# 🔮 jq + ripgrep Ultimate Filtering System Design ## 🎯 Vision Create the most powerful filtering system for browser automation by combining: - **jq**: Structural JSON querying and transformation - **ripgrep**: High-performance text pattern matching - **Differential Snapshots**: Our revolutionary 99% response reduction **Result**: Triple-layer precision filtering achieving 99.9%+ noise reduction with surgical accuracy. ## 🏗️ Architecture ### **Filtering Pipeline** ``` Original Snapshot (1000+ lines) ↓ [1] Differential Processing (React-style reconciliation) ↓ 99% reduction 20 lines of changes ↓ [2] jq Structural Filtering (JSON querying) ↓ Structural filter 8 matching elements ↓ [3] ripgrep Pattern Matching (text search) ↓ Pattern filter 2 exact matches ↓ Result: Ultra-precise (99.9% total reduction) ``` ### **Integration Layers** #### **Layer 1: jq Structural Query** ```javascript // Filter JSON structure BEFORE text matching jqExpression: '.changes[] | select(.type == "added" and .element.role == "button")' // What happens: // - Parse differential JSON // - Apply jq transformation/filtering // - Output: Only added button elements ``` #### **Layer 2: ripgrep Text Pattern** ```javascript // Apply text patterns to jq results filterPattern: 'submit|send|post' // What happens: // - Take jq-filtered JSON // - Convert to searchable text // - Apply ripgrep pattern matching // - Output: Only buttons matching "submit|send|post" ``` #### **Layer 3: Combined Power** ```javascript browser_configure_snapshots({ differentialSnapshots: true, // Structural filtering with jq jqExpression: '.changes[] | select(.element.role == "button")', // Text pattern matching with ripgrep filterPattern: 'submit.*form', filterFields: ['element.text', 'element.attributes.class'] }) ``` ## 🔧 Implementation Strategy ### **Option 1: Direct Binary Spawn (Recommended)** **Pros:** - Consistent with ripgrep architecture - Full jq 1.8.1 feature support - Maximum performance - No npm dependencies - Complete control **Implementation:** ```typescript // src/filtering/jqEngine.ts export class JqEngine { async query(data: any, expression: string): Promise { // 1. Write JSON to temp file const tempFile = await this.createTempFile(JSON.stringify(data)); // 2. Spawn jq process const jqProcess = spawn('jq', [expression, tempFile]); // 3. Capture output const result = await this.captureOutput(jqProcess); // 4. Cleanup and return await this.cleanup(tempFile); return JSON.parse(result); } } ``` ### **Option 2: node-jq Package** **Pros:** - Well-maintained (v6.3.1) - Promise-based API - Error handling included **Cons:** - External dependency - Slightly less control **Implementation:** ```typescript import jq from 'node-jq'; export class JqEngine { async query(data: any, expression: string): Promise { return await jq.run(expression, data, { input: 'json' }); } } ``` ### **Recommended: Option 1 (Direct Binary)** For consistency with our ripgrep implementation and maximum control. ## 📋 Enhanced Models ### **Extended Filter Parameters** ```typescript export interface JqFilterParams extends UniversalFilterParams { /** jq expression for structural JSON querying */ jq_expression?: string; /** jq options */ jq_options?: { /** Output raw strings (jq -r flag) */ raw_output?: boolean; /** Compact output (jq -c flag) */ compact?: boolean; /** Sort object keys (jq -S flag) */ sort_keys?: boolean; /** Null input (jq -n flag) */ null_input?: boolean; /** Exit status based on output (jq -e flag) */ exit_status?: boolean; }; /** Apply jq before or after ripgrep */ filter_order?: 'jq_first' | 'ripgrep_first' | 'jq_only' | 'ripgrep_only'; } ``` ### **Enhanced Filter Result** ```typescript export interface JqFilterResult extends DifferentialFilterResult { /** jq expression that was applied */ jq_expression_used?: string; /** jq execution metrics */ jq_performance?: { execution_time_ms: number; input_size_bytes: number; output_size_bytes: number; reduction_percent: number; }; /** Combined filtering metrics */ combined_performance: { differential_reduction: number; // 99% jq_reduction: number; // 60% of differential ripgrep_reduction: number; // 75% of jq result total_reduction: number; // 99.9% combined }; } ``` ## 🎪 Usage Scenarios ### **Scenario 1: Structural + Text Filtering** ```javascript // Find only error-related button changes browser_configure_snapshots({ differentialSnapshots: true, jqExpression: '.changes[] | select(.element.role == "button" and .change_type == "added")', filterPattern: 'error|warning|danger', filterFields: ['element.text', 'element.attributes.class'] }) // Result: Only newly added error-related buttons ``` ### **Scenario 2: Console Error Analysis** ```javascript // Complex console filtering browser_configure_snapshots({ differentialSnapshots: true, jqExpression: '.console_activity[] | select(.level == "error" and .timestamp > $startTime)', filterPattern: 'TypeError.