# API Reference
## MarketAlly.AIPlugin.Analysis

**Version:** 2.1.0  
**Target Framework:** .NET 8.0  
**Generated:** 2025-06-24

---

## Table of Contents

- [Infrastructure Classes](#infrastructure-classes)
  - [AnalysisConfiguration](#analysisconfiguration)
  - [AnalysisContext](#analysiscontext)
  - [ErrorHandling](#errorhandling)
  - [PerformanceOptimization](#performanceoptimization)
  - [PluginDiscoveryService](#plugindiscoveryservice)
  - [AnalysisResultAggregator](#analysisresultaggregator)
  - [InputValidator](#inputvalidator)
- [Analysis Plugins](#analysis-plugins)
- [Data Models](#data-models)
- [Interfaces](#interfaces)
- [Examples](#examples)

---

## Infrastructure Classes

### AnalysisConfiguration

Configuration management for analysis operations.

```csharp
public class AnalysisConfiguration
```

#### Properties

| Property | Type | Description | Default |
|----------|------|-------------|---------|
| `DefaultParameters` | `Dictionary<string, object>` | Default parameters for plugin execution | `new()` |
| `DefaultTimeout` | `TimeSpan` | Default timeout for operations | `10 minutes` |
| `MaxConcurrentAnalyses` | `int` | Maximum concurrent analysis operations | `Environment.ProcessorCount` |
| `EnableCaching` | `bool` | Enable result caching | `true` |
| `CacheExpirationTime` | `TimeSpan` | Cache expiration time | `30 minutes` |
| `AllowDynamicPluginLoading` | `bool` | Allow loading external plugins | `false` |
| `TrustedPluginDirectory` | `string` | Directory for trusted plugins | `""` |
| `MaxMemoryUsage` | `long` | Maximum memory usage in bytes | `1GB` |
| `EnableDetailedLogging` | `bool` | Enable detailed logging | `false` |

#### Usage Example

```csharp
var config = new AnalysisConfiguration
{
    DefaultTimeout = TimeSpan.FromMinutes(15),
    MaxConcurrentAnalyses = 8,
    EnableCaching = true,
    CacheExpirationTime = TimeSpan.FromHours(2),
    DefaultParameters = new Dictionary<string, object>
    {
        ["analyzeComplexity"] = true,
        ["includeRecommendations"] = true
    }
};
```

---

### AnalysisContext

Resource management context for analysis operations implementing `IDisposable`.

```csharp
public class AnalysisContext : IDisposable
```

#### Properties

| Property | Type | Description |
|----------|------|-------------|
| `CancellationToken` | `CancellationToken` | Cancellation token for operations |
| `Configuration` | `AnalysisConfiguration` | Analysis configuration |
| `Logger` | `ILogger?` | Logger instance |
| `ConcurrencySemaphore` | `SemaphoreSlim` | Concurrency control semaphore |

#### Methods

| Method | Returns | Description |
|--------|---------|-------------|
| `CreateChildContext()` | `AnalysisContext` | Creates linked child context |
| `Cancel()` | `void` | Cancels the analysis operation |
| `AcquireConcurrencySlotAsync()` | `Task` | Waits for concurrency slot |
| `ReleaseConcurrencySlot()` | `void` | Releases concurrency slot |
| `Dispose()` | `void` | Disposes resources |

#### Usage Example

```csharp
using var context = new AnalysisContext(configuration, logger);
try
{
    await context.AcquireConcurrencySlotAsync();
    // Perform analysis
}
finally
{
    context.ReleaseConcurrencySlot();
}
```

---

### ErrorHandling

Static utility class for comprehensive error handling with retry logic.

```csharp
public static class ErrorHandling
```

#### Methods

##### ExecuteWithRetryAsync&lt;T&gt;

Executes operation with retry logic and exponential backoff.

```csharp
public static async Task<T> ExecuteWithRetryAsync<T>(
    Func<Task<T>> operation,
    int maxRetries = 3,
    TimeSpan? delay = null,
    ILogger? logger = null,
    CancellationToken cancellationToken = default,
    [CallerMemberName] string callerName = "",
    [CallerFilePath] string callerFilePath = "",
    [CallerLineNumber] int callerLineNumber = 0)
```

