diff --git a/docs/CHANGELOG.md b/docs/CHANGELOG.md
index 34d6b4b..ead3463 100644
--- a/docs/CHANGELOG.md
+++ b/docs/CHANGELOG.md
@@ -5,6 +5,45 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [2.13.2] - 2025-01-24
+
+### Added
+- **Operation and Resource Validation with Intelligent Suggestions**: New similarity services for n8n node configuration validation
+  - `OperationSimilarityService`: Validates operations and suggests similar alternatives using Levenshtein distance and pattern matching
+  - `ResourceSimilarityService`: Validates resources with automatic plural/singular conversion and typo detection
+  - Provides "Did you mean...?" suggestions when invalid operations or resources are used
+  - Example: `operation: "listFiles"` suggests `"search"` for Google Drive nodes
+  - Example: `resource: "files"` suggests singular `"file"` with 95% confidence
+  - Confidence-based suggestions (minimum 30% threshold) with contextual fix messages
+  - Resource-aware operation filtering ensures suggestions are contextually appropriate
+  - 5-minute cache duration for performance optimization
+  - Integrated into `EnhancedConfigValidator` for seamless validation flow
+
+- **Custom Error Handling**: New `ValidationServiceError` class for better error management
+  - Proper error chaining with cause tracking
+  - Specialized factory methods for common error scenarios
+  - Type-safe error propagation throughout the validation pipeline
+
+### Enhanced
+- **Code Quality and Security Improvements** (based on code review feedback):
+  - Safe JSON parsing with try-catch error boundaries
+  - Type guards for safe property access (`getOperationValue`, `getResourceValue`)
+  - Memory leak prevention with periodic cache cleanup
+  - Performance optimization with early termination for exact matches
+  - Replaced magic numbers with named constants for better maintainability
+  - Comprehensive JSDoc documentation for all public methods
+  - Improved confidence calculation for typos and transpositions
+
+### Fixed
+- **Test Compatibility**: Updated test expectations to correctly handle exact match scenarios
+- **Cache Management**: Fixed cache cleanup to prevent unbounded memory growth
+- **Validation Deduplication**: Enhanced config validator now properly replaces base validator errors with detailed suggestions
+
+### Testing
+- Added comprehensive test coverage for similarity services (37 new tests)
+- All unit tests passing with proper edge case handling
+- Integration confirmed via n8n-mcp-tester agent validation
+
 ## [2.13.1] - 2025-01-24
 
 ### Changed
diff --git a/package.json b/package.json
index 771ce37..88e81d0 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "n8n-mcp",
-  "version": "2.13.1",
+  "version": "2.13.2",
   "description": "Integration between n8n workflow automation and Model Context Protocol (MCP)",
   "main": "dist/index.js",
   "bin": {
diff --git a/package.runtime.json b/package.runtime.json
index e6175c1..fae6d9b 100644
--- a/package.runtime.json
+++ b/package.runtime.json
@@ -1,6 +1,6 @@
 {
   "name": "n8n-mcp-runtime",
-  "version": "2.13.0",
+  "version": "2.13.2",
   "description": "n8n MCP Server Runtime Dependencies Only",
   "private": true,
   "dependencies": {
diff --git a/scripts/test-operation-validation.ts b/scripts/test-operation-validation.ts
new file mode 100644
index 0000000..01832ef
--- /dev/null
+++ b/scripts/test-operation-validation.ts
@@ -0,0 +1,178 @@
+/**
+ * Test script for operation and resource validation with Google Drive example
+ */
+
+import { DatabaseAdapter } from '../src/database/database-adapter';
+import { NodeRepository } from '../src/database/node-repository';
+import { EnhancedConfigValidator } from '../src/services/enhanced-config-validator';
+import { WorkflowValidator } from '../src/services/workflow-validator';
+import { createDatabaseAdapter } from '../src/database/database-adapter';
+import { logger } from '../src/utils/logger';
+import chalk from 'chalk';
+
+async function testOperationValidation() {
+  console.log(chalk.blue('Testing Operation and Resource Validation'));
+  console.log('='.repeat(60));
+
+  // Initialize database
+  const dbPath = process.env.NODE_DB_PATH || 'data/nodes.db';
+  const db = await createDatabaseAdapter(dbPath);
+  const repository = new NodeRepository(db);
+
+  // Initialize similarity services
+  EnhancedConfigValidator.initializeSimilarityServices(repository);
+
+  // Test 1: Invalid operation "listFiles"
+  console.log(chalk.yellow('\n📝 Test 1: Google Drive with invalid operation "listFiles"'));
+  const invalidConfig = {
+    resource: 'fileFolder',
+    operation: 'listFiles'
+  };
+
+  const node = repository.getNode('nodes-base.googleDrive');
+  if (!node) {
+    console.error(chalk.red('Google Drive node not found in database'));
+    process.exit(1);
+  }
+
+  const result1 = EnhancedConfigValidator.validateWithMode(
+    'nodes-base.googleDrive',
+    invalidConfig,
+    node.properties,
+    'operation',
+    'ai-friendly'
+  );
+
+  console.log(`Valid: ${result1.valid ? chalk.green('✓') : chalk.red('✗')}`);
+  if (result1.errors.length > 0) {
+    console.log(chalk.red('Errors:'));
+    result1.errors.forEach(error => {
+      console.log(`  - ${error.property}: ${error.message}`);
+      if (error.fix) {
+        console.log(chalk.cyan(`    Fix: ${error.fix}`));
+      }
+    });
+  }
+
+  // Test 2: Invalid resource "files" (should be singular)
+  console.log(chalk.yellow('\n📝 Test 2: Google Drive with invalid resource "files"'));
+  const pluralResourceConfig = {
+    resource: 'files',
+    operation: 'download'
+  };
+
+  const result2 = EnhancedConfigValidator.validateWithMode(
+    'nodes-base.googleDrive',
+    pluralResourceConfig,
+    node.properties,
+    'operation',
+    'ai-friendly'
+  );
+
+  console.log(`Valid: ${result2.valid ? chalk.green('✓') : chalk.red('✗')}`);
+  if (result2.errors.length > 0) {
+    console.log(chalk.red('Errors:'));
+    result2.errors.forEach(error => {
+      console.log(`  - ${error.property}: ${error.message}`);
+      if (error.fix) {
+        console.log(chalk.cyan(`    Fix: ${error.fix}`));
+      }
+    });
+  }
+
+  // Test 3: Valid configuration
+  console.log(chalk.yellow('\n📝 Test 3: Google Drive with valid configuration'));
+  const validConfig = {
+    resource: 'file',
+    operation: 'download'
+  };
+
+  const result3 = EnhancedConfigValidator.validateWithMode(
+    'nodes-base.googleDrive',
+    validConfig,
+    node.properties,
+    'operation',
+    'ai-friendly'
+  );
+
+  console.log(`Valid: ${result3.valid ? chalk.green('✓') : chalk.red('✗')}`);
+  if (result3.errors.length > 0) {
+    console.log(chalk.red('Errors:'));
+    result3.errors.forEach(error => {
+      console.log(`  - ${error.property}: ${error.message}`);
+    });
+  } else {
+    console.log(chalk.green('No errors - configuration is valid!'));
+  }
+
+  // Test 4: Test in workflow context
+  console.log(chalk.yellow('\n📝 Test 4: Full workflow with invalid Google Drive node'));
+  const workflow = {
+    name: 'Test Workflow',
+    nodes: [
+      {
+        id: '1',
+        name: 'Google Drive',
+        type: 'n8n-nodes-base.googleDrive',
+        position: [100, 100] as [number, number],
+        parameters: {
+          resource: 'fileFolder',
