### Repository Management and Configuration

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Illustrates repository setup including .gitignore, environment file examples, and directory restructuring for better organization.

```bash
# Comprehensive .gitignore file to exclude sensitive data and build artifacts
node_modules/
dist/
.env
*.log
```

```bash
# Example environment file (.env.example) for documentation purposes
OPENAI_API_KEY=your_openai_api_key_here
ANTHROPIC_API_KEY=your_anthropic_api_key_here
```

```bash
# Test files moved from root and src directories to tests/manual/
# Documentation files organized in a dedicated docs/ directory
# All file references and imports updated to maintain functionality
```

--------------------------------

### Project Structure and Configuration

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Describes the initial project setup including TypeScript configuration and MCP server implementation.

```typescript
// TypeScript setup with proper typing
interface UserConfig {
  llmProvider: 'openai' | 'anthropic';
  apiKey: string;
}

// MCP server implementation
import express from 'express';
const app = express();

// Configuration system for user preferences
function loadConfig(): UserConfig {
  // ... implementation to load user preferences
  return { llmProvider: 'openai', apiKey: 'mock_key' };
}

// File loading and management for PineScript files
function loadPineScriptFile(filePath: string): string {
  // ... implementation to load PineScript file content
  return "//@version=5\nindicator('My Script')";
}
```

--------------------------------

### Install Dependencies

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/README.md

Installs the necessary Node.js dependencies for the project using npm.

```bash
npm install
```

--------------------------------

### Integration - Tool Registration and Testing

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Describes the integration aspects including FastMCP integration, tool registration, and testing framework setup.

```typescript
// FastMCP integration for Cursor
// Tool registration for all components
// Testing framework setup

// Example of a tool registration function
function registerTool(name: string, handler: Function) {
  console.log(`Registering tool: ${name}`);
  // ... registration logic
}

// Example of a test setup
function setupTests() {
  console.log('Setting up testing framework...');
  // ... test setup logic
}

// Type safety throughout the application
interface PineScriptError {
  message: string;
  line: number;
  column: number;
}

function processError(error: PineScriptError): void {
  console.error(`Error at line ${error.line}: ${error.message}`);
}
```

--------------------------------

### Project Directory Structure

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/docs/PinescriptProject1Plan.md

Illustrates the proposed directory structure for the TradingView PineScript MCP Server project, outlining the organization of source files, tests, examples, and configuration.

```tree
tradingview-mcp/
├── src/
│   ├── index.ts                 # Main entry point
│   ├── validators/              # PineScript validation logic
│   │   ├── syntaxValidator.ts   # Basic syntax validation
│   │   └── versionValidator.ts  # Version-specific validation
│   ├── fixers/                  # Error correction modules
│   │   ├── commonFixes.ts       # Common error patterns and fixes
│   │   └── errorAnalyzer.ts     # Error message analysis
│   ├── templates/
│   │   ├── strategies/          # Trading strategy templates
│   │   └── indicators/          # Technical indicator templates
│   └── utils/
│       ├── versionDetector.ts   # Detect PineScript version
│       └── formatter.ts         # Code formatting
├── tests/                       # Test suite
├── examples/                    # Example scripts and usage patterns
├── package.json                 # Dependencies and scripts
└── README.md                    # Documentation
```

--------------------------------

### Start MCP Server

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/README.md

Starts the Model Context Protocol (MCP) server using stdio transport for client communication.

```bash
npm run start-server
```

--------------------------------

### Run in Development Mode

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/README.md

Starts the server in development mode with features like automatic reloading.

```bash
npm run dev
```

--------------------------------

### LLM Integration - User Configuration and Mock Implementation

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Details user configuration for LLM settings and the mock implementation for development and testing.

```typescript
// User configuration for LLM settings
interface LLMConfig {
  provider: 'openai' | 'anthropic' | 'mock';
  modelName?: string;
  apiKey?: string;
}

// Mock implementation for development and testing
class MockLLMProvider {
  analyzeStrategy(strategyCode: string): Promise<string> {
    console.log('Using mock LLM for strategy analysis...');
    return Promise.resolve('Mock analysis result for: ' + strategyCode.substring(0, 30) + '...');
  }
}

// CLI commands for strategy analysis and enhancement
function runStrategyAnalysis(filePath: string): void {
  const scriptContent = loadPineScriptFile(filePath);
  const mockProvider = new MockLLMProvider();
  mockProvider.analyzeStrategy(scriptContent).then(result => {
    console.log('Analysis Result:', result);
  });
}

// Structure for multiple LLM providers (OpenAI, Anthropic)
// This would typically involve a factory pattern or similar approach
// to select the correct provider based on configuration.
```

