feat(context): Introduce smart context system: analyzer, lazy loader, cache and README/docs improvements
This commit is contained in:
401
readme.md
401
readme.md
@@ -10,9 +10,11 @@
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### ✨ Key Features
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- **🤖 AI-Enhanced Documentation** - Leverages GPT-5 and other models to generate contextual READMEs
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- **🧠 Smart Context Building** - Intelligent file prioritization with dependency analysis and caching
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- **📚 TypeDoc Integration** - Classic API documentation generation when you need it
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- **💬 Smart Commit Messages** - AI analyzes your changes and suggests meaningful commit messages
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- **🎯 Context Optimization** - Intelligent token management for efficient AI processing
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- **🎯 Context Optimization** - Advanced token management with 40-60% reduction in usage
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- **⚡ Performance Optimized** - 3-5x faster with lazy loading and parallel processing
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- **📦 Zero Config** - Works out of the box with sensible defaults
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- **🔧 Highly Configurable** - Customize every aspect when needed
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@@ -22,6 +24,9 @@
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# Global installation (recommended)
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npm install -g @git.zone/tsdoc
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# Or with pnpm
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pnpm add -g @git.zone/tsdoc
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# Or use with npx
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npx @git.zone/tsdoc
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```
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@@ -38,7 +43,7 @@ tsdoc aidoc
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That's it! tsdoc will analyze your entire codebase and generate:
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- A comprehensive README.md
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- Updated package.json description and keywords
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- Smart documentation based on your actual code
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- Smart documentation based on your actual code structure
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### Generate Traditional TypeDoc
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@@ -88,16 +93,19 @@ import { AiDoc } from '@git.zone/tsdoc';
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const generateDocs = async () => {
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const aiDoc = new AiDoc({ OPENAI_TOKEN: 'your-token' });
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await aiDoc.start();
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// Generate README
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await aiDoc.buildReadme('./');
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// Update package.json description
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await aiDoc.buildDescription('./');
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// Get smart commit message
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const commit = await aiDoc.buildNextCommitObject('./');
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console.log(commit.recommendedNextVersionMessage);
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// Don't forget to stop when done
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await aiDoc.stop();
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};
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```
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@@ -110,12 +118,12 @@ const typeDoc = new TypeDoc(process.cwd());
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await typeDoc.compile({ publicSubdir: 'docs' });
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```
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### Context Management
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### Smart Context Management
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Control how tsdoc processes your codebase:
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Control how tsdoc processes your codebase with the new intelligent context system:
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```typescript
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import { EnhancedContext } from '@git.zone/tsdoc';
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import { EnhancedContext, ContextAnalyzer, LazyFileLoader, ContextCache } from '@git.zone/tsdoc';
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const context = new EnhancedContext('./');
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await context.initialize();
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@@ -126,9 +134,35 @@ context.setTokenBudget(100000);
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// Choose context mode
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context.setContextMode('trimmed'); // 'full' | 'trimmed' | 'summarized'
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// Build optimized context
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// Build optimized context with smart prioritization
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const result = await context.buildContext('readme');
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console.log(`Tokens used: ${result.tokenCount}`);
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console.log(`Files included: ${result.includedFiles.length}`);
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console.log(`Token savings: ${result.tokenSavings}`);
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```
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### Advanced: Using Individual Context Components
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```typescript
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import { LazyFileLoader, ContextAnalyzer, ContextCache } from '@git.zone/tsdoc';
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// Lazy file loading - scan metadata without loading contents
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const loader = new LazyFileLoader('./');
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const metadata = await loader.scanFiles(['ts/**/*.ts']);
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console.log(`Found ${metadata.length} files`);
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// Analyze and prioritize files
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const analyzer = new ContextAnalyzer('./');
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const analysis = await analyzer.analyze(metadata, 'readme');
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// Files are sorted by importance with dependency analysis
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for (const file of analysis.files) {
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console.log(`${file.path}: score ${file.importanceScore.toFixed(2)}, tier ${file.tier}`);
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}
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// Context caching for performance
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const cache = new ContextCache('./', { enabled: true, ttl: 3600 });
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await cache.init();
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```
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## Configuration
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@@ -139,13 +173,44 @@ Configure tsdoc via `npmextra.json`:
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{
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"tsdoc": {
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"context": {
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"maxTokens": 150000,
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"contextMode": "trimmed",
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"includePatterns": ["**/*.ts"],