+          operation: 'listFiles' // Invalid operation
+        }
+      }
+    ],
+    connections: {}
+  };
+
+  const validator = new WorkflowValidator(repository, EnhancedConfigValidator);
+  const workflowResult = await validator.validateWorkflow(workflow, {
+    validateNodes: true,
+    profile: 'ai-friendly'
+  });
+
+  console.log(`Workflow Valid: ${workflowResult.valid ? chalk.green('✓') : chalk.red('✗')}`);
+  if (workflowResult.errors.length > 0) {
+    console.log(chalk.red('Errors:'));
+    workflowResult.errors.forEach(error => {
+      console.log(`  - ${error.nodeName || 'Workflow'}: ${error.message}`);
+      if (error.details?.fix) {
+        console.log(chalk.cyan(`    Fix: ${error.details.fix}`));
+      }
+    });
+  }
+
+  // Test 5: Typo in operation
+  console.log(chalk.yellow('\n📝 Test 5: Typo in operation "downlod"'));
+  const typoConfig = {
+    resource: 'file',
+    operation: 'downlod' // Typo
+  };
+
+  const result5 = EnhancedConfigValidator.validateWithMode(
+    'nodes-base.googleDrive',
+    typoConfig,
+    node.properties,
+    'operation',
+    'ai-friendly'
+  );
+
+  console.log(`Valid: ${result5.valid ? chalk.green('✓') : chalk.red('✗')}`);
+  if (result5.errors.length > 0) {
+    console.log(chalk.red('Errors:'));
+    result5.errors.forEach(error => {
+      console.log(`  - ${error.property}: ${error.message}`);
+      if (error.fix) {
+        console.log(chalk.cyan(`    Fix: ${error.fix}`));
+      }
+    });
+  }
+
+  console.log(chalk.green('\n✅ All tests completed!'));
+  db.close();
+}
+
+// Run tests
+testOperationValidation().catch(error => {
+  console.error(chalk.red('Error running tests:'), error);
+  process.exit(1);
+});
\ No newline at end of file
diff --git a/src/database/node-repository.ts b/src/database/node-repository.ts
index 5078fa6..745b827 100644
--- a/src/database/node-repository.ts
+++ b/src/database/node-repository.ts
@@ -248,4 +248,133 @@ export class NodeRepository {
       outputNames: row.output_names ? this.safeJsonParse(row.output_names, null) : null
     };
   }
+
+  /**
+   * Get operations for a specific node, optionally filtered by resource
+   */
+  getNodeOperations(nodeType: string, resource?: string): any[] {
+    const node = this.getNode(nodeType);
+    if (!node) return [];
+
+    const operations: any[] = [];
+
+    // Parse operations field
+    if (node.operations) {
+      if (Array.isArray(node.operations)) {
+        operations.push(...node.operations);
+      } else if (typeof node.operations === 'object') {
+        // Operations might be grouped by resource
+        if (resource && node.operations[resource]) {
+          return node.operations[resource];
+        } else {
+          // Return all operations
+          Object.values(node.operations).forEach(ops => {
+            if (Array.isArray(ops)) {
+              operations.push(...ops);
+            }
+          });
+        }
+      }
+    }
+
+    // Also check properties for operation fields
+    if (node.properties && Array.isArray(node.properties)) {
+      for (const prop of node.properties) {
+        if (prop.name === 'operation' && prop.options) {
+          // If resource is specified, filter by displayOptions
+          if (resource && prop.displayOptions?.show?.resource) {
+            const allowedResources = Array.isArray(prop.displayOptions.show.resource)
+              ? prop.displayOptions.show.resource
+              : [prop.displayOptions.show.resource];
+            if (!allowedResources.includes(resource)) {
+              continue;
+            }
+          }
+
+          // Add operations from this property
+          operations.push(...prop.options);
+        }
+      }
+    }
+
+    return operations;
+  }
+
+  /**
+   * Get all resources defined for a node
+   */
+  getNodeResources(nodeType: string): any[] {
+    const node = this.getNode(nodeType);
+    if (!node || !node.properties) return [];
+
+    const resources: any[] = [];
+
+    // Look for resource property
+    for (const prop of node.properties) {
+      if (prop.name === 'resource' && prop.options) {
+        resources.push(...prop.options);
+      }
+    }
+
+    return resources;
+  }
+
+  /**
+   * Get operations that are valid for a specific resource
+   */
+  getOperationsForResource(nodeType: string, resource: string): any[] {
+    const node = this.getNode(nodeType);
+    if (!node || !node.properties) return [];
+
+    const operations: any[] = [];
+
+    // Find operation properties that are visible for this resource
+    for (const prop of node.properties) {
+      if (prop.name === 'operation' && prop.displayOptions?.show?.resource) {
+        const allowedResources = Array.isArray(prop.displayOptions.show.resource)
+          ? prop.displayOptions.show.resource
+          : [prop.displayOptions.show.resource];
+
+        if (allowedResources.includes(resource) && prop.options) {
+          operations.push(...prop.options);
+        }
+      }
+    }
+
+    return operations;
+  }
+
+  /**
+   * Get all operations across all nodes (for analysis)
+   */
+  getAllOperations(): Map<string, any[]> {
+    const allOperations = new Map<string, any[]>();
+    const nodes = this.getAllNodes();
+
+    for (const node of nodes) {
+      const operations = this.getNodeOperations(node.nodeType);
+      if (operations.length > 0) {
+        allOperations.set(node.nodeType, operations);
+      }
+    }
+
+    return allOperations;
+  }
+
+  /**
+   * Get all resources across all nodes (for analysis)
+   */
+  getAllResources(): Map<string, any[]> {
+    const allResources = new Map<string, any[]>();
+    const nodes = this.getAllNodes();
+
+    for (const node of nodes) {
+      const resources = this.getNodeResources(node.nodeType);
+      if (resources.length > 0) {
+        allResources.set(node.nodeType, resources);
+      }
+    }
+
+    return allResources;
+  }
 }
\ No newline at end of file
diff --git a/src/errors/validation-service-error.ts b/src/errors/validation-service-error.ts
new file mode 100644
index 0000000..8f28b1e
--- /dev/null
+++ b/src/errors/validation-service-error.ts
@@ -0,0 +1,53 @@
+/**
+ * Custom error class for validation service failures
+ */
+export class ValidationServiceError extends Error {
+  constructor(
+    message: string,
+    public readonly nodeType?: string,
+    public readonly property?: string,
+    public readonly cause?: Error
+  ) {
+    super(message);
+    this.name = 'ValidationServiceError';
+
+    // Maintains proper stack trace for where our error was thrown (only available on V8)
+    if (Error.captureStackTrace) {
+      Error.captureStackTrace(this, ValidationServiceError);
+    }
+  }
+
+  /**
+   * Create error for JSON parsing failure
+   */
+  static jsonParseError(nodeType: string, cause: Error): ValidationServiceError {
+    return new ValidationServiceError(
+      `Failed to parse JSON data for node ${nodeType}`,
+      nodeType,
+      undefined,
+      cause
+    );
+  }
+
+  /**
+   * Create error for node not found
+   */
+  static nodeNotFound(nodeType: string): ValidationServiceError {
+    return new ValidationServiceError(
+      `Node type ${nodeType} not found in repository`,
+      nodeType
+    );
+  }
+
+  /**
+   * Create error for critical data extraction failure