**Parameters:**
- `operation`: The operation to execute
- `maxRetries`: Maximum retry attempts (default: 3)
- `delay`: Base delay between retries (default: 1 second)
- `logger`: Logger for error tracking
- `cancellationToken`: Cancellation token
- `callerName`: Automatic caller name
- `callerFilePath`: Automatic caller file path
- `callerLineNumber`: Automatic caller line number

##### SafeExecuteAsync&lt;T&gt;

Safely executes operation and returns result with error information.

```csharp
public static async Task<OperationResult<T>> SafeExecuteAsync<T>(
    Func<Task<T>> operation,
    ILogger? logger = null,
    [CallerMemberName] string callerName = "",
    [CallerFilePath] string callerFilePath = "",
    [CallerLineNumber] int callerLineNumber = 0)
```

##### WithTimeoutAsync&lt;T&gt;

Creates timeout wrapper for operations.

```csharp
public static async Task<T> WithTimeoutAsync<T>(
    Func<CancellationToken, Task<T>> operation,
    TimeSpan timeout,
    ILogger? logger = null,
    [CallerMemberName] string callerName = "")
```

##### HandlePluginException

Handles exceptions from plugin operations with detailed logging.

```csharp
public static PluginErrorInfo HandlePluginException(
    Exception exception,
    string pluginName,
    string operationName,
    ILogger? logger = null)
```

#### Usage Example

```csharp
// Retry with exponential backoff
var result = await ErrorHandling.ExecuteWithRetryAsync(
    () => CallExternalServiceAsync(),
    maxRetries: 5,
    delay: TimeSpan.FromSeconds(2),
    logger: logger
);

// Safe execution with error handling
var operationResult = await ErrorHandling.SafeExecuteAsync(
    () => RiskyOperationAsync(),
    logger: logger
);

if (operationResult.IsSuccess)
{
    Console.WriteLine($"Success: {operationResult.Value}");
}
else
{
    Console.WriteLine($"Error: {operationResult.ErrorMessage}");
}
```

---

### PerformanceOptimization

Performance optimization utilities including caching and parallel processing.

```csharp
public class PerformanceOptimization : IDisposable
```

#### Methods

##### ExecuteInParallelAsync&lt;TInput, TResult&gt;

Executes operations in parallel with controlled concurrency.

```csharp
public async Task<IEnumerable<TResult>> ExecuteInParallelAsync<TInput, TResult>(
    IEnumerable<TInput> inputs,
    Func<TInput, Task<TResult>> operation,
    int maxConcurrency = 0,
    CancellationToken cancellationToken = default)
```

##### GetOrSetCacheAsync&lt;T&gt;

Gets or sets cached value with automatic invalidation.

```csharp
public async Task<T> GetOrSetCacheAsync<T>(
    string key,
    Func<Task<T>> factory,
    TimeSpan? expiration = null,
    CancellationToken cancellationToken = default)
```

##### ExecuteInBatchesAsync&lt;TInput, TResult&gt;

Batches operations for efficient processing.

```csharp
public async Task<IEnumerable<TResult>> ExecuteInBatchesAsync<TInput, TResult>(
    IEnumerable<TInput> inputs,
    Func<IEnumerable<TInput>, Task<IEnumerable<TResult>>> batchOperation,
    int batchSize = 100,
    CancellationToken cancellationToken = default)
```

##### CreateObjectPool&lt;T&gt;

Creates object pool for expensive-to-create objects.

```csharp
public ObjectPool<T> CreateObjectPool<T>(
    Func<T> factory,
    Action<T>? resetAction = null,
    int maxSize = 10) where T : class
```

#### Usage Example

```csharp
var perfOptimizer = new PerformanceOptimization();

// Parallel execution
var results = await perfOptimizer.ExecuteInParallelAsync(
    files,
    async file => await AnalyzeFileAsync(file),
    maxConcurrency: Environment.ProcessorCount
);

// Caching
var cachedResult = await perfOptimizer.GetOrSetCacheAsync(
    "expensive_calculation",
    () => PerformExpensiveCalculationAsync(),
    TimeSpan.FromHours(1)
);

// Object pooling
var stringBuilderPool = perfOptimizer.CreateObjectPool(
    () => new StringBuilder(),
    sb => sb.Clear(),
    maxSize: 50
);
```

---

### PluginDiscoveryService

Service for discovering and loading analysis plugins.

```csharp
public class PluginDiscoveryService : IPluginDiscovery
```

#### Methods

##### DiscoverPluginsAsync

Discovers plugins in specified directory.

```csharp
public async Task<IEnumerable<IAIPlugin>> DiscoverPluginsAsync(string pluginDirectory)
```