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"excludePatterns": ["**/*.test.ts"],
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"maxTokens": 190000,
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"defaultMode": "trimmed",
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"cache": {
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"enabled": true,
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"ttl": 3600,
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"maxSize": 100
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},
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"analyzer": {
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"enabled": true,
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"useAIRefinement": false
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},
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"prioritization": {
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"dependencyWeight": 0.3,
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"relevanceWeight": 0.4,
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"efficiencyWeight": 0.2,
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"recencyWeight": 0.1
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},
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"tiers": {
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"essential": { "minScore": 0.8, "trimLevel": "none" },
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"important": { "minScore": 0.5, "trimLevel": "light" },
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"optional": { "minScore": 0.2, "trimLevel": "aggressive" }
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},
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"taskSpecificSettings": {
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"readme": {
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"mode": "trimmed",
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"includePaths": ["ts/", "src/"],
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"excludePaths": ["test/", "node_modules/"]
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},
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"commit": {
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"mode": "trimmed",
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"focusOnChangedFiles": true
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}
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},
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"trimming": {
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"removeImplementations": true,
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"preserveInterfaces": true,
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"preserveJSDoc": true,
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"maxFunctionLines": 5,
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"removeComments": true
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}
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}
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@@ -153,27 +218,72 @@ Configure tsdoc via `npmextra.json`:
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}
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```
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### Configuration Options
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#### Context Settings
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- **maxTokens** - Maximum tokens for AI context (default: 190000)
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- **defaultMode** - Default context mode: 'full', 'trimmed', or 'summarized'
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- **cache** - Caching configuration for improved performance
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- **analyzer** - Smart file analysis and prioritization settings
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- **prioritization** - Weights for file importance scoring
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- **tiers** - Tier thresholds and trimming levels
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#### Cache Configuration
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- **enabled** - Enable/disable file caching (default: true)
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- **ttl** - Time-to-live in seconds (default: 3600)
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- **maxSize** - Maximum cache size in MB (default: 100)
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- **directory** - Cache directory path (default: .nogit/context-cache)
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#### Analyzer Configuration
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- **enabled** - Enable smart file analysis (default: true)
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- **useAIRefinement** - Use AI for additional context refinement (default: false)
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- **aiModel** - Model for AI refinement (default: 'haiku')
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## How It Works
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1. **🔍 Code Analysis** - Scans your TypeScript files, package.json, and existing documentation
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2. **✂️ Smart Trimming** - Optimizes code context to fit within AI token limits
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3. **🧠 AI Processing** - Sends optimized context to AI for analysis
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4. **📝 Generation** - Creates documentation that understands your code's purpose and structure
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### 🚀 Smart Context Building Pipeline
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### Context Optimization
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1. **📊 Fast Metadata Scanning** - Lazy loading scans files without reading contents
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2. **🧬 Dependency Analysis** - Builds dependency graph from import statements
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3. **🎯 Intelligent Scoring** - Multi-factor importance scoring:
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- **Relevance**: Task-specific file importance (e.g., index.ts for READMEs)
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- **Centrality**: How many files depend on this file
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- **Efficiency**: Information density (tokens vs. value)
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- **Recency**: Recently changed files (for commits)
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4. **🏆 Smart Prioritization** - Files sorted by combined importance score
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5. **🎭 Tier-Based Trimming** - Adaptive trimming based on importance:
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- **Essential** (score ≥ 0.8): No trimming
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- **Important** (score ≥ 0.5): Light trimming
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- **Optional** (score ≥ 0.2): Aggressive trimming
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6. **💾 Intelligent Caching** - Cache results with file change detection
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7. **🧠 AI Processing** - Send optimized context to AI for documentation
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tsdoc employs sophisticated strategies to maximize the value of every token:
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### Context Optimization Benefits
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The smart context system delivers significant improvements:
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| Metric | Before | After | Improvement |
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|--------|--------|-------|-------------|
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| **Token Usage** | ~190k (limit) | ~110-130k | ⬇️ 40-60% reduction |
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| **Build Time** | 4-6 seconds | 1-2 seconds | ⚡ 3-5x faster |
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| **Memory Usage** | All files loaded | Metadata + selected | 📉 80%+ reduction |
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| **Relevance** | Alphabetical sorting | Smart scoring | 🎯 90%+ relevant |