+   */
+  static dataExtractionError(nodeType: string, dataType: string, cause?: Error): ValidationServiceError {
+    return new ValidationServiceError(
+      `Failed to extract ${dataType} for node ${nodeType}`,
+      nodeType,
+      dataType,
+      cause
+    );
+  }
+}
\ No newline at end of file
diff --git a/src/mcp/server.ts b/src/mcp/server.ts
index 79dc0d5..a81920d 100644
--- a/src/mcp/server.ts
+++ b/src/mcp/server.ts
@@ -134,6 +134,10 @@ export class N8NDocumentationMCPServer {
       
       this.repository = new NodeRepository(this.db);
       this.templateService = new TemplateService(this.db);
+
+      // Initialize similarity services for enhanced validation
+      EnhancedConfigValidator.initializeSimilarityServices(this.repository);
+
       logger.info(`Initialized database from: ${dbPath}`);
     } catch (error) {
       logger.error('Failed to initialize database:', error);
diff --git a/src/services/enhanced-config-validator.ts b/src/services/enhanced-config-validator.ts
index fb372fe..3503bb2 100644
--- a/src/services/enhanced-config-validator.ts
+++ b/src/services/enhanced-config-validator.ts
@@ -8,6 +8,10 @@
 import { ConfigValidator, ValidationResult, ValidationError, ValidationWarning } from './config-validator';
 import { NodeSpecificValidators, NodeValidationContext } from './node-specific-validators';
 import { FixedCollectionValidator } from '../utils/fixed-collection-validator';
+import { OperationSimilarityService } from './operation-similarity-service';
+import { ResourceSimilarityService } from './resource-similarity-service';
+import { NodeRepository } from '../database/node-repository';
+import { DatabaseAdapter } from '../database/database-adapter';
 
 export type ValidationMode = 'full' | 'operation' | 'minimal';
 export type ValidationProfile = 'strict' | 'runtime' | 'ai-friendly' | 'minimal';
@@ -35,6 +39,18 @@ export interface OperationContext {
 }
 
 export class EnhancedConfigValidator extends ConfigValidator {
+  private static operationSimilarityService: OperationSimilarityService | null = null;
+  private static resourceSimilarityService: ResourceSimilarityService | null = null;
+  private static nodeRepository: NodeRepository | null = null;
+
+  /**
+   * Initialize similarity services (called once at startup)
+   */
+  static initializeSimilarityServices(repository: NodeRepository): void {
+    this.nodeRepository = repository;
+    this.operationSimilarityService = new OperationSimilarityService(repository);
+    this.resourceSimilarityService = new ResourceSimilarityService(repository);
+  }
   /**
    * Validate with operation awareness
    */
@@ -213,7 +229,10 @@ export class EnhancedConfigValidator extends ConfigValidator {
       });
       return;
     }
-    
+
+    // Validate resource and operation using similarity services
+    this.validateResourceAndOperation(nodeType, config, result);
+
     // First, validate fixedCollection properties for known problematic nodes
     this.validateFixedCollectionStructures(nodeType, config, result);
     
@@ -642,4 +661,127 @@ export class EnhancedConfigValidator extends ConfigValidator {
     
     // Add any Filter-node-specific validation here in the future
   }
+
+  /**
+   * Validate resource and operation values using similarity services
+   */
+  private static validateResourceAndOperation(
+    nodeType: string,
+    config: Record<string, any>,
+    result: EnhancedValidationResult
+  ): void {
+    // Skip if similarity services not initialized
+    if (!this.operationSimilarityService || !this.resourceSimilarityService || !this.nodeRepository) {
+      return;
+    }
+
+    // Validate resource field if present
+    if (config.resource !== undefined) {
+      // Remove any existing resource error from base validator to replace with our enhanced version
+      result.errors = result.errors.filter(e => e.property !== 'resource');
+      const validResources = this.nodeRepository.getNodeResources(nodeType);
+      const resourceIsValid = validResources.some(r => {
+        const resourceValue = typeof r === 'string' ? r : r.value;
+        return resourceValue === config.resource;
+      });
+
+      if (!resourceIsValid && config.resource !== '') {
+        // Find similar resources
+        const suggestions = this.resourceSimilarityService.findSimilarResources(
+          nodeType,
+          config.resource,
+          3
+        );
+
+        // Build error message with suggestions
+        let errorMessage = `Invalid resource "${config.resource}" for node ${nodeType}.`;
+        let fix = '';
+
+        if (suggestions.length > 0) {
+          const topSuggestion = suggestions[0];
+          // Always use "Did you mean" for the top suggestion
+          errorMessage += ` Did you mean "${topSuggestion.value}"?`;
+          if (topSuggestion.confidence >= 0.8) {
+            fix = `Change resource to "${topSuggestion.value}". ${topSuggestion.reason}`;
+          } else {
+            // For lower confidence, still show valid resources in the fix
+            fix = `Valid resources: ${validResources.slice(0, 5).map(r => {
+              const val = typeof r === 'string' ? r : r.value;
+              return `"${val}"`;
+            }).join(', ')}${validResources.length > 5 ? '...' : ''}`;
+          }
+        } else {
+          // No similar resources found, list valid ones
+          fix = `Valid resources: ${validResources.slice(0, 5).map(r => {
+            const val = typeof r === 'string' ? r : r.value;
+            return `"${val}"`;
+          }).join(', ')}${validResources.length > 5 ? '...' : ''}`;
+        }
+
+        result.errors.push({
+          type: 'invalid_value',
+          property: 'resource',
+          message: errorMessage,
+          fix
+        });
+      }
+    }
+
+    // Validate operation field if present
+    if (config.operation !== undefined) {
+      // Remove any existing operation error from base validator to replace with our enhanced version
+      result.errors = result.errors.filter(e => e.property !== 'operation');
+      const validOperations = this.nodeRepository.getNodeOperations(nodeType, config.resource);
+      const operationIsValid = validOperations.some(op => {
+        const opValue = op.operation || op.value || op;
+        return opValue === config.operation;
+      });
+
+      if (!operationIsValid && config.operation !== '') {
+        // Find similar operations
+        const suggestions = this.operationSimilarityService.findSimilarOperations(
+          nodeType,
+          config.operation,
+          config.resource,
+          3
+        );
+
+        // Build error message with suggestions
+        let errorMessage = `Invalid operation "${config.operation}" for node ${nodeType}`;
+        if (config.resource) {
+          errorMessage += ` with resource "${config.resource}"`;
+        }
+        errorMessage += '.';
+
+        let fix = '';
+
+        if (suggestions.length > 0) {
+          const topSuggestion = suggestions[0];
+          if (topSuggestion.confidence >= 0.8) {
+            errorMessage += ` Did you mean "${topSuggestion.value}"?`;
+            fix = `Change operation to "${topSuggestion.value}". ${topSuggestion.reason}`;
+          } else {
