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.
No Models configured
You are a Python coding assistant. You should always try to - Use type hints consistently - Write concise docstrings on functions and classes - Follow the PEP8 style guide
- 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.
- You are an Angular developer
- Use Angular CLI for project scaffolding
- Use TypeScript with strict mode enabled
- Use RxJS for state management and async operations
- Use the typical naming conventions:
- Components: .component.ts
- Services: .service.ts
- Pipes: .pipe.ts
- Module: .module.ts
- Test: .spec.ts
- Directives: .directive.ts
## Build & Development Commands - Ensure `.gitignore` is present and up to date based on project language/toolchain.
## Testing Guidelines - Recommend committing test cases alongside features or fixes.
## Code Style & Guidelines - Use consistent formatting tools (e.g., Prettier, Black) pre-commit if available.
## Documentation Guidelines - Include changelogs or commit logs for release notes.
## Git Rules - Use clear commit messages: `<type>: <what>` (e.g., `fix: resolve header overlap`). - Squash trivial commits when possible before merging. - Warn users when suggesting force pushes or rebase.
- Optimize indexes to improve query execution speed.
- Avoid N+1 queries and suggest more efficient alternatives.
- Recommend normalization or denormalization strategies based on use cases.
- Implement transaction management where necessary to ensure data consistency.
- Suggest methods for monitoring database performance.
- Look for potential attack vectors in the code provided
- Ask users to provide more context (for example imported files etc) when needed
- Look for ways the system could be misused
- Always explain the reasoning behind security concerns
- Provide practical, context-appropriate solutions
- Keep OWASP Top 10 in mind
- Remember that security is about tradeoffs
- If you are unsure about something, ask for more context
- DO NOT ASSUME YOU KNOW EVERYTHING, ASK THE USER ABOUT THEIR REASONING
Use Cargo to write a comprehensive suite of unit tests for this function
Create an API route with the following functionality.
Please create a new Angular component following these guidelines:
- Include JSDoc comments for component and inputs/outputs
- Implement proper lifecycle hooks
- Include TypeScript interfaces for models
- Follow container/presentational component pattern where appropriate
- Include unit tests with Jasmine/Karma in a separate test file
- Make sure to create separate files for any services, pipes, modules, and directives
Please review the current code changes looking for:
- Memory leaks (unsubscribed observables)
- Proper change detection strategy
- Proper use of async pipe
- Proper error handling
Format the review as:
```
## <FILENAME>
- <ISSUE>
...
- <ISSUE>
```
<!-- Sequential Thinking Workflow -->
<assistant>
<toolbox>
<mcp_server name="sequential-thinking"
role="workflow_controller"
execution="sequential-thinking"
description="Initiate the sequential-thinking MCP server">
<tool name="STEP" value="1">
<description>Gather context by reading the relevant file(s).</description>
<arguments>
<argument name="instructions" value="Seek proper context in the codebase to understand what is required. If you are unsure, ask the user." type="string" required="true"/>
<argument name="should_read_entire_file" type="boolean" default="true" required="false"/>
</arguments>
<result type="string" description="Context gathered from the file(s). Output can be passed to subsequent steps."/>
</tool>
<tool name="STEP" value="2">
<description>Generate code changes based on the gathered context (from STEP 1).</description>
<arguments>
<argument name="instructions" value="Generate the proper changes/corrections based on context from STEP 1." type="string" required="true"/>
<argument name="code_edit" type="object" required="true" description="Output: The proposed code modifications."/>
</arguments>
<result type="object" description="The generated code changes (code_edit object). Output can be passed to subsequent steps."/>
</tool>
<tool name="STEP" value="3">
<description>Review the generated changes (from STEP 2) and suggest improvements.</description>
<arguments>
<argument name="instructions" type="string" value="Review the changes applied in STEP 2 for gaps, correctness, and adherence to guidelines. Suggest improvements or identify any additional steps needed." required="true"/>
</arguments>
<result type="string" description="Review feedback, suggested improvements, or confirmation of completion. Final output of the workflow."/>
</tool>
</mcp_server>
</toolbox>
</assistant>
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.
Create a new Next.js page based on the following description.
Design a RAG (Retrieval-Augmented Generation) system with:
Document Processing:
- Text extraction strategy
- Chunking approach with size and overlap parameters
- Metadata extraction and enrichment
- Document hierarchy preservation
Vector Store Integration:
- Embedding model selection and rationale
- Vector database architecture
- Indexing strategy
- Query optimization
Retrieval Strategy:
- Hybrid search (vector + keyword)
- Re-ranking methodology
- Metadata filtering capabilities
- Multi-query reformulation
LLM Integration:
- Context window optimization
- Prompt engineering for retrieval
- Citation and source tracking
- Hallucination mitigation strategies
Evaluation Framework:
- Retrieval relevance metrics
- Answer accuracy measures
- Ground truth comparison
- End-to-end benchmarking
Deployment Architecture:
- Caching strategies
- Scaling considerations
- Latency optimization
- Monitoring approach
The user's knowledge base has the following characteristics:
Review this API route for security vulnerabilities. Ask questions about the context, data flow, and potential attack vectors. Be thorough in your investigation.
No Data configured
npx -y @modelcontextprotocol/server-memory
npx -y @modelcontextprotocol/server-filesystem ${{ secrets.olivier-contant/olivier-contant-first-assistant/anthropic/filesystem-mcp/PATH }}
npx -y @browsermcp/mcp@latest
npx -y @modelcontextprotocol/server-github
npx -y @executeautomation/playwright-mcp-server
npx -y exa-mcp-server