import { WorkspaceContextManager } from '@nicomatt69/nikcli';

const workspace = new WorkspaceContextManager(process.cwd());

// Automatic filtering applied:
// ✓ Respects .gitignore
// ✓ Excludes node_modules, dist, build
// ✓ Filters by file size (default: 1MB limit)
// ✓ Detects binary files
// ✓ Applies custom rules

await workspace.refreshWorkspaceIndex();

const excludedDirectories = [
  'node_modules',
  'dist',
  'build',
  '.next',
  '.cache',
  '.git',
  'coverage',
  '__pycache__'
];

const excludedExtensions = [
  '.jpg', '.jpeg', '.png', '.gif', '.svg',
  '.pdf', '.zip', '.tar', '.gz',
  '.mp4', '.avi', '.mov',
  '.exe', '.dll', '.so'
];

// Detected from file extensions
const languageMap = {
  '.ts': 'typescript',
  '.tsx': 'typescript',
  '.js': 'javascript',
  '.jsx': 'javascript',
  '.py': 'python',
  '.go': 'go',
  '.rs': 'rust',
  '.java': 'java',
  // ... 40+ languages supported
};

// Framework detection from package.json
const frameworks = {
  'next': 'Next.js',
  'react': 'React',
  'vue': 'Vue.js',
  'express': 'Express',
  'fastify': 'Fastify',
  // ... many more
};

interface FileContext {
  path: string;
  content: string;
  size: number;
  modified: Date;
  language: string;
  importance: number; // 0-100 score

  // Extracted metadata
  summary?: string;
  dependencies?: string[]; // import statements
  exports?: string[];      // exported symbols
  functions?: string[];    // function names
  classes?: string[];      // class names
  types?: string[];        // type/interface names
  tags?: string[];         // categorization tags

  // Performance optimization
  hash?: string;          // Content hash for change detection
  embedding?: number[];   // Vector embedding
  lastAnalyzed?: Date;
}

function calculateFileImportance(file: FileContext): number {
  let score = 50; // Base score

  // Path-based scoring
  if (isEntryPoint(file.path)) score += 25;       // index.ts, main.ts
  if (isConfig(file.path)) score += 20;           // package.json, tsconfig.json
  if (inSourceDir(file.path)) score += 15;        // src/, lib/
  if (isTest(file.path)) score -= 10;             // test files lower priority

  // Content-based scoring
  score += Math.min(file.exports.length * 5, 25); // Has exports
  score += Math.min(file.functions.length * 2, 20); // Has functions
  score += Math.min(file.classes.length * 3, 15);   // Has classes

  // Size-based scoring
  const lines = file.content.split('\n').length;
  if (lines > 100) score += 5;
  if (lines > 500) score += 10;

  return Math.min(100, Math.max(0, score));
}

// Intelligent chunking preserves context
const chunks = intelligentChunking(file.content, file.language);

// Code chunking (TypeScript example)
function chunkCodeFile(content: string): string[] {
  // Keeps functions/classes together
  // Respects bracket depth
  // Smart overlap at function boundaries
  // Typically 80-150 lines per chunk
}

// Markdown chunking
function chunkMarkdownFile(content: string): string[] {
  // Splits by headers
  // Preserves hierarchy
  // Maintains cross-references
  // Minimum 200 chars per section
}

// Generate embeddings
for (const chunk of chunks) {
  const embedding = await unifiedEmbeddingInterface.generateEmbedding(chunk);
  await vectorStore.addDocument({
    id: `${file.path}#${chunkIndex}`,
    content: chunk,
    embedding: embedding.vector,
    metadata: {
      source: file.path,
      language: file.language,
      importance: file.importance,
      chunkIndex,
      totalChunks: chunks.length
    }
  });
}

import { unifiedRAGSystem } from '@nicomatt69/nikcli';

// Analyze and index full workspace
const analysis = await unifiedRAGSystem.analyzeProject(process.cwd());

console.log({
  indexedFiles: analysis.indexedFiles,
  cost: `$${analysis.embeddingsCost.toFixed(4)}`,
  time: `${analysis.processingTime}ms`,
  vectorDB: analysis.vectorDBStatus
});

// Example output:
// {
//   indexedFiles: 342,
//   cost: '$0.0234',
//   time: '12450ms',
//   vectorDB: 'available'
// }

import { WorkspaceContextManager } from '@nicomatt69/nikcli';

const workspace = new WorkspaceContextManager();

// Select specific paths to index
await workspace.selectPaths([
  'src/core',
  'src/agents',
  'src/tools',
  'README.md'
]);

// Only selected paths will be indexed
const context = workspace.getContext();
console.log(`Indexed ${context.files.size} files from selected paths`);

// File change detection via hash
const fileHash = generateFileHash(filePath, content);

if (cachedHash !== fileHash) {
  // File changed, re-index
  await analyzeFile(filePath, content);
  updateCache(filePath, fileHash);
} else {
  // File unchanged, use cached analysis
  const cached = getCachedAnalysis(filePath);
}

import { createFileFilter } from '@nicomatt69/nikcli';

const fileFilter = createFileFilter(process.cwd(), {
  // Respect .gitignore
  respectGitignore: true,

  // Size limits
  maxFileSize: 1024 * 1024, // 1MB per file
  maxTotalFiles: 1000,

  // Include/exclude
  includeExtensions: ['.ts', '.js', '.tsx', '.jsx', '.py'],
  excludeExtensions: ['.test.ts', '.spec.ts'],
  excludeDirectories: ['node_modules', 'dist', 'build'],
  excludePatterns: ['**/*.generated.ts', '**/vendor/**'],