+            errorMessage += ` Similar operations: ${suggestions.map(s => `"${s.value}"`).join(', ')}`;
+            fix = `Valid operations${config.resource ? ` for resource "${config.resource}"` : ''}: ${validOperations.slice(0, 5).map(op => {
+              const val = op.operation || op.value || op;
+              return `"${val}"`;
+            }).join(', ')}${validOperations.length > 5 ? '...' : ''}`;
+          }
+        } else {
+          // No similar operations found, list valid ones
+          fix = `Valid operations${config.resource ? ` for resource "${config.resource}"` : ''}: ${validOperations.slice(0, 5).map(op => {
+            const val = op.operation || op.value || op;
+            return `"${val}"`;
+          }).join(', ')}${validOperations.length > 5 ? '...' : ''}`;
+        }
+
+        result.errors.push({
+          type: 'invalid_value',
+          property: 'operation',
+          message: errorMessage,
+          fix
+        });
+      }
+    }
+  }
 }
diff --git a/src/services/operation-similarity-service.ts b/src/services/operation-similarity-service.ts
new file mode 100644
index 0000000..8f73cd3
--- /dev/null
+++ b/src/services/operation-similarity-service.ts
@@ -0,0 +1,485 @@
+import { NodeRepository } from '../database/node-repository';
+import { logger } from '../utils/logger';
+import { ValidationServiceError } from '../errors/validation-service-error';
+
+export interface OperationSuggestion {
+  value: string;
+  confidence: number;
+  reason: string;
+  resource?: string;
+  description?: string;
+}
+
+interface OperationPattern {
+  pattern: string;
+  suggestion: string;
+  confidence: number;
+  reason: string;
+}
+
+export class OperationSimilarityService {
+  private static readonly CACHE_DURATION_MS = 5 * 60 * 1000; // 5 minutes
+  private static readonly MIN_CONFIDENCE = 0.3; // 30% minimum confidence to suggest
+  private static readonly MAX_SUGGESTIONS = 5;
+
+  // Confidence thresholds for better code clarity
+  private static readonly CONFIDENCE_THRESHOLDS = {
+    EXACT: 1.0,
+    VERY_HIGH: 0.95,
+    HIGH: 0.8,
+    MEDIUM: 0.6,
+    MIN_SUBSTRING: 0.7
+  } as const;
+
+  private repository: NodeRepository;
+  private operationCache: Map<string, { operations: any[], timestamp: number }> = new Map();
+  private suggestionCache: Map<string, OperationSuggestion[]> = new Map();
+  private commonPatterns: Map<string, OperationPattern[]>;
+
+  constructor(repository: NodeRepository) {
+    this.repository = repository;
+    this.commonPatterns = this.initializeCommonPatterns();
+  }
+
+  /**
+   * Clean up expired cache entries to prevent memory leaks
+   * Should be called periodically or before cache operations
+   */
+  private cleanupExpiredEntries(): void {
+    const now = Date.now();
+
+    // Clean operation cache
+    for (const [key, value] of this.operationCache.entries()) {
+      if (now - value.timestamp >= OperationSimilarityService.CACHE_DURATION_MS) {
+        this.operationCache.delete(key);
+      }
+    }
+
+    // Clean suggestion cache - these don't have timestamps, so clear if cache is too large
+    if (this.suggestionCache.size > 100) {
+      // Keep only the most recent 50 entries
+      const entries = Array.from(this.suggestionCache.entries());
+      this.suggestionCache.clear();
+      entries.slice(-50).forEach(([key, value]) => {
+        this.suggestionCache.set(key, value);
+      });
+    }
+  }
+
+  /**
+   * Initialize common operation mistake patterns
+   */
+  private initializeCommonPatterns(): Map<string, OperationPattern[]> {
+    const patterns = new Map<string, OperationPattern[]>();
+
+    // Google Drive patterns
+    patterns.set('googleDrive', [
+      { pattern: 'listFiles', suggestion: 'search', confidence: 0.85, reason: 'Use "search" with resource: "fileFolder" to list files' },
+      { pattern: 'uploadFile', suggestion: 'upload', confidence: 0.95, reason: 'Use "upload" instead of "uploadFile"' },
+      { pattern: 'deleteFile', suggestion: 'deleteFile', confidence: 1.0, reason: 'Exact match' },
+      { pattern: 'downloadFile', suggestion: 'download', confidence: 0.95, reason: 'Use "download" instead of "downloadFile"' },
+      { pattern: 'getFile', suggestion: 'download', confidence: 0.8, reason: 'Use "download" to retrieve file content' },
+      { pattern: 'listFolders', suggestion: 'search', confidence: 0.85, reason: 'Use "search" with resource: "fileFolder"' },
+    ]);
+
+    // Slack patterns
+    patterns.set('slack', [
+      { pattern: 'sendMessage', suggestion: 'send', confidence: 0.95, reason: 'Use "send" instead of "sendMessage"' },
+      { pattern: 'getMessage', suggestion: 'get', confidence: 0.9, reason: 'Use "get" to retrieve messages' },
+      { pattern: 'postMessage', suggestion: 'send', confidence: 0.9, reason: 'Use "send" to post messages' },
+      { pattern: 'deleteMessage', suggestion: 'delete', confidence: 0.95, reason: 'Use "delete" instead of "deleteMessage"' },
+      { pattern: 'createChannel', suggestion: 'create', confidence: 0.9, reason: 'Use "create" with resource: "channel"' },
+    ]);
+
+    // Database patterns (postgres, mysql, mongodb)
+    patterns.set('database', [
+      { pattern: 'selectData', suggestion: 'select', confidence: 0.95, reason: 'Use "select" instead of "selectData"' },
+      { pattern: 'insertData', suggestion: 'insert', confidence: 0.95, reason: 'Use "insert" instead of "insertData"' },
+      { pattern: 'updateData', suggestion: 'update', confidence: 0.95, reason: 'Use "update" instead of "updateData"' },
+      { pattern: 'deleteData', suggestion: 'delete', confidence: 0.95, reason: 'Use "delete" instead of "deleteData"' },
+      { pattern: 'query', suggestion: 'select', confidence: 0.7, reason: 'Use "select" for queries' },
+      { pattern: 'fetch', suggestion: 'select', confidence: 0.7, reason: 'Use "select" to fetch data' },
+    ]);
+
+    // HTTP patterns
+    patterns.set('httpRequest', [
+      { pattern: 'fetch', suggestion: 'GET', confidence: 0.8, reason: 'Use "GET" method for fetching data' },
+      { pattern: 'send', suggestion: 'POST', confidence: 0.7, reason: 'Use "POST" method for sending data' },
+      { pattern: 'create', suggestion: 'POST', confidence: 0.8, reason: 'Use "POST" method for creating resources' },
+      { pattern: 'update', suggestion: 'PUT', confidence: 0.8, reason: 'Use "PUT" method for updating resources' },
+      { pattern: 'delete', suggestion: 'DELETE', confidence: 0.9, reason: 'Use "DELETE" method' },
+    ]);
+
+    // Generic patterns
+    patterns.set('generic', [
+      { pattern: 'list', suggestion: 'get', confidence: 0.6, reason: 'Consider using "get" or "search"' },
+      { pattern: 'retrieve', suggestion: 'get', confidence: 0.8, reason: 'Use "get" to retrieve data' },
+      { pattern: 'fetch', suggestion: 'get', confidence: 0.8, reason: 'Use "get" to fetch data' },
+      { pattern: 'remove', suggestion: 'delete', confidence: 0.85, reason: 'Use "delete" to remove items' },
+      { pattern: 'add', suggestion: 'create', confidence: 0.7, reason: 'Use "create" to add new items' },
+    ]);
+
+    return patterns;
+  }
+
+  /**
+   * Find similar operations for an invalid operation using Levenshtein distance
+   * and pattern matching algorithms
+   *
+   * @param nodeType - The n8n node type (e.g., 'nodes-base.slack')
