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Second Opinion (Code Assistant)

Synthesizes insights from multiple AI sources to provide enhanced coding assistance with automatic language detection an...

Created byApr 23, 2025

Second Opinion MCP Server

An MCP server that provides AI-powered assistance for coding problems by combining insights from:
  • Google's Gemini AI
  • Stack Overflow accepted answers
  • Perplexity AI analysis

Features

  • Get detailed solutions for coding problems with context from multiple sources
  • Automatic language detection from file extensions
  • Code snippet extraction and formatting
  • Markdown report generation for solutions
  • Git-aware file context gathering

Setup

  1. Install dependencies:
  1. Build the server:
  1. Configure environment variables in MCP settings:
Required environment variables:
  • GEMINI_API_KEY: Google's Gemini AI API key
  • PERPLEXITY_API_KEY: Perplexity AI API key
  • STACK_EXCHANGE_KEY: Stack Exchange API key (optional, uses anonymous access if not provided)

Usage

The server provides a single tool:

get_second_opinion

Get AI-powered insights and solutions for coding problems.
Input Schema:
Example Input:
Example Response:

Understanding the Problem

The core issue lies in how React's useEffect hook manages side effects and their dependencies. When you provide an empty dependency array ([]), you're telling React that the effect should only run once when the component mounts and that the cleanup function should run when the component unmounts.
However, in your code, the socket object is used within the effect. This creates a closure where the handleMessage function and the cleanup function (socket.off('message')) implicitly depend on the current value of socket. If socket ever changes (e.g., due to a reconnection or reinitialization), your effect will be using an outdated socket instance.

Common Issues

  • Stale Closures: The event handler (handleMessage) might be working with an old socket object
  • Incorrect Cleanup: The socket.off('message') might not remove the intended event listener
  • Memory Leaks: Failed cleanup can lead to memory leaks and unexpected behavior

Solutions

1. Using useRef for Stable References

Why This Works:
  • useRef creates a mutable object that persists across renders
  • The ref object itself doesn't change, preventing effect re-runs
  • You can access the latest socket value via the ref

2. Using useCallback for Handlers

3. Managing Socket Lifecycle Inside useEffect

4. Custom Hook Solution

Best Practices

  1. Dependency Management
  1. Performance Optimization
  1. Error Handling
  1. Testing Considerations

Project Structure

Known Issues

See errors.md for current issues and workarounds.

Second Opinion MCP Server

An MCP server that provides AI-powered assistance for coding problems by combining insights from:
  • Google's Gemini AI
  • Stack Overflow accepted answers
  • Perplexity AI analysis

Features

  • Get detailed solutions for coding problems with context from multiple sources
  • Automatic language detection from file extensions
  • Code snippet extraction and formatting
  • Markdown report generation for solutions
  • Git-aware file context gathering

Setup

  1. Install dependencies:
  1. Build the server:
  1. Configure environment variables in MCP settings:
Required environment variables:
  • GEMINI_API_KEY: Google's Gemini AI API key
  • PERPLEXITY_API_KEY: Perplexity AI API key
  • STACK_EXCHANGE_KEY: Stack Exchange API key (optional, uses anonymous access if not provided)

Usage

The server provides a single tool:

get_second_opinion

Get AI-powered insights and solutions for coding problems.
Input Schema:
Example Input:
Example Response:

Understanding the Problem

The core issue lies in how React's useEffect hook manages side effects and their dependencies. When you provide an empty dependency array ([]), you're telling React that the effect should only run once when the component mounts and that the cleanup function should run when the component unmounts.
However, in your code, the socket object is used within the effect. This creates a closure where the handleMessage function and the cleanup function (socket.off('message')) implicitly depend on the current value of socket. If socket ever changes (e.g., due to a reconnection or reinitialization), your effect will be using an outdated socket instance.

Common Issues

  • Stale Closures: The event handler (handleMessage) might be working with an old socket object
  • Incorrect Cleanup: The socket.off('message') might not remove the intended event listener
  • Memory Leaks: Failed cleanup can lead to memory leaks and unexpected behavior

Solutions

1. Using useRef for Stable References

Why This Works:
  • useRef creates a mutable object that persists across renders
  • The ref object itself doesn't change, preventing effect re-runs
  • You can access the latest socket value via the ref

2. Using useCallback for Handlers

3. Managing Socket Lifecycle Inside useEffect

4. Custom Hook Solution

Best Practices

  1. Dependency Management
  1. Performance Optimization
  1. Error Handling
  1. Testing Considerations

Project Structure

Known Issues

See errors.md for current issues and workarounds.