  // Custom rules
  customRules: [
    {
      name: 'priority_configs',
      pattern: /\.(json|yaml|yml|toml)$/,
      type: 'include',
      priority: 10,
      reason: 'Important configuration files'
    },
    {
      name: 'skip_tests',
      pattern: /\.(test|spec)\.(ts|js|tsx|jsx)$/,
      type: 'exclude',
      priority: 8,
      reason: 'Test files have lower priority'
    }
  ]
});

// Check if file should be indexed
const result = fileFilter.shouldIncludeFile(filePath, rootPath);
if (result.allowed) {
  await indexFile(filePath);
}

import { TOKEN_LIMITS } from '@nicomatt69/nikcli';

// Configure chunk sizes
const config = {
  // Token-based chunking
  chunkTokens: TOKEN_LIMITS.RAG?.CHUNK_TOKENS ?? 700,
  overlapTokens: TOKEN_LIMITS.RAG?.CHUNK_OVERLAP_TOKENS ?? 80,

  // Code-specific
  codeChunkMinLines: TOKEN_LIMITS.RAG?.CODE_CHUNK_MIN_LINES ?? 80,
  codeChunkMaxLines: TOKEN_LIMITS.RAG?.CODE_CHUNK_MAX_LINES ?? 150,

  // Markdown-specific
  markdownMinSection: TOKEN_LIMITS.RAG?.MARKDOWN_MIN_SECTION ?? 200,
};

unifiedRAGSystem.updateConfig(config);

// Set indexing cost threshold
unifiedRAGSystem.updateConfig({
  costThreshold: 0.10 // Stop if exceeds $0.10
});

// Estimate costs before indexing
const files = await glob('**/*.{ts,js}');
const estimatedCost = await estimateIndexingCost(files, process.cwd());

if (estimatedCost > 0.10) {
  console.warn(`Estimated cost: $${estimatedCost.toFixed(4)}`);
  console.warn('Consider reducing scope or using selective indexing');
}

const workspace = new WorkspaceContextManager();
const stats = workspace.getPerformanceStats();

console.log({
  totalFiles: stats.totalFiles,
  totalDirectories: stats.totalDirectories,

  cacheStats: {
    hits: stats.cacheStats.hits,
    misses: stats.cacheStats.misses,
    hitRate: `${((stats.cacheStats.hits / (stats.cacheStats.hits + stats.cacheStats.misses)) * 100).toFixed(1)}%`
  },

  cacheSize: {
    semanticSearch: stats.cacheSize.semanticSearch,
    fileContent: stats.cacheSize.fileContent,
    embeddings: stats.cacheSize.embeddings,
    analysis: stats.cacheSize.analysis
  },

  ragAvailable: stats.ragAvailable,
  lastUpdated: stats.lastUpdated
});

// Clear all caches
workspace.clearAllCaches();

// Optimize cache (remove old entries)
await workspace.optimizeCache();

// Manual cache cleanup
setInterval(async () => {
  await workspace.optimizeCache();
}, 3600000); // Every hour

// Start watching for changes
workspace.startWatching();

// Files are automatically re-analyzed when changed
// Debounced to 1 second to avoid excessive re-indexing

// Stop watching
workspace.stopWatching();

// Instead of indexing everything:
// await unifiedRAGSystem.analyzeProject(process.cwd());

// Index only source code:
const workspace = new WorkspaceContextManager();
await workspace.selectPaths([
  'src',
  'lib',
  'package.json',
  'tsconfig.json',
  'README.md'
]);

const fileFilter = createFileFilter(process.cwd(), {
  // Include only code files
  includeExtensions: [
    '.ts', '.tsx', '.js', '.jsx', // JavaScript/TypeScript
    '.py',                         // Python
    '.go',                         // Go
    '.rs'                          // Rust
  ],

  // Exclude test files
  excludePatterns: [
    '**/*.test.*',
    '**/*.spec.*',
    '**/__tests__/**',
    '**/__mocks__/**'
  ]
});

// Enable all caching
process.env.CACHE_RAG = 'true';
process.env.CACHE_AI = 'true';

// Embeddings cached for 24 hours
// Analysis cached for 5 minutes
// File hashes cached for 7 days

// Track embedding costs
const analysis = await unifiedRAGSystem.analyzeProject(process.cwd());
console.log(`Indexing cost: $${analysis.embeddingsCost.toFixed(4)}`);

// Use local-only mode if needed
unifiedRAGSystem.updateConfig({
  useVectorDB: false,        // Disable vector DB
  useLocalEmbeddings: true,  // Use simple TF-IDF
  hybridMode: false
});

# Problem: Indexing costs too high
# Solution: Reduce scope and enable local embeddings

# 1. Selective indexing
nikcli --index-paths "src,lib"

# 2. Use local embeddings
export USE_LOCAL_EMBEDDINGS=true

# 3. Set cost limit
export INDEXING_COST_THRESHOLD=0.05

# Problem: Workspace too large
# Solution: Increase limits or use selective indexing

# 1. Increase file limit
export MAX_INDEX_FILES=2000

# 2. Increase file size limit
export MAX_FILE_SIZE_MB=2

# 3. Use selective paths
nikcli --index-paths "src/core,src/agents"

// Problem: Indexing takes too long
// Solution: Optimize batch sizes and use caching

unifiedRAGSystem.updateConfig({
  indexingBatchSize: 500,  // Larger batches
  embedBatchSize: 100,     // Parallel embedding generation
});

// Enable caching
process.env.CACHE_RAG = 'true';