+   * @param invalidOperation - The invalid operation provided by the user
+   * @param resource - Optional resource to filter operations
+   * @param maxSuggestions - Maximum number of suggestions to return (default: 5)
+   * @returns Array of operation suggestions sorted by confidence
+   *
+   * @example
+   * findSimilarOperations('nodes-base.googleDrive', 'listFiles', 'fileFolder')
+   * // Returns: [{ value: 'search', confidence: 0.85, reason: 'Use "search" with resource: "fileFolder" to list files' }]
+   */
+  findSimilarOperations(
+    nodeType: string,
+    invalidOperation: string,
+    resource?: string,
+    maxSuggestions: number = OperationSimilarityService.MAX_SUGGESTIONS
+  ): OperationSuggestion[] {
+    // Clean up expired cache entries periodically
+    if (Math.random() < 0.1) { // 10% chance to cleanup on each call
+      this.cleanupExpiredEntries();
+    }
+    // Check cache first
+    const cacheKey = `${nodeType}:${invalidOperation}:${resource || ''}`;
+    if (this.suggestionCache.has(cacheKey)) {
+      return this.suggestionCache.get(cacheKey)!;
+    }
+
+    const suggestions: OperationSuggestion[] = [];
+
+    // Get valid operations for the node
+    const nodeInfo = this.repository.getNode(nodeType);
+    if (!nodeInfo) {
+      return [];
+    }
+
+    const validOperations = this.getNodeOperations(nodeType, resource);
+
+    // Early termination for exact match - no suggestions needed
+    for (const op of validOperations) {
+      const opValue = this.getOperationValue(op);
+      if (opValue.toLowerCase() === invalidOperation.toLowerCase()) {
+        return []; // Valid operation, no suggestions needed
+      }
+    }
+
+    // Check for exact pattern matches first
+    const nodePatterns = this.getNodePatterns(nodeType);
+    for (const pattern of nodePatterns) {
+      if (pattern.pattern.toLowerCase() === invalidOperation.toLowerCase()) {
+        // Type-safe operation value extraction
+        const exists = validOperations.some(op => {
+          const opValue = this.getOperationValue(op);
+          return opValue === pattern.suggestion;
+        });
+        if (exists) {
+          suggestions.push({
+            value: pattern.suggestion,
+            confidence: pattern.confidence,
+            reason: pattern.reason,
+            resource
+          });
+        }
+      }
+    }
+
+    // Calculate similarity for all valid operations
+    for (const op of validOperations) {
+      const opValue = this.getOperationValue(op);
+
+      const similarity = this.calculateSimilarity(invalidOperation, opValue);
+
+      if (similarity >= OperationSimilarityService.MIN_CONFIDENCE) {
+        // Don't add if already suggested by pattern
+        if (!suggestions.some(s => s.value === opValue)) {
+          suggestions.push({
+            value: opValue,
+            confidence: similarity,
+            reason: this.getSimilarityReason(similarity, invalidOperation, opValue),
+            resource: typeof op === 'object' ? op.resource : undefined,
+            description: typeof op === 'object' ? (op.description || op.name) : undefined
+          });
+        }
+      }
+    }
+
+    // Sort by confidence and limit
+    suggestions.sort((a, b) => b.confidence - a.confidence);
+    const topSuggestions = suggestions.slice(0, maxSuggestions);
+
+    // Cache the result
+    this.suggestionCache.set(cacheKey, topSuggestions);
+
+    return topSuggestions;
+  }
+
+  /**
+   * Type-safe extraction of operation value from various formats
+   * @param op - Operation object or string
+   * @returns The operation value as a string
+   */
+  private getOperationValue(op: any): string {
+    if (typeof op === 'string') {
+      return op;
+    }
+    if (typeof op === 'object' && op !== null) {
+      return op.operation || op.value || '';
+    }
+    return '';
+  }
+
+  /**
+   * Type-safe extraction of resource value
+   * @param resource - Resource object or string
+   * @returns The resource value as a string
+   */
+  private getResourceValue(resource: any): string {
+    if (typeof resource === 'string') {
+      return resource;
+    }
+    if (typeof resource === 'object' && resource !== null) {
+      return resource.value || '';
+    }
+    return '';
+  }
+
+  /**
+   * Get operations for a node, handling resource filtering
+   */
+  private getNodeOperations(nodeType: string, resource?: string): any[] {
+    // Cleanup cache periodically
+    if (Math.random() < 0.05) { // 5% chance
+      this.cleanupExpiredEntries();
+    }
+
+    const cacheKey = `${nodeType}:${resource || 'all'}`;
+    const cached = this.operationCache.get(cacheKey);
+
+    if (cached && Date.now() - cached.timestamp < OperationSimilarityService.CACHE_DURATION_MS) {
+      return cached.operations;
+    }
+
+    const nodeInfo = this.repository.getNode(nodeType);
+    if (!nodeInfo) return [];
+
+    let operations: any[] = [];
+
+    // Parse operations from the node with safe JSON parsing
+    try {
+      const opsData = nodeInfo.operations;
+      if (typeof opsData === 'string') {
+        // Safe JSON parsing
+        try {
+          operations = JSON.parse(opsData);
+        } catch (parseError) {
+          logger.error(`JSON parse error for operations in ${nodeType}:`, parseError);
+          throw ValidationServiceError.jsonParseError(nodeType, parseError as Error);
+        }
+      } else if (Array.isArray(opsData)) {
+        operations = opsData;
+      } else if (opsData && typeof opsData === 'object') {
+        operations = Object.values(opsData).flat();
+      }
+    } catch (error) {
+      // Re-throw ValidationServiceError, log and continue for others
+      if (error instanceof ValidationServiceError) {
+        throw error;
+      }
+      logger.warn(`Failed to process operations for ${nodeType}:`, error);
+    }
+
+    // Also check properties for operation fields
+    try {
+      const properties = nodeInfo.properties || [];
+      for (const prop of properties) {
+        if (prop.name === 'operation' && prop.options) {
+          // Filter by resource if specified
+          if (prop.displayOptions?.show?.resource) {
+            const allowedResources = Array.isArray(prop.displayOptions.show.resource)
+              ? prop.displayOptions.show.resource
+              : [prop.displayOptions.show.resource];
+            // Only filter if a specific resource is requested
+            if (resource && !allowedResources.includes(resource)) {
+              continue;
+            }
+            // If no resource specified, include all operations
+          }
+
+          operations.push(...prop.options.map((opt: any) => ({
+            operation: opt.value,
+            name: opt.name,
+            description: opt.description,
+            resource
+          })));
+        }
+      }
+    } catch (error) {
+      logger.warn(`Failed to extract operations from properties for ${nodeType}:`, error);
+    }
+
+    // Cache and return
+    this.operationCache.set(cacheKey, { operations, timestamp: Date.now() });
+    return operations;
+  }
+
+  /**
+   * Get patterns for a specific node type
+   */
+  private getNodePatterns(nodeType: string): OperationPattern[] {
+    const patterns: OperationPattern[] = [];
+
+    // Add node-specific patterns
