Analyze this codebase's architecture:
1. Evaluate the overall structure and patterns
2. Identify potential architectural issues
3. Suggest improvements for scalability
4. Note areas that follow best practices

Focus on maintainability and modularity.

Perform a security review of this codebase:
1. Identify potential security vulnerabilities
2. Check for common security anti-patterns
3. Review error handling and input validation
4. Assess dependency security

Provide specific examples and remediation steps.

Review the codebase for performance:
1. Identify performance bottlenecks
2. Check resource utilization
3. Review algorithmic efficiency
4. Assess caching strategies

Include specific optimization recommendations.

Generate comprehensive API documentation:
1. List and describe all public endpoints
2. Document request/response formats
3. Include usage examples
4. Note any limitations or constraints

Create a developer guide covering:
1. Setup instructions
2. Project structure overview
3. Development workflow
4. Testing approach
5. Common troubleshooting steps

Document the system architecture:
1. High-level overview
2. Component interactions
3. Data flow diagrams
4. Design decisions and rationale
5. System constraints and limitations

Analyze the project dependencies:
1. Identify outdated packages
2. Check for security vulnerabilities
3. Suggest alternative packages
4. Review dependency usage patterns

Include specific upgrade recommendations.

Review the test coverage:
1. Identify untested components
2. Suggest additional test cases
3. Review test quality
4. Recommend testing strategies

Assess code quality and suggest improvements:
1. Review naming conventions
2. Check code organization
3. Evaluate error handling
4. Review commenting practices

Provide specific examples of good and problematic patterns.