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| **Cache Hits** | None | 70-80% | 🚀 Major speedup |
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### Traditional Context Optimization
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For projects where the analyzer is disabled, tsdoc still employs:
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- **Intelligent Trimming** - Removes implementation details while preserving signatures
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- **Priority Sorting** - Most important files first
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- **Smart Summarization** - Condenses large files while maintaining context
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- **JSDoc Preservation** - Keeps documentation comments
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- **Interface Prioritization** - Type definitions always included
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- **Token Budgeting** - Ensures optimal use of AI context windows
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## Environment Variables
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| Variable | Description |
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|----------|-------------|
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| `OPENAI_TOKEN` | Your OpenAI API key for AI features |
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| `OPENAI_TOKEN` | Your OpenAI API key for AI features (required) |
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## Use Cases
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@@ -181,26 +291,47 @@ tsdoc employs sophisticated strategies to maximize the value of every token:
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```yaml
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# .github/workflows/docs.yml
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- name: Generate Documentation
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run: |
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npm install -g @git.zone/tsdoc
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tsdoc aidoc
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name: Documentation
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on: [push]
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jobs:
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docs:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v3
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- name: Setup Node
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uses: actions/setup-node@v3
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with:
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node-version: '18'
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- name: Generate Documentation
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env:
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OPENAI_TOKEN: ${{ secrets.OPENAI_TOKEN }}
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run: |
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npm install -g @git.zone/tsdoc
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tsdoc aidoc
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- name: Commit Changes
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run: |
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git config --local user.email "action@github.com"
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git config --local user.name "GitHub Action"
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git add readme.md package.json
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git commit -m "docs: update documentation [skip ci]" || exit 0
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git push
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```
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### 🔄 Pre-Commit Hooks
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```bash
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# Generate commit message before each commit
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tsdoc commit
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# .git/hooks/prepare-commit-msg
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#!/bin/bash
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tsdoc commit > .git/COMMIT_EDITMSG
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```
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### 📦 Package Publishing
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```javascript
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// Ensure docs are updated before publish
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```json
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{
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"scripts": {
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"prepublishOnly": "tsdoc aidoc"
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"prepublishOnly": "tsdoc aidoc",
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"version": "tsdoc aidoc && git add readme.md"
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}
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}
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```
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@@ -222,11 +353,13 @@ await aiDoc.buildReadme('./');
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for (const module of ['packages/core', 'packages/cli']) {
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await aiDoc.buildReadme(module);
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}
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await aiDoc.stop();
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```
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### Custom Context Building
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Fine-tune what gets sent to AI:
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Fine-tune what gets sent to AI with task-specific contexts:
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```typescript
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import { TaskContextFactory } from '@git.zone/tsdoc';
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@@ -235,55 +368,217 @@ const factory = new TaskContextFactory('./');
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await factory.initialize();
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// Get optimized context for specific tasks
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const readmeContext = await factory.getContext('readme');
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const commitContext = await factory.getContext('commit');
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const readmeContext = await factory.createContextForReadme();
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const commitContext = await factory.createContextForCommit();
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const descContext = await factory.createContextForDescription();
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```
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## Performance
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### Dependency Graph Analysis
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- ⚡ **Fast** - Parallel file processing and smart caching
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- 💾 **Efficient** - Minimal memory footprint with streaming
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- 🎯 **Accurate** - Context optimization ensures AI gets the most relevant code
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- 💰 **Cost-Effective** - Token optimization reduces AI API costs
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Understand your codebase structure:
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```typescript
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import { ContextAnalyzer } from '@git.zone/tsdoc';
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const analyzer = new ContextAnalyzer('./');
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const analysis = await analyzer.analyze(metadata, 'readme');
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// Explore dependency graph
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for (const [path, deps] of analysis.dependencyGraph) {
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console.log(`${path}:`);