--------------------------------

### CLI Commands for Strategy Analysis

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Illustrates the command-line interface commands for strategy analysis and enhancement, including mock LLM usage.

```bash
# CLI commands for strategy analysis and enhancement
# Example: Analyze a PineScript strategy file using the CLI
# node cli.js analyze --file path/to/your/strategy.pine

# Example: Enhance a strategy (using mock data currently)
# node cli.js enhance --file path/to/your/strategy.pine --output path/to/enhanced/strategy.pine
```

--------------------------------

### OpenAI Provider Integration Plan

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Plan for integrating the OpenAI provider, including API authentication, retry logic, error handling, and prompt template fine-tuning.

```APIDOC
OpenAI Provider Integration:
  - Implement real OpenAI provider integration
  - Add proper API authentication
  - Implement retry logic and error handling
  - Fine-tune prompt templates for best results
```

--------------------------------

### PineScript Tools - Version Management and History

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Covers version management, conversion between PineScript versions, and script history tracking.

```pinescript
// Version management and conversion between versions
// Script history tracking and comparison
//@version=4

// Example of a script that might need conversion to version 5
// plot(sma(close, 14))
```

--------------------------------

### PineScript Tools - Formatting and Validation

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Details PineScript syntax validation, version detection, and code formatting capabilities.

```pinescript
// PineScript syntax validation
// Version detection and specification
//@version=5

// Code formatting with customizable options
plot(close, color=color.blue, linewidth=2)
```

--------------------------------

### Cursor MCP Server Configuration (JSON)

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/docs/PinescriptProject1Plan.md

Shows the configuration for the MCP server within Cursor IDE settings. It specifies the command to execute and its arguments for launching the 'tradingview-pinescript-mcp' package.

```json
{
  "mcpServers": {
    "tradingview-pinescript": {
      "command": "npx",
      "args": [
        "-y",
        "tradingview-pinescript-mcp"
      ]
    }
  }
}

```

--------------------------------

### Web Dashboard Development Plan

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Plan for creating a web dashboard to manage strategies, display analysis results, compare versions, and visualize backtest results.

```APIDOC
Web Dashboard Development:
  - Create a web dashboard for strategy management
  - Display strategy analysis results
  - Compare different strategy versions
  - Visualize backtest results
```

--------------------------------

### Web Interface User Authentication Plan

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Plan for adding user authentication to the web interface, covering registration, login, secure API key storage, and user-specific strategy storage.

```APIDOC
Web Interface User Authentication:
  - Add user authentication for web interface
  - User registration and login
  - Secure API key storage
  - User-specific strategy storage
```

--------------------------------

### Configuration Management Diagram

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/systemPatterns.md

Depicts the hierarchical configuration management system, showing the flow from default to runtime configuration, including file loading and validation.

```mermaid
flowchart TD
    DefaultConfig[Default Configuration] --> UserConfig[User Configuration]
    UserConfig --> RuntimeConfig[Runtime Configuration]
    
    ConfigFile[Configuration File] --> ConfigLoader[Config Loader]
    ConfigLoader --> UserConfig
    
    ConfigValidation[Config Validation] --> ConfigLoader
    ConfigStorage[Config Storage] --> ConfigFile
```

--------------------------------

### LLM Integration Architecture

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/systemPatterns.md

Depicts the modular architecture of the LLM integration within the PineScript MCP system, showing how CLI Commands and MCP Tools interact with the LLM Service, which utilizes a Provider Factory, Response Parsers, and Prompt Templates to communicate with various LLM providers like OpenAI, Anthropic, and a Mock Provider.

```mermaid
flowchart TD
    CLI[CLI Commands] --> LLMService[LLM Service]
    MCP[MCP Tools] --> LLMService
    
    LLMService --> ProviderFactory[Provider Factory]
    LLMService --> ResponseParsers[Response Parsers]
    LLMService --> PromptTemplates[Prompt Templates]
    
    ProviderFactory --> OpenAI[OpenAI Provider]
    ProviderFactory --> Anthropic[Anthropic Provider]
    ProviderFactory --> Mock[Mock Provider]
    
    OpenAI --> OpenAIAPI[OpenAI API]
    Anthropic --> AnthropicAPI[Anthropic API]
```