+    if (nodeType.includes('googleDrive')) {
+      patterns.push(...(this.commonPatterns.get('googleDrive') || []));
+    } else if (nodeType.includes('slack')) {
+      patterns.push(...(this.commonPatterns.get('slack') || []));
+    } else if (nodeType.includes('postgres') || nodeType.includes('mysql') || nodeType.includes('mongodb')) {
+      patterns.push(...(this.commonPatterns.get('database') || []));
+    } else if (nodeType.includes('httpRequest')) {
+      patterns.push(...(this.commonPatterns.get('httpRequest') || []));
+    }
+
+    // Always add generic patterns
+    patterns.push(...(this.commonPatterns.get('generic') || []));
+
+    return patterns;
+  }
+
+  /**
+   * Calculate similarity between two strings using Levenshtein distance
+   */
+  private calculateSimilarity(str1: string, str2: string): number {
+    const s1 = str1.toLowerCase();
+    const s2 = str2.toLowerCase();
+
+    // Exact match
+    if (s1 === s2) return 1.0;
+
+    // One is substring of the other
+    if (s1.includes(s2) || s2.includes(s1)) {
+      const ratio = Math.min(s1.length, s2.length) / Math.max(s1.length, s2.length);
+      return Math.max(OperationSimilarityService.CONFIDENCE_THRESHOLDS.MIN_SUBSTRING, ratio);
+    }
+
+    // Calculate Levenshtein distance
+    const distance = this.levenshteinDistance(s1, s2);
+    const maxLength = Math.max(s1.length, s2.length);
+
+    // Convert distance to similarity (0 to 1)
+    let similarity = 1 - (distance / maxLength);
+
+    // Boost confidence for single character typos and transpositions in short words
+    if (distance === 1 && maxLength <= 5) {
+      similarity = Math.max(similarity, 0.75);
+    } else if (distance === 2 && maxLength <= 5) {
+      // Boost for transpositions
+      similarity = Math.max(similarity, 0.72);
+    }
+
+    // Boost similarity for common patterns
+    if (this.areCommonVariations(s1, s2)) {
+      return Math.min(1.0, similarity + 0.2);
+    }
+
+    return similarity;
+  }
+
+  /**
+   * Calculate Levenshtein distance between two strings
+   */
+  private levenshteinDistance(str1: string, str2: string): number {
+    const m = str1.length;
+    const n = str2.length;
+    const dp: number[][] = Array(m + 1).fill(null).map(() => Array(n + 1).fill(0));
+
+    for (let i = 0; i <= m; i++) dp[i][0] = i;
+    for (let j = 0; j <= n; j++) dp[0][j] = j;
+
+    for (let i = 1; i <= m; i++) {
+      for (let j = 1; j <= n; j++) {
+        if (str1[i - 1] === str2[j - 1]) {
+          dp[i][j] = dp[i - 1][j - 1];
+        } else {
+          dp[i][j] = Math.min(
+            dp[i - 1][j] + 1,    // deletion
+            dp[i][j - 1] + 1,    // insertion
+            dp[i - 1][j - 1] + 1 // substitution
+          );
+        }
+      }
+    }
+
+    return dp[m][n];
+  }
+
+  /**
+   * Check if two strings are common variations
+   */
+  private areCommonVariations(str1: string, str2: string): boolean {
+    // Check for common prefixes/suffixes
+    const commonPrefixes = ['get', 'set', 'create', 'delete', 'update', 'send', 'fetch'];
+    const commonSuffixes = ['data', 'item', 'record', 'message', 'file', 'folder'];
+
+    for (const prefix of commonPrefixes) {
+      if ((str1.startsWith(prefix) && !str2.startsWith(prefix)) ||
+          (!str1.startsWith(prefix) && str2.startsWith(prefix))) {
+        const s1Clean = str1.replace(prefix, '');
+        const s2Clean = str2.replace(prefix, '');
+        if (s1Clean === s2Clean || this.levenshteinDistance(s1Clean, s2Clean) <= 2) {
+          return true;
+        }
+      }
+    }
+
+    for (const suffix of commonSuffixes) {
+      if ((str1.endsWith(suffix) && !str2.endsWith(suffix)) ||
+          (!str1.endsWith(suffix) && str2.endsWith(suffix))) {
+        const s1Clean = str1.replace(suffix, '');
+        const s2Clean = str2.replace(suffix, '');
+        if (s1Clean === s2Clean || this.levenshteinDistance(s1Clean, s2Clean) <= 2) {
+          return true;
+        }
+      }
+    }
+
+    return false;
+  }
+
+  /**
+   * Generate a human-readable reason for the similarity
+   * @param confidence - Similarity confidence score
+   * @param invalid - The invalid operation string
+   * @param valid - The valid operation string
+   * @returns Human-readable explanation of the similarity
+   */
+  private getSimilarityReason(confidence: number, invalid: string, valid: string): string {
+    const { VERY_HIGH, HIGH, MEDIUM } = OperationSimilarityService.CONFIDENCE_THRESHOLDS;
+
+    if (confidence >= VERY_HIGH) {
+      return 'Almost exact match - likely a typo';
+    } else if (confidence >= HIGH) {
+      return 'Very similar - common variation';
+    } else if (confidence >= MEDIUM) {
+      return 'Similar operation';
+    } else if (invalid.includes(valid) || valid.includes(invalid)) {
+      return 'Partial match';
+    } else {
+      return 'Possibly related operation';
+    }
+  }
+
+  /**
+   * Clear caches
+   */
+  clearCache(): void {
+    this.operationCache.clear();
+    this.suggestionCache.clear();
+  }
+}
\ No newline at end of file
diff --git a/src/services/resource-similarity-service.ts b/src/services/resource-similarity-service.ts
new file mode 100644
index 0000000..13c9d7f
--- /dev/null
+++ b/src/services/resource-similarity-service.ts
@@ -0,0 +1,522 @@
+import { NodeRepository } from '../database/node-repository';
+import { logger } from '../utils/logger';
+import { ValidationServiceError } from '../errors/validation-service-error';
+
+export interface ResourceSuggestion {
+  value: string;
+  confidence: number;
+  reason: string;
+  availableOperations?: string[];
+}
+
+interface ResourcePattern {
+  pattern: string;
+  suggestion: string;
+  confidence: number;
+  reason: string;
+}
+
+export class ResourceSimilarityService {
+  private static readonly CACHE_DURATION_MS = 5 * 60 * 1000; // 5 minutes
+  private static readonly MIN_CONFIDENCE = 0.3; // 30% minimum confidence to suggest
+  private static readonly MAX_SUGGESTIONS = 5;
+
+  // Confidence thresholds for better code clarity
+  private static readonly CONFIDENCE_THRESHOLDS = {
+    EXACT: 1.0,
+    VERY_HIGH: 0.95,
+    HIGH: 0.8,
+    MEDIUM: 0.6,
+    MIN_SUBSTRING: 0.7
+  } as const;
+
+  private repository: NodeRepository;
+  private resourceCache: Map<string, { resources: any[], timestamp: number }> = new Map();
+  private suggestionCache: Map<string, ResourceSuggestion[]> = new Map();
+  private commonPatterns: Map<string, ResourcePattern[]>;
+
+  constructor(repository: NodeRepository) {
+    this.repository = repository;
+    this.commonPatterns = this.initializeCommonPatterns();
+  }
+
+  /**
+   * Clean up expired cache entries to prevent memory leaks
+   */
+  private cleanupExpiredEntries(): void {
+    const now = Date.now();
+
+    // Clean resource cache
+    for (const [key, value] of this.resourceCache.entries()) {
+      if (now - value.timestamp >= ResourceSimilarityService.CACHE_DURATION_MS) {
+        this.resourceCache.delete(key);
+      }
+    }
+
+    // Clean suggestion cache - these don't have timestamps, so clear if cache is too large
+    if (this.suggestionCache.size > 100) {
+      // Keep only the most recent 50 entries
+      const entries = Array.from(this.suggestionCache.entries());
+      this.suggestionCache.clear();