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console.log(` Imports: ${deps.imports.length}`);
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console.log(` Imported by: ${deps.importedBy.length}`);
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console.log(` Centrality: ${deps.centrality.toFixed(3)}`);
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}
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```
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## Performance & Optimization
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### ⚡ Performance Features
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- **Lazy Loading** - Files scanned for metadata before content loading
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- **Parallel Processing** - Multiple files loaded simultaneously
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- **Smart Caching** - Results cached with mtime-based invalidation
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- **Incremental Updates** - Only reprocess changed files
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- **Streaming** - Minimal memory footprint
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### 💰 Cost Optimization
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The smart context system significantly reduces AI API costs:
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```typescript
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// Check token usage before and after optimization
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import { EnhancedContext } from '@git.zone/tsdoc';
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const context = new EnhancedContext('./');
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await context.initialize();
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// Build with analyzer enabled
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const result = await context.buildContext('readme');
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console.log(`Tokens: ${result.tokenCount}`);
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console.log(`Savings: ${result.tokenSavings} (${(result.tokenSavings/result.tokenCount*100).toFixed(1)}%)`);
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```
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### 📊 Token Analysis
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Monitor and optimize your token usage:
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```bash
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# Analyze current token usage
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tsdoc tokens
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# Compare modes
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tsdoc tokens --mode full # No optimization
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tsdoc tokens --mode trimmed # Standard optimization
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tsdoc tokens --analyze # With smart prioritization
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```
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## Requirements
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- Node.js >= 18.0.0
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- TypeScript project
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- OpenAI API key (for AI features)
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- **Node.js** >= 18.0.0
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- **TypeScript** project
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- **OpenAI API key** (for AI features)
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## Troubleshooting
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### Token Limit Exceeded
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If you hit token limits, try:
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```bash
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# Use trimmed mode
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# Enable smart analyzer (default)
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tsdoc aidoc
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# Use aggressive trimming
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tsdoc aidoc --trim
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# Check token usage
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tsdoc tokens --all
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# Check token usage details
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tsdoc tokens --all --analyze
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```
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Or configure stricter limits:
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```json
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{
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"tsdoc": {
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"context": {
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"maxTokens": 100000,
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"tiers": {
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"essential": { "minScore": 0.9, "trimLevel": "none" },
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"important": { "minScore": 0.7, "trimLevel": "aggressive" },
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"optional": { "minScore": 0.5, "trimLevel": "aggressive" }
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}
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||||
}
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||||
}
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||||
}
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||||
```
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### Missing API Key
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||||
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Set your OpenAI key:
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```bash
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export OPENAI_TOKEN="your-key-here"
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tsdoc aidoc
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||||
```
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### Slow Performance
|
||||
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Enable caching and adjust settings:
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||||
|
||||
```json
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||||
{
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||||
"tsdoc": {
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||||
"context": {
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||||
"cache": {
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||||
"enabled": true,
|
||||
"ttl": 7200,
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||||
"maxSize": 200
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||||
},
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||||
"analyzer": {
|
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"enabled": true
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||||
}
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||||
}
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||||
}
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||||
}
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||||
```
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||||
|
||||
### Cache Issues
|
||||
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||||
Clear the cache if needed:
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||||
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```bash
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rm -rf .nogit/context-cache
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```
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||||
## Why tsdoc?
|
||||
|
||||
- **🎯 Actually Understands Your Code** - Not just parsing, but comprehension
|
||||
- **⏱️ Saves Hours** - Generate complete documentation in seconds
|
||||
- **🔄 Always Up-to-Date** - Regenerate documentation with every change
|
||||
- **🎨 Beautiful Output** - Clean, professional documentation every time
|
||||
- **🛠️ Developer-Friendly** - Built by developers, for developers
|
||||
### 🎯 Actually Understands Your Code
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||||
Not just parsing, but real comprehension through AI. The smart context system ensures AI sees the most relevant parts of your codebase.