--------------------------------

### Data Flow Diagram

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/systemPatterns.md

Illustrates the data processing pipeline from input script to optimized version, including validation, LLM analysis, and backtesting stages.

```mermaid
flowchart LR
    Input[Input Script] --> Validation[Validation]
    Validation --> |Valid| Analysis[LLM Analysis]
    Validation --> |Invalid| Fixing[Error Fixing]
    Fixing --> Validation
    
    Analysis --> Suggestions[Improvement Suggestions]
    Analysis --> EnhancedVersions[Enhanced Versions]
    
    EnhancedVersions --> Validation
    EnhancedVersions --> Testing[Backtesting]
    Testing --> Results[Results Analysis]
    Results --> FinalVersion[Optimized Version]
```

--------------------------------

### Clone Repository

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/README.md

Clones the project repository from GitHub.

```bash
git clone https://github.com/yourusername/pinescriptproject1.git
cd pinescriptproject1
```

--------------------------------

### LLM Analysis Integration with Backtesting

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Plan to integrate LLM analysis with backtesting results, including parsing TradingView output and providing AI-powered recommendations.

```APIDOC
LLM Analysis Integration:
  - Integrate LLM analysis with backtesting results
  - Parse TradingView backtest output
  - Provide AI-powered recommendations based on performance data
```

--------------------------------

### Iterative Strategy Optimization Workflow

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/ProjectPlanPhase2.md

Visual representation of the iterative optimization pipeline using LLM. It shows the flow from an original strategy through LLM analysis, enhancement, backtesting, and final refinement.

```text
Original Strategy → LLM Analysis → Enhanced Versions → 
Backtest Results → LLM Interpretation → Further Enhancements → Final Strategy
```

--------------------------------

### Phase 2 LLM-driven Optimization Plan

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Creation of a comprehensive plan for Phase 2, focusing on LLM-driven optimization.

```APIDOC
Phase 2 LLM-driven Optimization Plan:
  - Created comprehensive plan for Phase 2 LLM-driven optimization
```

--------------------------------

### Repository Restructuring

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Restructuring of the project repository for improved organization.

```APIDOC
Repository Restructuring:
  - Restructured repository for better organization
```

--------------------------------

### Build Project

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/README.md

Builds the project, likely compiling TypeScript or bundling JavaScript assets.

```bash
npm run build
```

--------------------------------

### High-Level Architecture

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/systemPatterns.md

Illustrates the layered architecture of the PineScript MCP system, showing the flow of control from the CLI and MCP Protocol layers to the Service layer and then to the Core Functionality, which interacts with various sub-modules like Validators, Fixers, Templates, Version Management, LLM Integration, and Configuration.

```mermaid
flowchart TD
    CLI[CLI Layer] --> Services[Service Layer]
    MCP[MCP Protocol Layer] --> Services
    Services --> Core[Core Functionality]
    Core --> Validators[Validators]
    Core --> Fixers[Fixers]
    Core --> Templates[Templates]
    Core --> VersionMgmt[Version Management]
    Core --> LLM[LLM Integration]
    Core --> Config[Configuration]
```

--------------------------------

### MCP Server Component Architecture

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/systemPatterns.md

Details the architecture of the MCP Server, highlighting the FastMCP Server's interaction with various tools, including Tool Registration, Validator Tools, Fixer Tools, Template Tools, Version Tools, Config Tools, Format Tools, and LLM Analysis Tools.

```mermaid
flowchart TD
    MCP[FastMCP Server] --> Tools[Tool Registration]
    Tools --> Validators[Validator Tools]
    Tools --> Fixers[Fixer Tools]
    Tools --> Templates[Template Tools]
    Tools --> VersionTools[Version Tools]
    Tools --> ConfigTools[Config Tools]
    Tools --> FormatTools[Format Tools]
    Tools --> LLMTools[LLM Analysis Tools]
```

--------------------------------

### Anthropic Provider Integration Plan

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Plan for integrating the Anthropic provider, focusing on API authentication and Claude-specific features and optimizations.

```APIDOC
Anthropic Provider Integration:
  - Implement real Anthropic provider integration
  - Add proper API authentication
  - Implement Claude-specific features and optimizations
```

--------------------------------

### MCP Server Core Functionality (TypeScript)

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/docs/PinescriptProject1Plan.md

