analyze_stamp_patterns
Analyze patterns in Bitcoin Stamps to identify common libraries, frameworks, and coding techniques used across the ecosystem.
Instructions
Analyze patterns across multiple recursive stamps to identify common libraries, frameworks, and coding techniques used in the ecosystem
Input Schema
TableJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| sample_size | No | Number of stamps to analyze for patterns | |
| pattern_types | No | Types of patterns to analyze | |
| complexity_analysis | No | Include complexity analysis for discovered patterns | |
| min_occurrences | No | Minimum number of occurrences to consider a pattern | |
| include_examples | No | Include code examples for each pattern | |
| sort_by | No | How to sort the results | frequency |
Implementation Reference
- src/tools/stamp-analysis.ts:947-1758 (handler)The main handler implementation for the 'analyze_stamp_patterns' tool. This class extends BaseTool and contains the execute() method that performs pattern analysis across multiple stamps, detects coding patterns, calculates statistics, and generates reports.
export class AnalyzeStampPatternsTool extends BaseTool< z.input<typeof AnalyzeStampPatternsParamsSchema>, AnalyzeStampPatternsParams > { public readonly name = 'analyze_stamp_patterns'; public readonly schema = AnalyzeStampPatternsParamsSchema; public readonly description = 'Analyze patterns across multiple recursive stamps to identify common libraries, frameworks, and coding techniques used in the ecosystem'; public readonly inputSchema: MCPTool['inputSchema'] = { type: 'object', properties: { sample_size: { type: 'number', description: 'Number of stamps to analyze for patterns', default: 1000, minimum: 1, maximum: 10000, }, pattern_types: { type: 'array', items: { type: 'string', enum: [ 'frameworks', 'loading_strategies', 'error_handling', 'composition_patterns', 'optimization_techniques', 'all', ], }, description: 'Types of patterns to analyze', default: ['all'], }, complexity_analysis: { type: 'boolean', description: 'Include complexity analysis for discovered patterns', default: true, }, min_occurrences: { type: 'number', description: 'Minimum number of occurrences to consider a pattern', default: 3, minimum: 2, maximum: 100, }, include_examples: { type: 'boolean', description: 'Include code examples for each pattern', default: true, }, sort_by: { type: 'string', enum: ['frequency', 'complexity', 'alphabetical'], description: 'How to sort the results', default: 'frequency', }, }, required: [], }; constructor(apiClient?: StampchainClient) { super(); this.apiClient = apiClient; } private apiClient?: StampchainClient; protected validateInput( input: z.input<typeof AnalyzeStampPatternsParamsSchema> ): AnalyzeStampPatternsParams { return AnalyzeStampPatternsParamsSchema.parse(input); } public async execute( params: AnalyzeStampPatternsParams, context?: ToolContext ): Promise<ToolResponse> { const logger = createLogger('AnalyzeStampPatternsTool'); const startTime = Date.now(); try { logger.info('Starting stamp pattern analysis', { sampleSize: params.sample_size, patternTypes: params.pattern_types, minOccurrences: params.min_occurrences, }); // Initialize API client const apiClient = this.apiClient || new StampchainClient(); // Get sample of stamps to analyze const stamps = await this.getSampleStamps(apiClient, params.sample_size, logger); logger.info(`Retrieved ${stamps.length} stamps for analysis`); // Analyze patterns across the stamps const patternAnalysis = await this.analyzePatterns(stamps, params, logger); // Generate recommendations based on patterns const recommendations = this.generateRecommendations(patternAnalysis.discovered_patterns); // Calculate trending patterns const trendingPatterns = this.calculateTrendingPatterns(patternAnalysis.discovered_patterns); // Build final result const result: StampPatternAnalysisResult = { analysis_metadata: { total_stamps_analyzed: stamps.length, analysis_date: new Date().toISOString(), pattern_types_analyzed: params.pattern_types, min_occurrences_threshold: params.min_occurrences, analysis_duration_ms: Date.now() - startTime, }, discovered_patterns: patternAnalysis.discovered_patterns, pattern_categories: patternAnalysis.pattern_categories, trending_patterns: trendingPatterns, recommendations: recommendations, statistics: patternAnalysis.statistics, }; logger.info('Pattern analysis completed', { patternsFound: result.statistics.total_patterns_found, categoriesAnalyzed: result.pattern_categories.length, duration: result.analysis_metadata.analysis_duration_ms, }); return multiResponse( { type: 'text', text: this.formatPatternAnalysisReport(result) }, { type: 'text', text: JSON.stringify(result, null, 2) } ); } catch (error) { logger.error('Pattern analysis failed', { error: error instanceof Error ? error.message : String(error), }); throw new ToolExecutionError( `Failed to analyze stamp patterns: ${error instanceof Error ? error.message : String(error)}`, 'PATTERN_ANALYSIS_ERROR', { originalError: error } ); } } /** * Get a sample of stamps for pattern analysis */ private async getSampleStamps( apiClient: StampchainClient, sampleSize: number, logger: any ): Promise<any[]> { try { // Get recent stamps with pagination const stamps: any[] = []; let page = 1; const pageSize = Math.min(sampleSize, 100); // Use smaller page size while (stamps.length < sampleSize) { const response = await apiClient.searchStamps({ page, limit: Math.min(pageSize, sampleSize - stamps.length), sort_order: 'DESC', }); if (!response || response.length === 0) { break; } stamps.push(...response); page++; // Avoid infinite loops if (page > 100) { logger.warn('Reached maximum page limit while collecting stamps'); break; } } return stamps.slice(0, sampleSize); } catch (error) { logger.error('Failed to retrieve stamps for analysis', { error: error instanceof Error ? error.message : String(error), }); throw error; } } /** * Analyze patterns across the stamp collection */ private async analyzePatterns( stamps: any[], params: AnalyzeStampPatternsParams, logger: any ): Promise<{ discovered_patterns: PatternUsageStats[]; pattern_categories: Array<{ category: string; pattern_count: number; total_occurrences: number; average_complexity: number; }>; statistics: { total_patterns_found: number; most_common_pattern: string; average_pattern_complexity: number; patterns_by_category: Record<string, number>; }; }> { const patternMap = new Map<string, PatternUsageStats>(); const parser = new RecursiveStampParser(); logger.info('Analyzing patterns across stamps', { totalStamps: stamps.length }); for (const stamp of stamps) { try { // Skip if no stamp content if (!stamp.stamp_base64) { continue; } // Decode and analyze the stamp content const content = Buffer.from(stamp.stamp_base64, 'base64').toString('utf-8'); // Detect patterns in this stamp const detectedPatterns = await this.detectPatternsInStamp(content, stamp, parser, params); // Update pattern statistics for (const pattern of detectedPatterns) { const existing = patternMap.get(pattern.pattern_id); if (existing) { existing.occurrences++; existing.examples.push({ stamp_id: stamp.stamp, cpid: stamp.cpid || `A${stamp.stamp}`, code_snippet: pattern.code_snippet, variation_notes: pattern.variation_notes, }); existing.last_seen = new Date().toISOString(); } else { patternMap.set(pattern.pattern_id, { pattern_id: pattern.pattern_id, pattern_name: pattern.pattern_name, description: pattern.description, category: pattern.category, occurrences: 1, frequency_percentage: 0, // Will calculate later complexity_score: pattern.complexity_score, first_seen: new Date().toISOString(), last_seen: new Date().toISOString(), examples: [ { stamp_id: stamp.stamp, cpid: stamp.cpid || `A${stamp.stamp}`, code_snippet: pattern.code_snippet, variation_notes: pattern.variation_notes, }, ], variations: [], }); } } } catch (error) { logger.warn('Failed to analyze stamp for patterns', { stampId: stamp.stamp, error: error instanceof Error ? error.message : String(error), }); continue; } } // Filter patterns by minimum occurrences const filteredPatterns = Array.from(patternMap.values()).filter( (pattern) => pattern.occurrences >= params.min_occurrences ); // Calculate frequency percentages const totalStamps = stamps.length; filteredPatterns.forEach((pattern) => { pattern.frequency_percentage = (pattern.occurrences / totalStamps) * 100; }); // Sort patterns this.sortPatterns(filteredPatterns, params.sort_by); // Limit