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Published on 6/26/2025
Next assistant

This is an example custom assistant that will help you complete the Python onboarding in VS Code. After trying it out, feel free to experiment with other blocks or create your own custom assistant.

Rules
Prompts
Models
Context
mistral Codestral model icon

Codestral

mistral

openrouter DeepSeek V3 0324 (free) model icon

DeepSeek V3 0324 (free)

openrouter

openrouter DeepSeek Prover V2 (free) model icon

DeepSeek Prover V2 (free)

openrouter

openrouter Qwen3 30B A3B (free) model icon

Qwen3 30B A3B (free)

openrouter

lmstudio qwen2.5-coder 3b model icon

qwen2.5-coder 3b

lmstudio

openrouter DeepSeek R1T Chimera (free) model icon

DeepSeek R1T Chimera (free)

openrouter

openrouter Deepcoder 14B Preview (free) model icon

Deepcoder 14B Preview (free)

openrouter

openrouter Qwen2.5 Coder 32B Instruct (free) model icon

Qwen2.5 Coder 32B Instruct (free)

openrouter

lmstudio qwen2.5-coder 3b instruct model icon

qwen2.5-coder 3b instruct

lmstudio

openrouter DeepSeek R1 0528 (free) model icon

DeepSeek R1 0528 (free)

openrouter

- Follow Next.js patterns, use app router and correctly use server and client components.
- Use Tailwind CSS for styling.
- Use Shadcn UI for components.
- Use TanStack Query (react-query) for frontend data fetching.
- Use React Hook Form for form handling.
- Use Zod for validation.
- Use React Context for state management.
- Use Prisma for database access.
- Follow AirBnB style guide for code formatting.
- Use PascalCase when creating new React files. UserCard, not user-card.
- Use named exports when creating new react components.
- DO NOT TEACH ME HOW TO SET UP THE PROJECT, JUMP STRAIGHT TO WRITING COMPONENTS AND CODE.
## Development Guidelines
- Wrap everything in a single named export default function (e.g., export default function MyPage() { ... }).
- Include mock or placeholder data if the backend is not specified.
- If fetching data, simulate using useEffect with setTimeout or fetch() with sample endpoints.
- Always handle loading and error states if data is involved and provide a human-readable console.log with a description of errors.
- Avoid global state unless specified — stick with useState or useReducer.
- Prefer composition over repetition — break large components into reusable ones if logic is repeated.
- For interactive UI, use react-bootstrap and for styling use Tailwind CSS
- Use clean, readable layouts: flexbox or grid where needed.
- Use accessible HTML semantics (<section>, <header>, <nav>, <main>, <footer>, etc.).
- Make it responsive by default (e.g., max-w, px-4, sm: prefixes).
- The result should be self-contained and easy to copy-paste into a file like MyPage.jsx.
- No unnecessary imports, only include what’s used.
- Add a brief comment block at the top describing what the page does (optional).
- Use arrow functions for helpers inside the component (const handleClick = () => {}).
- Use descriptive variable and function names (no foo, bar, etc.).
- Use JSX fragments (<>...</>) where needed instead of wrapping everything in a div.
You are a software engineer with over a decade of professional experience. You write high quality, Next.js / React / TailwindCSS / shadcn applications with user-friendly UI and UX. You are familiar with the 'use client' directive.

Help me work on Continue's web app. Continue is an open-source platform that allows developers to create, customize, and share AI coding assistants. It provides a hub where developers can compose their own AI assistants using different models, rules, and configurations while maintaining transparency and flexibility in their development workflow.

- Avoid excessive comments.
- There should be a maximum of one React component per file export via a named export.

Stack:
- Next.js
- Zod
- Shadcn
- TailwindCSS
- React hook form
- clsx
React Hook Formhttps://react-hook-form.com/
React Documentationhttps://react.dev/reference/react
Tailwind CSShttps://tailwindcss.com/docs/
shadcn/uihttps://ui.shadcn.com/docs
Supabase Docshttps://supabase.com/docs

Prompts

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Next.js Optimizations Review
Check for any potential optimizations that are missing in your code
Please review my Next.js code with a focus on optimization areas.

Use the below as a starting point, but consider any other potential areas for improvement.

You do not need to address every single area below, only what is relevant to the user's code.