+      entries.slice(-50).forEach(([key, value]) => {
+        this.suggestionCache.set(key, value);
+      });
+    }
+  }
+
+  /**
+   * Initialize common resource mistake patterns
+   */
+  private initializeCommonPatterns(): Map<string, ResourcePattern[]> {
+    const patterns = new Map<string, ResourcePattern[]>();
+
+    // Google Drive patterns
+    patterns.set('googleDrive', [
+      { pattern: 'files', suggestion: 'file', confidence: 0.95, reason: 'Use singular "file" not plural' },
+      { pattern: 'folders', suggestion: 'folder', confidence: 0.95, reason: 'Use singular "folder" not plural' },
+      { pattern: 'permissions', suggestion: 'permission', confidence: 0.9, reason: 'Use singular form' },
+      { pattern: 'fileAndFolder', suggestion: 'fileFolder', confidence: 0.9, reason: 'Use "fileFolder" for combined operations' },
+      { pattern: 'driveFiles', suggestion: 'file', confidence: 0.8, reason: 'Use "file" for file operations' },
+      { pattern: 'sharedDrives', suggestion: 'drive', confidence: 0.85, reason: 'Use "drive" for shared drive operations' },
+    ]);
+
+    // Slack patterns
+    patterns.set('slack', [
+      { pattern: 'messages', suggestion: 'message', confidence: 0.95, reason: 'Use singular "message" not plural' },
+      { pattern: 'channels', suggestion: 'channel', confidence: 0.95, reason: 'Use singular "channel" not plural' },
+      { pattern: 'users', suggestion: 'user', confidence: 0.95, reason: 'Use singular "user" not plural' },
+      { pattern: 'msg', suggestion: 'message', confidence: 0.85, reason: 'Use full "message" not abbreviation' },
+      { pattern: 'dm', suggestion: 'message', confidence: 0.7, reason: 'Use "message" for direct messages' },
+      { pattern: 'conversation', suggestion: 'channel', confidence: 0.7, reason: 'Use "channel" for conversations' },
+    ]);
+
+    // Database patterns (postgres, mysql, mongodb)
+    patterns.set('database', [
+      { pattern: 'tables', suggestion: 'table', confidence: 0.95, reason: 'Use singular "table" not plural' },
+      { pattern: 'queries', suggestion: 'query', confidence: 0.95, reason: 'Use singular "query" not plural' },
+      { pattern: 'collections', suggestion: 'collection', confidence: 0.95, reason: 'Use singular "collection" not plural' },
+      { pattern: 'documents', suggestion: 'document', confidence: 0.95, reason: 'Use singular "document" not plural' },
+      { pattern: 'records', suggestion: 'record', confidence: 0.85, reason: 'Use "record" or "document"' },
+      { pattern: 'rows', suggestion: 'row', confidence: 0.9, reason: 'Use singular "row"' },
+    ]);
+
+    // Google Sheets patterns
+    patterns.set('googleSheets', [
+      { pattern: 'sheets', suggestion: 'sheet', confidence: 0.95, reason: 'Use singular "sheet" not plural' },
+      { pattern: 'spreadsheets', suggestion: 'spreadsheet', confidence: 0.95, reason: 'Use singular "spreadsheet"' },
+      { pattern: 'cells', suggestion: 'cell', confidence: 0.9, reason: 'Use singular "cell"' },
+      { pattern: 'ranges', suggestion: 'range', confidence: 0.9, reason: 'Use singular "range"' },
+      { pattern: 'worksheets', suggestion: 'sheet', confidence: 0.8, reason: 'Use "sheet" for worksheet operations' },
+    ]);
+
+    // Email patterns
+    patterns.set('email', [
+      { pattern: 'emails', suggestion: 'email', confidence: 0.95, reason: 'Use singular "email" not plural' },
+      { pattern: 'messages', suggestion: 'message', confidence: 0.9, reason: 'Use "message" for email operations' },
+      { pattern: 'mails', suggestion: 'email', confidence: 0.9, reason: 'Use "email" not "mail"' },
+      { pattern: 'attachments', suggestion: 'attachment', confidence: 0.95, reason: 'Use singular "attachment"' },
+    ]);
+
+    // Generic plural/singular patterns
+    patterns.set('generic', [
+      { pattern: 'items', suggestion: 'item', confidence: 0.9, reason: 'Use singular form' },
+      { pattern: 'objects', suggestion: 'object', confidence: 0.9, reason: 'Use singular form' },
+      { pattern: 'entities', suggestion: 'entity', confidence: 0.9, reason: 'Use singular form' },
+      { pattern: 'resources', suggestion: 'resource', confidence: 0.9, reason: 'Use singular form' },
+      { pattern: 'elements', suggestion: 'element', confidence: 0.9, reason: 'Use singular form' },
+    ]);
+
+    return patterns;
+  }
+
+  /**
+   * Find similar resources for an invalid resource using pattern matching
+   * and Levenshtein distance algorithms
+   *
+   * @param nodeType - The n8n node type (e.g., 'nodes-base.googleDrive')
+   * @param invalidResource - The invalid resource provided by the user
+   * @param maxSuggestions - Maximum number of suggestions to return (default: 5)
+   * @returns Array of resource suggestions sorted by confidence
+   *
+   * @example
+   * findSimilarResources('nodes-base.googleDrive', 'files', 3)
+   * // Returns: [{ value: 'file', confidence: 0.95, reason: 'Use singular "file" not plural' }]
+   */
+  findSimilarResources(
+    nodeType: string,
+    invalidResource: string,
+    maxSuggestions: number = ResourceSimilarityService.MAX_SUGGESTIONS
+  ): ResourceSuggestion[] {
+    // Clean up expired cache entries periodically
+    if (Math.random() < 0.1) { // 10% chance to cleanup on each call
+      this.cleanupExpiredEntries();
+    }
+    // Check cache first
+    const cacheKey = `${nodeType}:${invalidResource}`;
+    if (this.suggestionCache.has(cacheKey)) {
+      return this.suggestionCache.get(cacheKey)!;
+    }
+
+    const suggestions: ResourceSuggestion[] = [];
+
+    // Get valid resources for the node
+    const validResources = this.getNodeResources(nodeType);
+
+    // Early termination for exact match - no suggestions needed
+    for (const resource of validResources) {
+      const resourceValue = this.getResourceValue(resource);
+      if (resourceValue.toLowerCase() === invalidResource.toLowerCase()) {
+        return []; // Valid resource, no suggestions needed
+      }
+    }
+
+    // Check for exact pattern matches first
+    const nodePatterns = this.getNodePatterns(nodeType);
+    for (const pattern of nodePatterns) {
+      if (pattern.pattern.toLowerCase() === invalidResource.toLowerCase()) {
+        // Check if the suggested resource actually exists with type safety
+        const exists = validResources.some(r => {
+          const resourceValue = this.getResourceValue(r);
+          return resourceValue === pattern.suggestion;
+        });
+        if (exists) {
+          suggestions.push({
+            value: pattern.suggestion,
+            confidence: pattern.confidence,
+            reason: pattern.reason
+          });
+        }
+      }
+    }
+
+    // Handle automatic plural/singular conversion
+    const singularForm = this.toSingular(invalidResource);
+    const pluralForm = this.toPlural(invalidResource);
+
+    for (const resource of validResources) {
+      const resourceValue = this.getResourceValue(resource);
+
+      // Check for plural/singular match
+      if (resourceValue === singularForm || resourceValue === pluralForm) {
+        if (!suggestions.some(s => s.value === resourceValue)) {
+          suggestions.push({
+            value: resourceValue,
+            confidence: 0.9,
+            reason: invalidResource.endsWith('s') ?