*undefined|ReferenceError', filterFields: ['message', 'stack'] }) // Result: Only recent TypeError/ReferenceError messages ``` ### **Scenario 3: Form Validation Tracking** ```javascript // Track validation state changes browser_configure_snapshots({ differentialSnapshots: true, jqExpression: ` .changes[] | select(.element.role == "textbox" or .element.role == "alert") | select(.change_type == "modified" or .change_type == "added") `, filterPattern: 'invalid|required|error|validation', filterOrder: 'jq_first' }) // Result: Only form validation changes ``` ### **Scenario 4: jq Transformations** ```javascript // Extract and transform data browser_configure_snapshots({ differentialSnapshots: true, jqExpression: ` .changes[] | select(.element.role == "link") | { text: .element.text, href: .element.attributes.href, type: .change_type } `, filterOrder: 'jq_only' // No ripgrep, just jq transformation }) // Result: Clean list of link objects with custom structure ``` ### **Scenario 5: Array Operations** ```javascript // Complex array filtering and grouping browser_configure_snapshots({ differentialSnapshots: true, jqExpression: ` [.changes[] | select(.element.role == "button")] | group_by(.element.text) | map({text: .[0].element.text, count: length}) `, filterOrder: 'jq_only' }) // Result: Grouped count of button changes by text ``` ## 🎯 Configuration Schema ```typescript // Enhanced browser_configure_snapshots parameters const configureSnapshotsSchema = z.object({ // Existing parameters... differentialSnapshots: z.boolean().optional(), differentialMode: z.enum(['semantic', 'simple', 'both']).optional(), // jq Integration jqExpression: z.string().optional().describe( 'jq expression for structural JSON querying. Examples: ' + '".changes[] | select(.type == \\"added\\")", ' + '"[.changes[]] | group_by(.element.role)"' ), jqRawOutput: z.boolean().optional().describe('Output raw strings instead of JSON (jq -r)'), jqCompact: z.boolean().optional().describe('Compact JSON output (jq -c)'), jqSortKeys: z.boolean().optional().describe('Sort object keys (jq -S)'), // Combined filtering filterOrder: z.enum(['jq_first', 'ripgrep_first', 'jq_only', 'ripgrep_only']) .optional() .default('jq_first') .describe('Order of filter application'), // Existing ripgrep parameters... filterPattern: z.string().optional(), filterFields: z.array(z.string()).optional(), // ... }); ``` ## 📊 Performance Expectations ### **Triple-Layer Filtering Performance** ```yaml Original Snapshot: 1,247 lines ↓ [Differential: 99% reduction] Differential Changes: 23 lines ↓ [jq: 60% reduction] jq Filtered: 9 elements ↓ [ripgrep: 75% reduction] Final Result: 2-3 elements Total Reduction: 99.8% Total Time: <100ms - Differential: 30ms - jq: 15ms - ripgrep: 10ms - Overhead: 5ms ``` ## 🔒 Safety and Error Handling ### **jq Expression Validation** ```typescript // Validate jq syntax before execution async validateJqExpression(expression: string): Promise { try { // Test with empty object await this.query({}, expression); return true; } catch (error) { throw new Error(`Invalid jq expression: ${error.message}`); } } ``` ### **Fallback Strategy** ```typescript // If jq fails, fall back to ripgrep-only try { result = await applyJqThenRipgrep(data, jqExpr, rgPattern); } catch (jqError) { console.warn('jq filtering failed, falling back to ripgrep-only'); result = await applyRipgrepOnly(data, rgPattern); } ``` ## 🎉 Revolutionary Benefits ### **1. Surgical Precision** - **Before**: Parse 1000+ lines manually - **Differential**: Parse 20 lines of changes - **+ jq**: Parse 8 structured elements - **+ ripgrep**: See 2 exact matches - **Result**: 99.9% noise elimination ### **2. Powerful Transformations** ```javascript // Not just filtering - transformation! jqExpression: ` .changes[] | select(.element.role == "button") | { action: .element.text, target: .element.attributes.href // empty, classes: .element.attributes.class | split(" ") } ` // Result: Clean, transformed data structure ``` ### **3. Complex Conditions** ```javascript // Multi-condition structural queries jqExpression: ` .changes[] | select( (.change_type == "added" or .change_type == "modified") and .element.role == "button" and (.element.attributes.disabled // false) == false ) ` // Result: Only enabled, changed buttons ``` ### **4. Array Operations** ```javascript // Aggregations and grouping jqExpression: ` [.changes[] | select(.element.role == "button")] | length # Count matching elements ` // Or: jqExpression: ` .changes[] | .element.text | unique # Unique button texts ` ``` ## 📝 Implementation Checklist - [ ] Create `src/filtering/jqEngine.ts` with binary spawn implementation - [ ] Extend `src/filtering/models.ts` with jq-specific interfaces - [ ] Update `src/filtering/engine.ts` to orchestrate jq + ripgrep - [ ] Add jq parameters to `src/tools/configure.ts` schema - [ ] Implement filter order logic (jq_first, ripgrep_first, etc.) - [ ] Add jq validation and error handling - [ ] Create comprehensive tests with complex queries - [ ] Document all jq capabilities and examples - [ ] Add performance benchmarks for triple-layer filtering ## 🚀 Next Steps 1. Implement jq engine with direct binary spawn 2. Integrate with existing ripgrep filtering system 3. Add configuration parameters to browser_configure_snapshots 4. Test with complex real-world queries 5. Document and celebrate the most powerful filtering system ever built! --- **This integration will create unprecedented filtering power: structural JSON queries + text pattern matching + differential optimization = 99.9%+ precision with complete flexibility.** 🎯