Demonstrates the core functionality of the MCP server, including initialization, and the definition of tools for validating and fixing PineScript code. It uses the 'fastmcp' library and defines parameters and handlers for each tool.

```typescript
import { FastMCP, Context } from 'fastmcp';

// Initialize MCP server
const mcp = new FastMCP('TradingView PineScript MCP');

// Validator tool
mcp.tool({
  name: 'validate_pinescript',
  description: 'Validates PineScript code for syntax errors',
  parameters: {
    script: {
      type: 'string',
      description: 'PineScript code to validate'
    },
    version: {
      type: 'string',
      description: 'PineScript version (v4, v5, v6)',
      required: false,
      default: 'v5'
    }
  },
  handler: async (params, ctx) => {
    const { script, version } = params;
    // Validation logic will be implemented here
    return { /* validation results */ };
  }
});

// Error fixer tool
mcp.tool({
  name: 'fix_pinescript_errors',
  description: 'Automatically fixes common PineScript syntax errors',
  parameters: {
    script: {
      type: 'string',
      description: 'PineScript code with errors'
    },
    error_message: {
      type: 'string',
      description: 'Error message from TradingView'
    }
  },
  handler: async (params, ctx) => {
    const { script, error_message } = params;
    // Error fixing logic will be implemented here
    return { /* fixed script */ };
  }
});

// Additional tools will be implemented similarly

```

--------------------------------

### Run Tests

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/README.md

Executes the project's test suite to ensure code quality and functionality.

```bash
npm test
```

--------------------------------

### LLM Service Architecture (TypeScript)

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/activeContext.md

Details the service architecture for interacting with language models, including provider selection and interfaces for strategy analysis and enhancement. A mock provider is included for testing.

```TypeScript
import { LLMProvider } from './interfaces';
import { MockLLMProvider } from './mockProvider';
import { OpenAIProvider } from './openAIProvider'; // Assuming this will be implemented

class LLMService {
  private provider: LLMProvider;

  constructor(config: any) {
    // Factory pattern to select provider based on configuration
    if (config.llm.provider === 'mock') {
      this.provider = new MockLLMProvider(config.llm.mockConfig);
    } else if (config.llm.provider === 'openai') {
      this.provider = new OpenAIProvider(config.llm.openaiConfig);
    } else {
      throw new Error(`Unsupported LLM provider: ${config.llm.provider}`);
    }
  }

  async analyzeStrategy(strategyCode: string): Promise<string> {
    return this.provider.analyzeStrategy(strategyCode);
  }

  async enhanceStrategy(strategyCode: string): Promise<string> {
    return this.provider.enhanceStrategy(strategyCode);
  }
}

export { LLMService };

```

--------------------------------

### Core Components Architecture

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/systemPatterns.md

Provides a breakdown of the core components within the PineScript MCP system, illustrating the relationships between the Configuration System, Validation System, Fixing System, Template System, Version System, and LLM Integration.

```mermaid
flowchart TD
    Config[Configuration System] --> UserConfig[User Config]
    Config --> SystemConfig[System Config]
    
    Validation[Validation System] --> SyntaxValidator[Syntax Validator]
    Validation --> RuleValidator[Rule Validator]
    
    Fixing[Fixing System] --> ErrorFixer[Error Fixer]
    Fixing --> DeprecationFixer[Deprecation Fixer]
    
    Templates[Template System] --> TemplateManager[Template Manager]
    Templates --> TemplateRepo[Template Repository]
    
    Versions[Version System] --> VersionDetector[Version Detector]
    Versions --> VersionConverter[Version Converter]
    Versions --> VersionManager[Version Manager]
    
    LLM[LLM Integration] --> LLMService[LLM Service]
    LLM --> Providers[Provider Implementations]
    LLM --> Analysis[Strategy Analysis]
    LLM --> Generation[Strategy Generation]
```