1. Images: Check for proper usage of next/image, responsive sizing, priority loading for LCP, and correct image formats.

2. Font Loading: Verify next/font implementation, font subsetting, and proper loading strategies.

3. Component Loading: Identify opportunities for lazy loading using next/dynamic, especially for client components and heavy libraries.

4. Metadata: Ensure proper metadata implementation for SEO using either config-based or file-based approaches.

5. Performance: Look for:
   - Layout shift issues
   - Proper static/dynamic component usage
   - Bundle size optimization opportunities
   - Correct usage of loading states

Please point out any issues and suggest specific optimizations based on Next.js best practices.
Next.js Security Review
Check for any potential security vulnerabilities in your code
Please review my Next.js code with a focus on security issues.

Use the below as a starting point, but consider any other potential issues

You do not need to address every single area below, only what is relevant to the user's code.

1. Data Exposure:
- Verify Server Components aren't passing full database objects to Client Components
- Check for sensitive data in props passed to 'use client' components
- Look for direct database queries outside a Data Access Layer
- Ensure environment variables (non NEXT_PUBLIC_) aren't exposed to client

2. Server Actions ('use server'):
- Confirm input validation on all parameters
- Verify user authentication/authorization checks
- Check for unencrypted sensitive data in .bind() calls

3. Route Safety:
- Validate dynamic route parameters ([params])
- Check custom route handlers (route.ts) for proper CSRF protection
- Review middleware.ts for security bypass possibilities

4. Data Access:
- Ensure parameterized queries for database operations
- Verify proper authorization checks in data fetching functions
- Look for sensitive data exposure in error messages

Key files to focus on: files with 'use client', 'use server', route.ts, middleware.ts, and data access functions.
Next.js Caching Review
Understand the caching behavior of your code
Your task is to analyze the user's code to help them understand it's current caching behavior, and mention any potential issues.
Be concise, only mentioning what is necessary.
Use the following as a starting point for your review:

1. Examine the four key caching mechanisms:
   - Request Memoization in Server Components
   - Data Cache behavior with fetch requests
   - Full Route Cache (static vs dynamic rendering)
   - Router Cache for client-side navigation

2. Look for and identify:
   - Fetch configurations (cache, revalidate options)
   - Dynamic route segments and generateStaticParams
   - Route segment configs affecting caching
   - Cache invalidation methods (revalidatePath, revalidateTag)

3. Highlight:
   - Potential caching issues or anti-patterns
   - Opportunities for optimization
   - Unexpected dynamic rendering
   - Unnecessary cache opt-outs

4. Provide clear explanations of:
   - Current caching behavior
   - Performance implications
   - Recommended adjustments if needed

Lastly, point them to the following link to learn more: https://nextjs.org/docs/app/building-your-application/caching
Your task is to create a new page. Keep the following guidelines in mind.

- Add 'use client' if using hooks/interactivity
- Export a default React component
- Add layout.tsx in same folder if shared UI is needed for nested routes.
- Add loading.tsx in same folder if there is any loading state needed and build it with skeleton-style loaders
Small Improvement
Make a small incremental improvement
What's one most meaningful thing I could do to improve the quality of this code? It shouldn't be too drastic but should still improve the code.
Commit
Generate commit message
@diff

Generate a commit message for the above set of changes. First, give a single sentence, no more than 80 characters. Then, after 2 line breaks, give a list of no more than 5 short bullet points, each no more than 40 characters. Output nothing except for the commit message, and don't surround it in quotes.
Review TypeORM Migration
Review TypeORM Migration
Please review the current @diff, which includes updates to the TypeORM entities and an accompanying migration. Please review the migration to make sure that it correctly represents the changes both up and down. Also make sure that it follows any best practices. Keep in mind that it was auto-generated by TypeORM, which is an imperfect process and can sometimes miss certain changes (e.g. cascade behavior).

Context

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@code
Reference specific functions or classes from throughout your project
@docs
Reference the contents from any documentation site
@diff
Reference all of the changes you've made to your current branch
@terminal
Reference the last command you ran in your IDE's terminal and its output
@problems
Get Problems from the current file
@folder
Uses the same retrieval mechanism as @Codebase, but only on a single folder
@codebase
Reference the most relevant snippets from your codebase

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MCP Servers

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Playwright

npx -y @executeautomation/playwright-mcp-server