##### LoadPluginAsync

Loads specific plugin from assembly.

```csharp
public async Task<IAIPlugin> LoadPluginAsync(string assemblyPath, string typeName)
```

##### GetBuiltInPlugins

Gets all built-in analysis plugins.

```csharp
public IEnumerable<IAIPlugin> GetBuiltInPlugins()
```

##### ValidatePlugin

Validates plugin implementation.

```csharp
public bool ValidatePlugin(IAIPlugin plugin)
```

#### Usage Example

```csharp
var pluginDiscovery = new PluginDiscoveryService(logger);

// Get built-in plugins
var builtInPlugins = pluginDiscovery.GetBuiltInPlugins();

// Discover external plugins
var externalPlugins = await pluginDiscovery.DiscoverPluginsAsync("./plugins");

// Load specific plugin
var specificPlugin = await pluginDiscovery.LoadPluginAsync(
    "CustomAnalyzer.dll", 
    "CustomAnalyzer.Plugin"
);

// Validate plugin
bool isValid = pluginDiscovery.ValidatePlugin(specificPlugin);
```

---

### AnalysisResultAggregator

Aggregates and analyzes results from multiple plugins.

```csharp
public class AnalysisResultAggregator : IAnalysisResultAggregator
```

#### Methods

##### AggregateAsync

Aggregates results from multiple plugin executions.

```csharp
public async Task<AggregatedResult> AggregateAsync(IEnumerable<AIPluginResult> results)
```

##### CompareResultsAsync

Compares current results with previous results for trend analysis.

```csharp
public async Task<ComparisonResult> CompareResultsAsync(AggregatedResult current, AggregatedResult previous)
```

##### GenerateSummaryAsync

Generates comprehensive summary report.

```csharp
public async Task<SummaryReport> GenerateSummaryAsync(AggregatedResult aggregatedResult)
```

#### Usage Example

```csharp
var aggregator = new AnalysisResultAggregator(logger);

// Aggregate plugin results
var aggregatedResult = await aggregator.AggregateAsync(pluginResults);

// Generate summary
var summary = await aggregator.GenerateSummaryAsync(aggregatedResult);

// Compare with previous results
var comparison = await aggregator.CompareResultsAsync(currentResult, previousResult);

Console.WriteLine($"Health Score: {aggregatedResult.HealthAssessment.Score:F1}");
Console.WriteLine($"Total Issues: {aggregatedResult.AllIssues.Count}");
Console.WriteLine($"Trend: {comparison.TrendDirection}");
```

---

### InputValidator

Input validation and security service.

```csharp
public class InputValidator
```

#### Methods

##### ValidateFilePath

Validates and sanitizes file path.

```csharp
public ValidationResult ValidateFilePath(string? filePath)
```

##### ValidatePluginParameters

Validates plugin parameters for security issues.

```csharp
public ValidationResult ValidatePluginParameters(Dictionary<string, object>? parameters)
```

##### ValidateConfiguration

Validates analysis configuration settings.

```csharp
public ValidationResult ValidateConfiguration(AnalysisConfiguration? config)
```

##### SanitizeInput

Sanitizes string input to remove dangerous content.

```csharp
public string SanitizeInput(string? input)
```

##### ValidateDirectoryPath

Validates directory path is safe and accessible.

```csharp
public ValidationResult ValidateDirectoryPath(string? directoryPath)
```

#### Usage Example

```csharp
var validator = new InputValidator(logger);

// Validate file path
var pathValidation = validator.ValidateFilePath(userProvidedPath);
if (!pathValidation.IsValid)
{
    throw new ArgumentException(pathValidation.ErrorMessage);
}

// Validate parameters
var paramValidation = validator.ValidatePluginParameters(parameters);
if (!paramValidation.IsValid)
{
    return AIPluginResult.Error(paramValidation.ErrorMessage);
}

// Sanitize input
string sanitizedInput = validator.SanitizeInput(userInput);
```