--------------------------------

### User Configuration for LLM (TypeScript)

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/activeContext.md

Functions for managing user configuration related to LLM providers and settings, including loading and updating configurations.

```TypeScript
import * as fs from 'fs';
import * as path from 'path';

interface LLMConfig {
  provider: 'openai' | 'anthropic' | 'mock';
  openaiConfig?: {
    apiKey: string;
    model: string;
  };
  anthropicConfig?: {
    apiKey: string;
    model: string;
  };
  mockConfig?: {
    // Mock specific configurations
  };
}

interface UserConfig {
  llm: LLMConfig;
  // Other configurations...
}
const defaultConfig: UserConfig = {
  llm: {
    provider: 'mock',
    mockConfig: {}
  }
};

function loadUserConfig(): UserConfig {
  const configPath = path.join(process.cwd(), 'userconfig.json'); // Example path
  if (fs.existsSync(configPath)) {
    const configFile = fs.readFileSync(configPath, 'utf-8');
    return { ...defaultConfig, ...JSON.parse(configFile) };
  } else {
    return defaultConfig;
  }
}

function updateUserConfig(newConfig: Partial<UserConfig>): void {
  const configPath = path.join(process.cwd(), 'userconfig.json');
  const currentConfig = loadUserConfig();
  const updatedConfig = { ...currentConfig, ...newConfig };
  fs.writeFileSync(configPath, JSON.stringify(updatedConfig, null, 2));
}

export { loadUserConfig, updateUserConfig, UserConfig, LLMConfig };

```

--------------------------------

### LLM Integration Structure

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Defines the directory structure for LLM service integration and strategy analysis components.

```json
{
  "src": {
    "llm": {},
    "core": {
      "strategy": {}
    },
    "automation": {
      "analysis": {},
      "backtesting": {}
    }
  }
}
```

--------------------------------

### CLI Commands for LLM Integration (TypeScript)

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/activeContext.md

Implementation of CLI commands for interacting with the LLM service, including strategy analysis, enhancement, and configuration management.

```TypeScript
import { program } from 'commander';
import { LLMService } from '../services/llmService';
import { loadUserConfig } from '../config/userConfig';
import * as fs from 'fs';

const config = loadUserConfig();
const llmService = new LLMService(config);

program
  .command('llm analyze <strategyFile>')
  .description('Analyze a PineScript strategy file using LLM')
  .action(async (strategyFile) => {
    const strategyCode = fs.readFileSync(strategyFile, 'utf-8');
    const analysis = await llmService.analyzeStrategy(strategyCode);
    console.log('Strategy Analysis:\n', analysis);
  });

program
  .command('llm enhance <strategyFile>')
  .description('Enhance a PineScript strategy file using LLM')
  .action(async (strategyFile) => {
    const strategyCode = fs.readFileSync(strategyFile, 'utf-8');
    const enhancedStrategy = await llmService.enhanceStrategy(strategyCode);
    console.log('Enhanced Strategy:\n', enhancedStrategy);
  });

program
  .command('llm config')
  .description('Manage LLM settings')
  .action(() => {
    console.log('LLM Configuration:', config.llm);
    // Add logic here to modify config
  });

program.parse(process.argv);

```

--------------------------------

### Version Management System Enhancement

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/memory-bank/progress.md

Enhancement of the version management system for upgrading PineScript code.

```APIDOC
Version Management System Enhancement:
  - Enhanced version management system for upgrading PineScript code
```

--------------------------------

### TypeScript Implementation of LLM-driven Strategy Optimization

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/ProjectPlanPhase2.md

A TypeScript function demonstrating the implementation of the iterative optimization pipeline. It includes steps for initial analysis, generating enhanced strategies, processing backtest results, and generating a final optimized script.

```typescript
async function optimizeStrategyWithLLM(originalScript: string, tradingPair: string, timeframe: string) {
  // Step 1: Initial analysis
  const initialAnalysis = await analyzeStrategyWithLLM(originalScript);
  
  // Step 2: Generate enhanced versions
  const enhancedVersions = await generateEnhancedStrategies(originalScript, initialAnalysis);
  
  // Step 3: User runs backtests and provides results
  console.log("Generated enhanced strategy versions. Please run backtests in TradingView and provide results.");
  
  // Step 4: Analyze backtest results (user would provide these)
  const backtestAnalysis = await analyzeTradingViewBacktestResults(userProvidedBacktestResults);
  
  // Step 5: Generate final optimized version based on backtest feedback
  const finalOptimizationPrompt = `
    Based on the backtest results analysis:
    ${JSON.stringify(backtestAnalysis)}
    
    And these previously enhanced versions:
    ${JSON.stringify(enhancedVersions)}
    
    Create a final optimized version of the strategy that incorporates:
    1. The best performing aspects of each enhanced version
    2. Additional improvements based on the backtest results
    3. Fine-tuned parameters based on performance
    
    Provide the complete PineScript code for the final optimized strategy.
  `;
  
  const finalVersionResponse = await callLLM(finalOptimizationPrompt);
  let finalScript = extractScriptFromLLMResponse(finalVersionResponse);
  
  // Final validation and formatting
  const validationResult = validatePineScript(finalScript);
  if (!validationResult.valid) {
    finalScript = fixPineScriptErrors(finalScript).script;
  }
  finalScript = formatPineScript(finalScript);
  
  return {
    originalScript,
    enhancedVersions,
    backtestAnalysis,
    finalScript,
    optimizationNotes: extractOptimizationNotes(finalVersionResponse)
  };
}
```

