned(u8,null)' has no member named 'init'", "struct 'std' has no member named 'io'", "no member named 'GeneralPurposeAllocator'", "no member named 'getEnvMap'", or "invalid format string" - the signature of code written for Zig 0.15 or earlier. Covers main(std.process.Init), std.Io file IO and writers, ArrayList, process spawning, environment, clocks and sleep, sockets, custom formatting, and build.zig module shapes, each as this SDK writes them.

Discovery skill for the Native SDK, the complete toolkit for building native desktop applications - views are declarative Native markup (.native), logic is plain Zig, and the toolkit's own engine renders every pixel, with WebView surfaces as the optional web-content path. Use when the user asks what the Native SDK is, how to build a Native SDK app, author native UI, scaffold an app, configure app.zon, add bridge commands, embed web content, package an app, test a running app, or automate a Native SDK app.

Automation and verification guide for running Native SDK apps. Use when the user asks to test a running app, inspect runtime state, list windows, wait for readiness, drive widgets, take deterministic screenshots, send bridge commands, debug why automation is not connected, create smoke tests, or verify a Native SDK example in a GUI-capable session.

Migrate a Next.js application from Webflow Cloud to Vercel. Use this skill when a user wants to move, migrate, or port a Next.js app off Webflow Cloud onto Vercel. This covers removing the OpenNext Cloudflare adapter (@opennextjs/cloudflare) and the initOpenNextCloudflareForDev dev hook, uninstalling Wrangler, deleting the Webflow Cloud config files (webflow.json, wrangler.json, open-next.config.ts, cloudflare-env.d.ts), dropping the base path the app mounted under on a Webflow site (basePath and assetPrefix in next.config.ts), removing the Edge runtime directive (export const runtime = 'edge') from Route Handlers and middleware, repointing Cloudflare storage bindings read through getCloudflareContext().env (Object Storage/R2, Key Value Store/Workers KV, SQLite/D1) to Vercel storage, recreating environment variables, and deploying. Next.js runs natively on Vercel, so no adapter replaces OpenNext. Triggers include phrases like 'migrate to Vercel', 'move off Webflow Cloud', 'Next.js Webflow Cloud to Vercel', or

Migrate an Astro application from Webflow Cloud to Vercel. Use this skill when a user wants to move, migrate, or port an Astro app off Webflow Cloud onto Vercel. This covers swapping the @astrojs/cloudflare adapter for @astrojs/vercel, removing Wrangler and the Webflow Cloud config files (webflow.json, wrangler.json, worker-configuration.d.ts), dropping the base path the app mounted under on a Webflow site, removing the Edge runtime directive from API routes, repointing Cloudflare storage bindings read through locals.runtime.env (Object Storage/R2, Key Value Store/Workers KV, SQLite/D1) to Vercel storage, recreating environment variables, and deploying. Triggers include phrases like 'migrate to Vercel', 'move off Webflow Cloud', 'Astro Webflow Cloud to Vercel', or the presence of webflow.json, wrangler.json, @astrojs/cloudflare, or locals.runtime.env in an Astro project. Do not use for non-Astro frameworks or for migrations in the opposite direction (Vercel to Webflow Cloud).

Migrate a TanStack Start application from Netlify to Vercel. Use this skill when a user wants to move, migrate, or port a TanStack Start (or TanStack) app off Netlify onto Vercel. This covers swapping @netlify/vite-plugin-tanstack-start for Nitro, removing netlify.toml, repointing Netlify Blobs and Netlify DB to Vercel storage (Vercel Blob, Redis, Edge Config, Postgres), and moving Scheduled Functions and Background Functions to their Vercel equivalents (Cron Jobs and Queues), then deploying. Triggers include phrases like 'migrate to Vercel', 'move off Netlify', 'TanStack Start Netlify to Vercel', or the presence of netlify.toml, @netlify/vite-plugin-tanstack-start, or @netlify/blobs imports in a TanStack project. Do not use for non-TanStack frameworks or for migrations in the opposite direction (Vercel to Netlify).

Migrate a TanStack Start application from Cloudflare Workers to Vercel. Use this skill when a user wants to move, migrate, or port a TanStack Start (or TanStack) app off Cloudflare Workers or Wrangler onto Vercel. This covers swapping the @cloudflare/vite-plugin for Nitro, removing Wrangler config, repointing Cloudflare bindings (R2, Workers KV, D1, Durable Objects, Workers AI) to Vercel storage, and moving Cron Triggers and Queues to their Vercel equivalents, then deploying. Triggers include phrases like 'migrate to Vercel', 'move off Cloudflare', 'TanStack Start Cloudflare to Vercel', or the presence of wrangler.jsonc, wrangler.toml, or cloudflare:workers imports in a TanStack project. Do not use for non-TanStack frameworks or for migrations in the opposite direction (Vercel to Cloudflare).

Python `ai` SDK — models, providers, streams, events, tools, agents, hooks, MCP, AI SDK UI, structured output, and media generation

Project knowledge for configuring Vercel Services in this Next.js and FastAPI starter. Use when editing vercel.json, adding services, debugging frontend-to-backend routing, or explaining Vercel Services local development and deployment.

AWS Aurora PostgreSQL and Aurora DSQL Python integration using asyncpg. Use when building Python backends with Aurora PostgreSQL or Aurora DSQL.

Project knowledge for making this repo preview correctly from Vercel Devbox/Sandbox. Use when configuring Next.js dev settings, explaining how users preview the app from Devbox, or responding to localhost, Sandbox URL, port 3000, or cross-origin dev-resource issues.