---

## Analysis Plugins

### Built-in Plugins

| Plugin | Description | Key Parameters |
|--------|-------------|----------------|
| `PerformanceAnalyzerPlugin` | Performance bottleneck detection | `path`, `analyzeComplexity`, `suggestCaching` |
| `ArchitectureValidatorPlugin` | Architecture pattern validation | `projectPath`, `validateLayers`, `checkDependencies` |
| `TechnicalDebtPlugin` | Technical debt quantification | `projectPath`, `includeTests`, `calculateTrends` |
| `ComplexityAnalyzerPlugin` | Complexity metrics calculation | `path`, `includeCognitive`, `thresholds` |
| `TestAnalysisPlugin` | Test coverage and quality analysis | `testProjectPath`, `includeIntegration`, `coverageThreshold` |
| `BehaviorAnalysisPlugin` | Behavior specification analysis | `specificationPath`, `codebasePath`, `strictMode` |
| `SQLiteSchemaReaderPlugin` | Database schema analysis | `databasePath`, `analyzeIndexes`, `checkNormalization` |

### Plugin Usage Examples

#### PerformanceAnalyzerPlugin

```csharp
var parameters = new Dictionary<string, object>
{
    ["path"] = "src/Services/",
    ["analyzeComplexity"] = true,
    ["suggestCaching"] = true,
    ["analysisDepth"] = "comprehensive",
    ["includeMemoryAnalysis"] = true
};

var result = await plugin.ExecuteAsync(parameters, cancellationToken);
```

#### TechnicalDebtPlugin

```csharp
var parameters = new Dictionary<string, object>
{
    ["projectPath"] = "src/",
    ["includeTests"] = true,
    ["calculateTrends"] = true,
    ["debtThreshold"] = 0.1,
    ["prioritizeIssues"] = true
};

var result = await plugin.ExecuteAsync(parameters, cancellationToken);
```

---

## Data Models

### AggregatedResult

Aggregated results from multiple analysis plugins.

```csharp
public class AggregatedResult
{
    public DateTime AnalysisDate { get; set; }
    public string ProjectPath { get; set; }
    public int TotalPluginsExecuted { get; set; }
    public int SuccessfulPlugins { get; set; }
    public int FailedPlugins { get; set; }
    public TimeSpan TotalExecutionTime { get; set; }
    public Dictionary<string, object> PluginResults { get; set; }
    public List<AnalysisIssue> AllIssues { get; set; }
    public Dictionary<string, double> QualityMetrics { get; set; }
    public List<string> Recommendations { get; set; }
    public OverallHealth HealthAssessment { get; set; }
}
```

### AnalysisIssue

Represents an issue found during analysis.

```csharp
public class AnalysisIssue
{
    public string Source { get; set; }      // Plugin that found the issue
    public string Type { get; set; }        // Issue category
    public string Severity { get; set; }    // High, Medium, Low
    public string Description { get; set; } // Issue description
    public string Location { get; set; }    // File and line location
    public string Recommendation { get; set; } // Fix recommendation
    public double Impact { get; set; }      // Impact score (0-10)
    public double EffortToFix { get; set; } // Estimated effort
}
```

### OverallHealth

Overall health assessment of the codebase.

```csharp
public class OverallHealth
{
    public double Score { get; set; }                    // 0-100 health score
    public string Rating { get; set; }                   // Excellent, Good, Fair, Poor, Critical
    public string Description { get; set; }              // Health description
    public Dictionary<string, double> ComponentScores { get; set; } // Component breakdown
}
```

### SummaryReport

Comprehensive analysis summary.

```csharp
public class SummaryReport
{
    public DateTime GeneratedAt { get; set; }
    public string ProjectName { get; set; }
    public OverallHealth Health { get; set; }
    public List<KeyFinding> KeyFindings { get; set; }
    public List<PriorityAction> PriorityActions { get; set; }
    public Dictionary<string, int> IssueCounts { get; set; }
    public List<string> SuccessAreas { get; set; }
    public string ExecutiveSummary { get; set; }
}
```

### ValidationResult

Result of input validation operation.

```csharp
public class ValidationResult
{
    public bool IsValid { get; private set; }
    public string? ErrorMessage { get; private set; }
    public string? SanitizedValue { get; private set; }
    
    public static ValidationResult Success(string? sanitizedValue = null);
    public static ValidationResult Failure(string errorMessage);
}
```

### OperationResult&lt;T&gt;

Result wrapper for operations with error handling.

```csharp
public class OperationResult<T>
{
    public bool IsSuccess { get; private set; }
    public T? Value { get; private set; }
    public Exception? Exception { get; private set; }
    public TimeSpan Duration { get; private set; }
    public string? ErrorMessage => Exception?.Message;
    
    public static OperationResult<T> Success(T value, TimeSpan duration);
    public static OperationResult<T> Failure(Exception exception, TimeSpan duration);
}
```