--------------------------------

### Generate Enhanced PineScript Strategies

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/ProjectPlanPhase2.md

Generates multiple enhanced versions of a PineScript strategy based on LLM analysis. It incorporates improvements in entry/exit logic, risk management, and parameter optimization. The generated strategies are then validated and formatted using existing MCP server functions.

```typescript
async function generateEnhancedStrategies(originalScript: string, llmAnalysis: any) {
  const enhancementPrompt = `
    Based on this analysis of a PineScript strategy:
    ${JSON.stringify(llmAnalysis)}
    
    Generate 3 different enhanced versions of this original strategy:
    ${originalScript}
    
    1. Version with improved entry/exit logic
    2. Version with added risk management
    3. Version with optimized parameters
    
    For each version, explain the changes made and expected improvement.
  `;
  
  const llmResponse = await callLLM(enhancementPrompt);
  const enhancedVersions = parseEnhancedVersions(llmResponse);
  
  // Use our existing validation to ensure all versions are valid
  return enhancedVersions.map(version => {
    // Validate and fix any syntax issues
    const validationResult = validatePineScript(version.script);
    if (!validationResult.valid) {
      version.script = fixPineScriptErrors(version.script).script;
    }
    
    // Format for consistency
    version.script = formatPineScript(version.script);
    
    return version;
  });
}
```

--------------------------------

### Analyze TradingView Backtest Results with LLM

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/ProjectPlanPhase2.md

Analyzes TradingView backtest results using an LLM to extract performance metrics, identify strengths and weaknesses, and provide recommendations for improvement. This tool helps in interpreting backtest data and suggesting parameter adjustments.

```typescript
async function analyzeTradingViewBacktestResults(backtestResults: any) {
  const analysisPrompt = `
    Analyze these TradingView backtest results:
    ${JSON.stringify(backtestResults)}
    
    Identify:
    1. Key strengths in the performance
    2. Areas of concern (high drawdown, low win rate, etc.)
    3. Specific suggestions to address performance issues
    4. Parameters that should be adjusted based on these results
    
    Respond with actionable recommendations for improving the strategy.
  `;
  
  return await callLLM(analysisPrompt);
}
```

--------------------------------

### Enhancement Generator Tool

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/ProjectPlanPhase2.md

Introduces a tool named 'generate_enhanced_strategies' that leverages an LLM to create multiple improved versions of an original PineScript strategy based on provided analysis.

```typescript
mcp.addTool({
  name: 'generate_enhanced_strategies',
  description: 'Generate multiple enhanced versions of a PineScript strategy',
  parameters: z.object({
    script: z.string().describe('The original PineScript strategy'),
    analysis: z.string().describe('Strategy analysis from analyze_strategy tool')
  }),
  execute: async (params) => {
    const enhancedVersions = await generateEnhancedStrategies(
      params.script,
      JSON.parse(params.analysis)
    );
    return JSON.stringify(enhancedVersions);
  }
});
```

--------------------------------

### Strategy Analysis Tool

Source: https://github.com/cyberbob07/pinescript-mcp-server/blob/master/ProjectPlanPhase2.md

Defines a new tool for the MCP server named 'analyze_strategy'. This tool uses an LLM to analyze a given PineScript strategy and suggest improvements. It takes the strategy script, trading pair, and timeframe as input.

```typescript
// Add to index.ts
mcp.addTool({
  name: 'analyze_strategy',
  description: 'Analyze a PineScript strategy with LLM and suggest improvements',
  parameters: z.object({
    script: z.string().describe('The PineScript strategy to analyze'),
    trading_pair: z.string().describe('The trading pair/symbol').optional(),
    timeframe: z.string().describe('The timeframe (1h, 4h, 1d, etc.)').optional()
  }),
  execute: async (params) => {
    const analysis = await analyzeStrategyWithLLM(params.script);
    return JSON.stringify(analysis);
  }
});
```