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ishayoyo

Excel MCP Server

by ishayoyo

validate_data_consistency

Cross-validate data integrity across related Excel/CSV files by checking referential integrity, data completeness, and value ranges to ensure consistency.

Instructions

Cross-validate data integrity across related files

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
primaryFileYesPath to the primary data file to validate
referenceFilesYesArray of reference file paths for validation
validationRulesNoSpecific validation rules to apply (optional, defaults to all)
keyColumnsNoSpecific columns to validate for referential integrity (optional)
autoDetectRelationshipsNoAutomatically detect column relationships (default: true)
toleranceNoTolerance for numeric validations (default: 0.01)
sheetNoSheet name for Excel files (optional)
reportFormatNoFormat of validation report (default: detailed)

Implementation Reference

  • Core handler function implementing data consistency validation using referential integrity, data completeness, and value range rules. Orchestrates context building, indexing, rule execution, reporting, and recommendations.
    async validateDataConsistency(
      primaryFilePath: string,
      referenceFilePaths: string[],
      options: {
        validationRules?: string[];
        keyColumns?: string[];
        sheet?: string;
        autoDetectRelationships?: boolean;
        tolerance?: number;
      } = {}
    ): Promise<ValidationResult> {
      const startTime = Date.now();
    
      try {
        // Build validation context
        const context = await this.contextBuilder.buildContext(
          primaryFilePath,
          referenceFilePaths,
          options.sheet
        );
    
        // Build performance indexes
        const indexes = await this.indexer.buildIndexes(context);
        context.indexes = indexes;
    
        // Determine which rules to run
        const rulesToRun = options.validationRules || this.config.rules || [
          'referential_integrity',
          'data_completeness',
          'value_ranges'
        ];
    
        // Configure rules based on options
        if (options.keyColumns) {
          const refIntegrityRule = this.rules.get('referential_integrity') as ReferentialIntegrityRule;
          if (refIntegrityRule) {
            // Update rule configuration
            (refIntegrityRule as any).config.keyColumns = options.keyColumns;
            (refIntegrityRule as any).config.autoDetect = false;
          }
        }
    
        // Run validation rules
        const allIssues: ValidationIssue[] = [];
        const validationPromises: Promise<ValidationIssue[]>[] = [];
    
        for (const ruleName of rulesToRun) {
          const rule = this.rules.get(ruleName);
          if (rule) {
            validationPromises.push(rule.validate(context, indexes));
          }
        }
    
        // Execute validations (potentially in parallel)
        const results = await Promise.all(validationPromises);
        results.forEach(issues => allIssues.push(...issues));
    
        // Calculate summary
        const summary = this.calculateSummary(context, allIssues, startTime);
    
        // Generate recommendations
        const recommendations = this.generateRecommendations(allIssues, context);
    
        // Create final result
        const result: ValidationResult = {
          success: allIssues.filter(i => i.severity === 'critical').length === 0,
          summary,
          issues: allIssues,
          recommendations
        };
    
        // Generate report if requested
        if (this.config.reportFormat === 'detailed') {
          result.detailedReport = this.reporter.generateDetailedReport(result);
        } else {
          result.detailedReport = this.reporter.generateSummaryReport(result);
        }
    
        return result;
    
      } catch (error) {
        // Handle validation errors gracefully
        const summary: ValidationSummary = {
          totalFiles: referenceFilePaths.length + 1,
          totalRows: 0,
          totalIssues: 1,
          criticalIssues: 1,
          warningIssues: 0,
          infoIssues: 0,
          filesWithIssues: [primaryFilePath],
          validationTimeMs: Date.now() - startTime
        };
    
        return {
          success: false,
          summary,
          issues: [{
            rule: 'validation_engine',
            severity: 'critical',
            message: `Validation failed: ${error instanceof Error ? error.message : 'Unknown error'}`,
            location: { file: primaryFilePath, row: 1, column: 'N/A' },
            suggestion: 'Check file paths and formats. Ensure all files are accessible and valid.',
            affectedRows: [],
            metadata: { error: error instanceof Error ? error.message : String(error) }
          }],
          recommendations: [
            'Verify all file paths are correct and files exist',
            'Check file formats are supported (.csv, .xlsx, .xls)',
            'Ensure files are not corrupted or locked'
          ]
        };
      }
    }

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