examples if requested if (!params.include_examples) { filteredPatterns.forEach((pattern) => { pattern.examples = []; }); } else { // Limit to top 5 examples per pattern filteredPatterns.forEach((pattern) => { pattern.examples = pattern.examples.slice(0, 5); }); } // Calculate category statistics const categoryStats = this.calculateCategoryStats(filteredPatterns); // Calculate overall statistics const statistics = this.calculateOverallStats(filteredPatterns); return { discovered_patterns: filteredPatterns, pattern_categories: categoryStats, statistics, }; } /** * Detect patterns in a single stamp */ private async detectPatternsInStamp( content: string, stamp: any, parser: RecursiveStampParser, params: AnalyzeStampPatternsParams ): Promise< Array<{ pattern_id: string; pattern_name: string; description: string; category: string; complexity_score: number; code_snippet: string; variation_notes?: string; }> > { const patterns: Array<{ pattern_id: string; pattern_name: string; description: string; category: string; complexity_score: number; code_snippet: string; variation_notes?: string; }> = []; const shouldAnalyze = ( category: | 'frameworks' | 'loading_strategies' | 'error_handling' | 'composition_patterns' | 'optimization_techniques' ) => params.pattern_types.includes('all') || params.pattern_types.includes(category); // Framework detection if (shouldAnalyze('frameworks')) { if (content.includes('Append') && content.includes('t.js(') && content.includes('t.html(')) { patterns.push({ pattern_id: 'append_framework', pattern_name: 'Append Framework', description: 'Uses the Append framework for modular stamp composition', category: 'frameworks', complexity_score: 6, code_snippet: this.extractCodeSnippet(content, 'Append'), }); } if (content.includes('React') || content.includes('createElement')) { patterns.push({ pattern_id: 'react_framework', pattern_name: 'React Framework', description: 'Uses React for component-based UI development', category: 'frameworks', complexity_score: 8, code_snippet: this.extractCodeSnippet(content, 'React'), }); } if (content.includes('Vue') || content.includes('createApp')) { patterns.push({ pattern_id: 'vue_framework', pattern_name: 'Vue Framework', description: 'Uses Vue.js for reactive UI development', category: 'frameworks', complexity_score: 7, code_snippet: this.extractCodeSnippet(content, 'Vue'), }); } } // Loading strategy detection if (shouldAnalyze('loading_strategies')) { if (content.includes('/s/') && content.includes('script')) { patterns.push({ pattern_id: 'dynamic_script_loading', pattern_name: 'Dynamic Script Loading', description: 'Dynamically loads JavaScript from other stamps', category: 'loading_strategies', complexity_score: 5, code_snippet: this.extractCodeSnippet(content, '/s/'), }); } if (content.includes('async') && content.includes('await')) { patterns.push({ pattern_id: 'async_loading', pattern_name: 'Asynchronous Loading', description: 'Uses async/await for non-blocking resource loading', category: 'loading_strategies', complexity_score: 4, code_snippet: this.extractCodeSnippet(content, 'async'), }); } if ( content.includes('Promise') && (content.includes('.then(') || content.includes('.catch(')) ) { patterns.push({ pattern_id: 'promise_based_loading', pattern_name: 'Promise-based Loading', description: 'Uses Promises for asynchronous resource management', category: 'loading_strategies', complexity_score: 5, code_snippet: this.extractCodeSnippet(content, 'Promise'), }); } } // Error handling detection if (shouldAnalyze('error_handling')) { if (content.includes('try') && content.includes('catch')) { patterns.push({ pattern_id: 'try_catch_error_handling', pattern_name: 'Try-Catch Error Handling', description: 'Uses try-catch blocks for error management', category: 'error_handling', complexity_score: 3, code_snippet: this.extractCodeSnippet(content, 'try'), }); } if (content.includes('.error(') || content.includes('console.error')) { patterns.push({ pattern_id: 'console_error_logging', pattern_name: 'Console Error Logging', description: 'Logs errors to console for debugging', category: 'error_handling', complexity_score: 2, code_snippet: this.extractCodeSnippet(content, 'error'), }); } if (content.includes('onerror') || content.includes("addEventListener('error'")) { patterns.push({ pattern_id: 'global_error_handling', pattern_name: 'Global Error Handling', description: 'Implements global error handlers', category: 'error_handling', complexity_score: 4, code_snippet: this.extractCodeSnippet(content, 'onerror'), }); } } // Composition patterns if (shouldAnalyze('composition_patterns')) { const cpidMatches = content.match(/A\d{19}/g); if (cpidMatches && cpidMatches.length > 1) { patterns.push({ pattern_id: 'multi_stamp_composition', pattern_name: 'Multi-Stamp Composition', description: 'Composes multiple stamps into a single artwork', category: 'composition_patterns', complexity_score: 7, code_snippet: this.extractCodeSnippet(content, cpidMatches[0]), variation_notes: `References ${cpidMatches.length} other stamps`, }); } if (content.includes('createElement') && content.includes('appendChild')) { patterns.push({ pattern_id: 'dom_manipulation', pattern_name: 'DOM Manipulation', description: 'Dynamically creates and modifies DOM elements', category: 'composition_patterns', complexity_score: 5, code_snippet: this.extractCodeSnippet(content, 'createElement'), }); } if (content.includes('innerHTML') || content.includes('textContent')) { patterns.push({ pattern_id: 'content_injection', pattern_name: 'Content Injection', description: 'Injects content into existing DOM elements', category: 'composition_patterns', complexity_score: 3, code_snippet: this.extractCodeSnippet(content, 'innerHTML'), }); } } // Optimization techniques if (shouldAnalyze('optimization_techniques')) { if (content.includes('requestAnimationFrame')) { patterns.push({ pattern_id: 'animation_frame_optimization', pattern_name: 'Animation Frame Optimization', description: 'Uses requestAnimationFrame for smooth animations', category: 'optimization_techniques', complexity_score: 6, code_snippet: this.extractCodeSnippet(content, 'requestAnimationFrame'), }); } if (content.includes('debounce') || content.includes('throttle')) { patterns.push({ pattern_id: 'performance_throttling', pattern_name: 'Performance Throttling', description: 'Uses debouncing or throttling for performance optimization', category: 'optimization_techniques', complexity_score: 5, code_snippet: this.extractCodeSnippet(content, 'debounce'), }); } if (content.includes('lazy') || content.includes('defer')) { patterns.push({ pattern_id: 'lazy_loading', pattern_name: 'Lazy Loading', description: 'Implements lazy loading for better performance', category: 'optimization_techniques', complexity_score: 4, code_snippet: this.extractCodeSnippet(content, 'lazy'), }); } } return patterns; } /** * Extract a relevant code snippet around a keyword */ private extractCodeSnippet(content: string, keyword: string, maxLength: number = 200): string { const index = content.indexOf(keyword); if (index === -1) return ''; const start = Math.max(0, index - 50); const end = Math.min(content.length, index + maxLength); const snippet = content.substring(start, end); return snippet.trim(); } /** * Sort patterns according to the specified criteria */ private sortPatterns(patterns: PatternUsageStats[], sortBy: string): void { switch (sortBy) { case 'frequency': patterns.sort((a, b) => b.occurrences - a.occurrences); break; case 'complexity': patterns.sort((a, b) => b.complexity_score - a.complexity_score); break; case 'alphabetical': patterns.sort((a, b) => a.pattern_name.localeCompare(b.pattern_name)); break; } } /** * Calculate category statistics */ private calculateCategoryStats(patterns: PatternUsageStats[]): Array<{ category: string; pattern_count: number; total_occurrences: number; average_complexity: number; }> { const categoryMap = new Map< string, { patterns: PatternUsageStats[]; totalOccurrences: number } >(); for (const pattern of patterns) { if (!categoryMap.has(pattern.category)) { categoryMap.set(pattern.category, { patterns: [], totalOccurrences: 0 }); } const categoryData = categoryMap.get(pattern.category)!; categoryData.patterns.push(pattern); categoryData.totalOccurrences += pattern.occurrences; } return Array.from(categoryMap.entries()).map(([category, data]) => ({ category, pattern_count: data.patterns.length, total_occurrences: data.totalOccurrences, average_complexity: data.patterns.reduce((sum, p) => sum + p.complexity_score, 0) / data.patterns.length, })); } /** * Calculate overall statistics */ private calculateOverallStats(patterns: PatternUsageStats[]): { total_patterns_found: number; most_common_pattern: string; average_pattern_complexity: number; patterns_by_category: Record<string, number>; } { const mostCommon = patterns.length > 0 ? patterns[0] : null; const avgComplexity = patterns.length > 0 ? patterns.reduce((sum, p) => sum + p.complexity_score, 0) / patterns.length : 0; const patternsByCategory: Record<string, number> = {}; for (const pattern of patterns) { patternsByCategory[pattern.category] = (patternsByCategory[pattern.category] || 0) + 1; } return { total_patterns_found: patterns.length, most_common_pattern: mostCommon?.pattern_name || 'None', average_pattern_complexity: avgComplexity, patterns_by_category: patternsByCategory, }; } /** * Generate recommendations based on discovered patterns */ private generateRecommendations(patterns: PatternUsageStats[]): Array<{ type: 'beginner_friendly' | 'advanced' | 'performance' | 'security'; pattern_id: string; reason: string; difficulty_level: number; }> { const recommendations: Array<{ type: 'beginner_friendly' | 'advanced' | 'performance' | 'security'; pattern_id: string; reason: string; difficulty_level: number; }> = []; for (const pattern of patterns) { // Beginner-friendly patterns if (pattern.complexity_score <= 3 && pattern.frequency_percentage > 10) { recommendations.push({ type: 'beginner_friendly', pattern_id: pattern.pattern_id, reason: `Common pattern with low complexity (${pattern.complexity_score}/10) used in ${pattern.frequency_percentage.toFixed(1)}% of stamps`, difficulty_level: pattern.complexity_score, }); } // Advanced patterns if (pattern.complexity_score >= 7) { recommendations.push({ type: 'advanced', pattern_id: pattern.pattern_id, reason: `High complexity pattern (${pattern.complexity_score}/10) for experienced developers`, difficulty_level: pattern.complexity_score, }); } // Performance patterns if (pattern.category === 'optimization_techniques') { recommendations.push({ type: 'performance', pattern_id: pattern.pattern_id, reason: 'Optimization technique that can improve stamp performance', difficulty_level: pattern.complexity_score, }); } // Security patterns if (pattern.category === 'error_handling') { recommendations.push({ type: 'security', pattern_id: pattern.pattern_id, reason: 'Error handling pattern that improves stamp reliability and security', difficulty_level: pattern.complexity_score, }); } } return recommendations.slice(0, 10); // Limit to top 10 recommendations } /** * Calculate trending patterns (simplified version) */ private calculateTrendingPatterns(patterns: PatternUsageStats[]): Array<{ pattern_id: string; growth_rate: number; recent_adoptions: number; }> { // For now, return patterns with high frequency as "trending" // In a real implementation, this would analyze timestamps and growth rates return patterns .filter((p) => p.frequency_percentage > 5) .slice(0, 5) .map((pattern) => ({ pattern_id: pattern.pattern_id, growth_rate: pattern.frequency_percentage, // Simplified recent_adoptions: Math.floor(pattern.occurrences * 0.3), // Simplified })); } /** * Format the pattern analysis report for human readability */ private formatPatternAnalysisReport(result: StampPatternAnalysisResult): string { const report = [ '# Recursive Stamp Pattern Analysis Report', '', `**Analysis Date:** ${result.analysis_metadata.analysis_date}`, `**Stamps Analyzed:** ${result.analysis_metadata.total_stamps_analyzed}`, `**Analysis Duration:** ${result.analysis_metadata.analysis_duration_ms}ms`, `**Pattern Types:** ${result.analysis_metadata.pattern_types_analyzed.join(', ')}`, `**Minimum Occurrences:** ${result.analysis_metadata.min_occurrences_threshold}`, '', '## 📊 Summary Statistics', '', `- **Total Patterns Found:** ${result.statistics.total_patterns_found}`, `- **Most Common Pattern:** ${result.statistics.most_common_pattern}`, `- **Average Complexity:** ${result.statistics.average_pattern_complexity.toFixed(1)}/10`, '', '### Patterns by