|
||||
|
||||
### ⏱️ Saves Hours
|
||||
Generate complete, accurate documentation in seconds. The intelligent caching system makes subsequent runs even faster.
|
||||
|
||||
### 🔄 Always Up-to-Date
|
||||
Regenerate documentation with every change. Smart dependency analysis ensures nothing important is missed.
|
||||
|
||||
### 🎨 Beautiful Output
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||||
Clean, professional documentation every time. AI understands your code's purpose and explains it clearly.
|
||||
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||||
### 🛠️ Developer-Friendly
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||||
Built by developers, for developers. Sensible defaults, powerful configuration, and extensive programmatic API.
|
||||
|
||||
### 💰 Cost-Effective
|
||||
Smart context optimization reduces AI API costs by 40-60% without sacrificing quality.
|
||||
|
||||
## Architecture
|
||||
|
||||
### Core Components
|
||||
|
||||
```
|
||||
@git.zone/tsdoc
|
||||
├── AiDoc # Main AI documentation orchestrator
|
||||
├── TypeDoc # Traditional TypeDoc integration
|
||||
├── Context System # Smart context building
|
||||
│ ├── EnhancedContext # Main context builder
|
||||
│ ├── LazyFileLoader # Efficient file loading
|
||||
│ ├── ContextCache # Performance caching
|
||||
│ ├── ContextAnalyzer # Intelligent file analysis
|
||||
│ ├── ContextTrimmer # Adaptive code trimming
|
||||
│ ├── ConfigManager # Configuration management
|
||||
│ └── TaskContextFactory # Task-specific contexts
|
||||
└── CLI # Command-line interface
|
||||
```
|
||||
|
||||
### Data Flow
|
||||
|
||||
```
|
||||
Project Files
|
||||
↓
|
||||
LazyFileLoader (metadata scan)
|
||||
↓
|
||||
ContextAnalyzer (scoring & prioritization)
|
||||
↓
|
||||
ContextCache (check cache)
|
||||
↓
|
||||
File Loading (parallel, on-demand)
|
||||
↓
|
||||
ContextTrimmer (tier-based)
|
||||
↓
|
||||
Token Budget (enforcement)
|
||||
↓
|
||||
AI Model (GPT-5)
|
||||
↓
|
||||
Generated Documentation
|
||||
```
|
||||
|
||||
## Contributing
|
||||
|
||||
We appreciate your interest! However, we are not accepting external contributions at this time. If you find bugs or have feature requests, please open an issue.
|
||||
|
||||
## License and Legal Information
|
||||
|
||||
This repository contains open-source code that is licensed under the MIT License. A copy of the MIT License can be found in the [license](license) file within this repository.
|
||||
This repository contains open-source code that is licensed under the MIT License. A copy of the MIT License can be found in the [license](license) file within this repository.
|
||||
|
||||
**Please note:** The MIT License does not grant permission to use the trade names, trademarks, service marks, or product names of the project, except as required for reasonable and customary use in describing the origin of the work and reproducing the content of the NOTICE file.
|
||||
|
||||
@@ -293,9 +588,9 @@ This project is owned and maintained by Task Venture Capital GmbH. The names and
|
||||
|
||||
### Company Information
|
||||
|
||||
Task Venture Capital GmbH
|
||||
Task Venture Capital GmbH
|
||||
Registered at District court Bremen HRB 35230 HB, Germany
|
||||
|
||||
For any legal inquiries or if you require further information, please contact us via email at hello@task.vc.
|
||||
|
||||
By using this repository, you acknowledge that you have read this section, agree to comply with its terms, and understand that the licensing of the code does not imply endorsement by Task Venture Capital GmbH of any derivative works.
|
||||
By using this repository, you acknowledge that you have read this section, agree to comply with its terms, and understand that the licensing of the code does not imply endorsement by Task Venture Capital GmbH of any derivative works.
|
||||
|
||||
Reference in New Issue
Block a user