---

## Interfaces

### IPluginDiscovery

Interface for plugin discovery and loading.

```csharp
public interface IPluginDiscovery
{
    Task<IEnumerable<IAIPlugin>> DiscoverPluginsAsync(string pluginDirectory);
    Task<IAIPlugin> LoadPluginAsync(string assemblyPath, string typeName);
    IEnumerable<IAIPlugin> GetBuiltInPlugins();
    bool ValidatePlugin(IAIPlugin plugin);
}
```

### IAnalysisResultAggregator

Interface for result aggregation.

```csharp
public interface IAnalysisResultAggregator
{
    Task<AggregatedResult> AggregateAsync(IEnumerable<AIPluginResult> results);
    Task<ComparisonResult> CompareResultsAsync(AggregatedResult current, AggregatedResult previous);
    Task<SummaryReport> GenerateSummaryAsync(AggregatedResult aggregatedResult);
}
```

---

## Examples

### Complete Analysis Workflow

```csharp
using MarketAlly.AIPlugin.Analysis.Infrastructure;
using MarketAlly.AIPlugin.Analysis.Plugins;
using Microsoft.Extensions.Logging;

public async Task<SummaryReport> PerformCompleteAnalysisAsync(string projectPath)
{
    // Setup
    var logger = LoggerFactory.Create(builder => builder.AddConsole()).CreateLogger<Program>();
    var config = new AnalysisConfiguration
    {
        DefaultTimeout = TimeSpan.FromMinutes(10),
        MaxConcurrentAnalyses = Environment.ProcessorCount,
        EnableCaching = true
    };

    var validator = new InputValidator(logger);
    var pluginDiscovery = new PluginDiscoveryService(logger);
    var resultAggregator = new AnalysisResultAggregator(logger);
    var perfOptimizer = new PerformanceOptimization(logger);

    // Validate inputs
    var pathValidation = validator.ValidateDirectoryPath(projectPath);
    if (!pathValidation.IsValid)
        throw new ArgumentException(pathValidation.ErrorMessage);

    // Get plugins
    var plugins = pluginDiscovery.GetBuiltInPlugins();
    
    // Prepare parameters
    var parameters = new Dictionary<string, object>
    {
        ["projectPath"] = pathValidation.SanitizedValue,
        ["analyzeComplexity"] = true,
        ["includeRecommendations"] = true,
        ["analysisDepth"] = "comprehensive"
    };

    // Execute analysis with resource management
    using var context = new AnalysisContext(config, logger);
    var results = new List<AIPluginResult>();

    // Execute plugins in parallel
    var pluginResults = await perfOptimizer.ExecuteInParallelAsync(
        plugins,
        async plugin => await ErrorHandling.ExecuteWithRetryAsync(
            () => plugin.ExecuteAsync(parameters, context.CancellationToken),
            maxRetries: 3,
            logger: logger
        ),
        maxConcurrency: config.MaxConcurrentAnalyses,
        context.CancellationToken
    );

    results.AddRange(pluginResults);

    // Aggregate results
    var aggregatedResult = await resultAggregator.AggregateAsync(results);
    
    // Generate summary
    var summaryReport = await resultAggregator.GenerateSummaryAsync(aggregatedResult);

    logger.LogInformation("Analysis completed: {HealthScore:F1} health score, {IssueCount} issues found", 
        aggregatedResult.HealthAssessment.Score, aggregatedResult.AllIssues.Count);

    return summaryReport;
}
```