Category:', ...Object.entries(result.statistics.patterns_by_category).map( ([category, count]) => `- **${category}:** ${count} patterns` ), '', '## 🔍 Discovered Patterns', '', ]; // Add top patterns const topPatterns = result.discovered_patterns.slice(0, 10); for (const pattern of topPatterns) { report.push( `### ${pattern.pattern_name}`, `**Category:** ${pattern.category}`, `**Occurrences:** ${pattern.occurrences} (${pattern.frequency_percentage.toFixed(1)}%)`, `**Complexity:** ${pattern.complexity_score}/10`, `**Description:** ${pattern.description}`, '' ); if (pattern.examples.length > 0) { report.push('**Examples:**'); for (const example of pattern.examples.slice(0, 2)) { report.push(`- Stamp ${example.cpid}: \`${example.code_snippet.substring(0, 100)}...\``); } report.push(''); } } // Add category breakdown report.push('## 📈 Category Analysis', ''); for (const category of result.pattern_categories) { report.push( `### ${category.category}`, `- **Patterns:** ${category.pattern_count}`, `- **Total Occurrences:** ${category.total_occurrences}`, `- **Average Complexity:** ${category.average_complexity.toFixed(1)}/10`, '' ); } // Add recommendations if (result.recommendations.length > 0) { report.push('## 💡 Recommendations', ''); const recsByType = result.recommendations.reduce( (acc, rec) => { if (!acc[rec.type]) acc[rec.type] = []; acc[rec.type].push(rec); return acc; }, {} as Record<string, typeof result.recommendations> ); for (const [type, recs] of Object.entries(recsByType)) { report.push(`### ${type.replace('_', ' ').toUpperCase()}`); for (const rec of recs.slice(0, 3)) { const pattern = result.discovered_patterns.find((p) => p.pattern_id === rec.pattern_id); report.push(`- **${pattern?.pattern_name || rec.pattern_id}**: ${rec.reason}`); } report.push(''); } } // Add trending patterns if (result.trending_patterns.length > 0) { report.push('## 🚀 Trending Patterns', ''); for (const trending of result.trending_patterns) { const pattern = result.discovered_patterns.find( (p) => p.pattern_id === trending.pattern_id ); report.push( `- **${pattern?.pattern_name || trending.pattern_id}**: ${trending.growth_rate.toFixed(1)}% adoption, ${trending.recent_adoptions} recent uses` ); } report.push(''); } return report.join('\n'); } } - Zod schema defining the input parameters for the analyze_stamp_patterns tool, including sample_size, pattern_types, complexity_analysis, etc.
export const AnalyzeStampPatternsParamsSchema = z.object({ sample_size: z .number() .min(1) .max(10000) .default(1000) .describe('Number of stamps to analyze for patterns'), pattern_types: z .array( z.enum([ 'frameworks', 'loading_strategies', 'error_handling', 'composition_patterns', 'optimization_techniques', 'all', ]) ) .default(['all']) .describe('Types of patterns to analyze'), complexity_analysis: z .boolean() .default(true) .describe('Include complexity analysis for discovered patterns'), min_occurrences: z .number() .min(2) .max(100) .default(3) .describe('Minimum number of occurrences to consider a pattern'), include_examples: z.boolean().default(true).describe('Include code examples for each pattern'), sort_by: z .enum(['frequency', 'complexity', 'alphabetical']) .default('frequency') .describe('How to sort the results'), }); - src/tools/stamp-analysis.ts:1763-1767 (registration)Registration of the AnalyzeStampPatternsTool class in the stampAnalysisTools object for export.
export const stampAnalysisTools = { analyze_stamp_code: AnalyzeStampCodeTool, get_stamp_dependencies: GetStampDependenciesTool, analyze_stamp_patterns: AnalyzeStampPatternsTool, }; - src/tools/index.ts:47-70 (registration)The tool name 'analyze_stamp_patterns' is listed in getAvailableToolNames() function.
export function getAvailableToolNames(): string[] { return [ // Stamp tools 'get_stamp', 'search_stamps', 'get_recent_stamps', 'get_recent_sales', 'get_market_data', 'get_stamp_market_data', // Collection tools 'get_collection', 'search_collections', // Token tools 'get_token_info', 'search_tokens', // Analysis tools 'analyze_stamp_code', 'get_stamp_dependencies', 'analyze_stamp_patterns', ]; } - src/tools/index.ts:101-101 (registration)The tool is included in toolMetadata.analysis.tools array.
tools: ['analyze_stamp_code', 'get_stamp_dependencies', 'analyze_stamp_patterns'],