### Custom Plugin Development

```csharp
[AIPlugin("SecurityAnalyzer", "Analyzes code for security vulnerabilities")]
public class SecurityAnalyzerPlugin : IAIPlugin
{
    private readonly ILogger<SecurityAnalyzerPlugin>? _logger;
    private readonly InputValidator _validator;

    public SecurityAnalyzerPlugin(ILogger<SecurityAnalyzerPlugin>? logger = null)
    {
        _logger = logger;
        _validator = new InputValidator(logger);
    }

    public Dictionary<string, ParameterInfo> SupportedParameters => new()
    {
        ["projectPath"] = new ParameterInfo { Type = typeof(string), Required = true },
        ["includeDependencies"] = new ParameterInfo { Type = typeof(bool), Required = false },
        ["securityLevel"] = new ParameterInfo { Type = typeof(string), Required = false }
    };

    public async Task<AIPluginResult> ExecuteAsync(Dictionary<string, object> parameters, CancellationToken cancellationToken)
    {
        return await ErrorHandling.SafeExecuteAsync(async () =>
        {
            // Validate parameters
            var validation = _validator.ValidatePluginParameters(parameters);
            if (!validation.IsValid)
                return AIPluginResult.Error(validation.ErrorMessage);

            // Extract parameters
            var projectPath = parameters["projectPath"].ToString();
            var includeDependencies = parameters.GetValueOrDefault("includeDependencies", false) as bool? ?? false;
            var securityLevel = parameters.GetValueOrDefault("securityLevel", "standard") as string ?? "standard";

            // Perform security analysis
            var analysisResult = await PerformSecurityAnalysisAsync(projectPath, includeDependencies, securityLevel, cancellationToken);

            return AIPluginResult.Success(analysisResult);
        }, _logger);
    }

    private async Task<SecurityAnalysisResult> PerformSecurityAnalysisAsync(
        string projectPath, 
        bool includeDependencies, 
        string securityLevel, 
        CancellationToken cancellationToken)
    {
        // Implementation here
        await Task.Delay(100, cancellationToken); // Placeholder
        return new SecurityAnalysisResult();
    }
}

public class SecurityAnalysisResult
{
    public List<SecurityIssue> SecurityIssues { get; set; } = new();
    public int VulnerabilityCount { get; set; }
    public string SecurityRating { get; set; } = "";
    public List<string> Recommendations { get; set; } = new();
}

public class SecurityIssue
{
    public string Type { get; set; } = "";
    public string Severity { get; set; } = "";
    public string Description { get; set; } = "";
    public string Location { get; set; } = "";
    public string Recommendation { get; set; } = "";
}
```

---

## Error Handling Patterns

### Recommended Error Handling

```csharp
// Pattern 1: Safe execution with result wrapper
var result = await ErrorHandling.SafeExecuteAsync(async () =>
{
    return await RiskyOperationAsync();
});

if (result.IsSuccess)
{
    ProcessResult(result.Value);
}
else
{
    _logger.LogError(result.Exception, "Operation failed");
    HandleError(result.Exception);
}

// Pattern 2: Retry with exponential backoff
var data = await ErrorHandling.ExecuteWithRetryAsync(
    () => FetchDataAsync(),
    maxRetries: 5,
    delay: TimeSpan.FromSeconds(1),
    logger: _logger
);

// Pattern 3: Timeout wrapper
var result = await ErrorHandling.WithTimeoutAsync(
    token => LongRunningOperationAsync(token),
    TimeSpan.FromMinutes(5),
    _logger
);
```

---

## Performance Optimization Patterns

### Caching Strategies

```csharp
var perfOptimizer = new PerformanceOptimization();

// Pattern 1: Simple caching
var result = await perfOptimizer.GetOrSetCacheAsync(
    "analysis_" + projectHash,
    () => PerformAnalysisAsync(project),
    TimeSpan.FromHours(1)
);

// Pattern 2: Parallel processing
var results = await perfOptimizer.ExecuteInParallelAsync(
    files,
    async file => await AnalyzeFileAsync(file),
    maxConcurrency: Environment.ProcessorCount
);

// Pattern 3: Batch processing
var batchResults = await perfOptimizer.ExecuteInBatchesAsync(
    items,
    async batch => await ProcessBatchAsync(batch),
    batchSize: 50
);
```

---

## Best Practices

### Plugin Development

1. **Always validate inputs** using `InputValidator`
2. **Use error handling patterns** with `ErrorHandling.SafeExecuteAsync`
3. **Implement proper cancellation** support
4. **Log appropriately** for debugging and monitoring
5. **Follow naming conventions** for parameters and results

### Performance Optimization

1. **Enable caching** for expensive operations
2. **Use parallel processing** for independent operations
3. **Implement object pooling** for frequently created objects
4. **Monitor memory usage** and clean up resources
5. **Use batching** for bulk operations

### Security

1. **Validate all inputs** before processing
2. **Sanitize user-provided data**
3. **Use whitelisted file extensions**
4. **Prevent path traversal attacks**
5. **Log security events** for auditing

---

**API Reference Complete**  
For additional examples and advanced usage, see the [Implementation Status Report](IMPLEMENTATION_STATUS_REPORT.md) and [README](README.md).