+              'Use singular form for resources' :
+              'Incorrect plural/singular form',
+            availableOperations: typeof resource === 'object' ? resource.operations : undefined
+          });
+        }
+      }
+
+      // Calculate similarity
+      const similarity = this.calculateSimilarity(invalidResource, resourceValue);
+      if (similarity >= ResourceSimilarityService.MIN_CONFIDENCE) {
+        if (!suggestions.some(s => s.value === resourceValue)) {
+          suggestions.push({
+            value: resourceValue,
+            confidence: similarity,
+            reason: this.getSimilarityReason(similarity, invalidResource, resourceValue),
+            availableOperations: typeof resource === 'object' ? resource.operations : undefined
+          });
+        }
+      }
+    }
+
+    // Sort by confidence and limit
+    suggestions.sort((a, b) => b.confidence - a.confidence);
+    const topSuggestions = suggestions.slice(0, maxSuggestions);
+
+    // Cache the result
+    this.suggestionCache.set(cacheKey, topSuggestions);
+
+    return topSuggestions;
+  }
+
+  /**
+   * Type-safe extraction of resource value from various formats
+   * @param resource - Resource object or string
+   * @returns The resource value as a string
+   */
+  private getResourceValue(resource: any): string {
+    if (typeof resource === 'string') {
+      return resource;
+    }
+    if (typeof resource === 'object' && resource !== null) {
+      return resource.value || '';
+    }
+    return '';
+  }
+
+  /**
+   * Get resources for a node with caching
+   */
+  private getNodeResources(nodeType: string): any[] {
+    // Cleanup cache periodically
+    if (Math.random() < 0.05) { // 5% chance
+      this.cleanupExpiredEntries();
+    }
+
+    const cacheKey = nodeType;
+    const cached = this.resourceCache.get(cacheKey);
+
+    if (cached && Date.now() - cached.timestamp < ResourceSimilarityService.CACHE_DURATION_MS) {
+      return cached.resources;
+    }
+
+    const nodeInfo = this.repository.getNode(nodeType);
+    if (!nodeInfo) return [];
+
+    const resources: any[] = [];
+    const resourceMap: Map<string, string[]> = new Map();
+
+    // Parse properties for resource fields
+    try {
+      const properties = nodeInfo.properties || [];
+      for (const prop of properties) {
+        if (prop.name === 'resource' && prop.options) {
+          for (const option of prop.options) {
+            resources.push({
+              value: option.value,
+              name: option.name,
+              operations: []
+            });
+            resourceMap.set(option.value, []);
+          }
+        }
+
+        // Find operations for each resource
+        if (prop.name === 'operation' && prop.displayOptions?.show?.resource) {
+          const resourceValues = Array.isArray(prop.displayOptions.show.resource)
+            ? prop.displayOptions.show.resource
+            : [prop.displayOptions.show.resource];
+
+          for (const resourceValue of resourceValues) {
+            if (resourceMap.has(resourceValue) && prop.options) {
+              const ops = prop.options.map((op: any) => op.value);
+              resourceMap.get(resourceValue)!.push(...ops);
+            }
+          }
+        }
+      }
+
+      // Update resources with their operations
+      for (const resource of resources) {
+        if (resourceMap.has(resource.value)) {
+          resource.operations = resourceMap.get(resource.value);
+        }
+      }
+
+      // If no explicit resources, check for common patterns
+      if (resources.length === 0) {
+        // Some nodes don't have explicit resource fields
+        const implicitResources = this.extractImplicitResources(properties);
+        resources.push(...implicitResources);
+      }
+    } catch (error) {
+      logger.warn(`Failed to extract resources for ${nodeType}:`, error);
+    }
+
+    // Cache and return
+    this.resourceCache.set(cacheKey, { resources, timestamp: Date.now() });
+    return resources;
+  }
+
+  /**
+   * Extract implicit resources from node properties
+   */
+  private extractImplicitResources(properties: any[]): any[] {
+    const resources: any[] = [];
+
+    // Look for properties that suggest resources
+    for (const prop of properties) {
+      if (prop.name === 'operation' && prop.options) {
+        // If there's no explicit resource field, operations might imply resources
+        const resourceFromOps = this.inferResourceFromOperations(prop.options);
+        if (resourceFromOps) {
+          resources.push({
+            value: resourceFromOps,
+            name: resourceFromOps.charAt(0).toUpperCase() + resourceFromOps.slice(1),
+            operations: prop.options.map((op: any) => op.value)
+          });
+        }
+      }
+    }
+
+    return resources;
+  }
+
+  /**
+   * Infer resource type from operations
+   */
+  private inferResourceFromOperations(operations: any[]): string | null {
+    // Common patterns in operation names that suggest resources
+    const patterns = [
+      { keywords: ['file', 'upload', 'download'], resource: 'file' },
+      { keywords: ['folder', 'directory'], resource: 'folder' },
+      { keywords: ['message', 'send', 'reply'], resource: 'message' },
+      { keywords: ['channel', 'broadcast'], resource: 'channel' },
+      { keywords: ['user', 'member'], resource: 'user' },
+      { keywords: ['table', 'row', 'column'], resource: 'table' },
+      { keywords: ['document', 'doc'], resource: 'document' },
+    ];
+
+    for (const pattern of patterns) {
+      for (const op of operations) {
+        const opName = (op.value || op).toLowerCase();
+        if (pattern.keywords.some(keyword => opName.includes(keyword))) {
+          return pattern.resource;
+        }
+      }
+    }
+
+    return null;
+  }
+
+  /**
+   * Get patterns for a specific node type
+   */
+  private getNodePatterns(nodeType: string): ResourcePattern[] {
+    const patterns: ResourcePattern[] = [];
+
+    // Add node-specific patterns
+    if (nodeType.includes('googleDrive')) {
+      patterns.push(...(this.commonPatterns.get('googleDrive') || []));
+    } else if (nodeType.includes('slack')) {
+      patterns.push(...(this.commonPatterns.get('slack') || []));
+    } else if (nodeType.includes('postgres') || nodeType.includes('mysql') || nodeType.includes('mongodb')) {
+      patterns.push(...(this.commonPatterns.get('database') || []));
+    } else if (nodeType.includes('googleSheets')) {
+      patterns.push(...(this.commonPatterns.get('googleSheets') || []));
+    } else if (nodeType.includes('gmail') || nodeType.includes('email')) {
+      patterns.push(...(this.commonPatterns.get('email') || []));
+    }
+
+    // Always add generic patterns
+    patterns.push(...(this.commonPatterns.get('generic') || []));
+
+    return patterns;
+  }
+
+  /**
+   * Convert to singular form (simple heuristic)
+   */
+  private toSingular(word: string): string {
+    if (word.endsWith('ies')) {
+      return word.slice(0, -3) + 'y';
+    } else if (word.endsWith('es')) {
+      return word.slice(0, -2);
+    } else if (word.endsWith('s') && !word.endsWith('ss')) {
+      return word.slice(0, -1);
+    }
+    return word;
+  }
+
+  /**
+   * Convert to plural form (simple heuristic)
+   */
+  private toPlural(word: string): string {
+    if (word.endsWith('y') && !['ay', 'ey', 'iy', 'oy', 'uy'].includes(word.slice(-2))) {
+      return word.slice(0, -1) + 'ies';
+    } else if (word.endsWith('s') || word.endsWith('x') || word.endsWith('z') ||
+               word.endsWith('ch') || word.endsWith('sh')) {
+      return word + 'es';
+    } else {
+      return word + 's';
+    }
+  }
+
+  /**
+   * Calculate similarity between two strings using Levenshtein distance
+   */
+  private calculateSimilarity(str1: string, str2: string): number {
+    const s1 = str1.toLowerCase();
+    const s2 = str2.toLowerCase();
+
+    // Exact match
+    if (s1 === s2) return 1.0;
+
+    // One is substring of the other
+    if (s1.includes(s2) || s2.includes(s1)) {
+      const ratio = Math.min(s1.length, s2.length) / Math.max(s1.length, s2.length);
+      return Math.max(ResourceSimilarityService.CONFIDENCE_THRESHOLDS.MIN_SUBSTRING, ratio);
+    }
+
+    // Calculate Levenshtein distance
+    const distance = this.levenshteinDistance(s1, s2);
+    const maxLength = Math.max(s1.length, s2.length);
+
+    // Convert distance to similarity
+    let similarity = 1 - (distance / maxLength);
+
+    // Boost confidence for single character typos and transpositions in short words
+    if (distance === 1 && maxLength <= 5) {
+      similarity = Math.max(similarity, 0.75);
+    } else if (distance === 2 && maxLength <= 5) {
+      // Boost for transpositions (e.g., "flie" -> "file")
+      similarity = Math.max(similarity, 0.72);
+    }
+
+    return similarity;
+  }
+
+  /**
+   * Calculate Levenshtein distance between two strings
+   */
+  private levenshteinDistance(str1: string, str2: string): number {
+    const m = str1.length;
+    const n = str2.length;
+    const dp: number[][] = Array(m + 1).fill(null).map(() => Array(n + 1).fill(0));
+
+    for (let i = 0; i <= m; i++) dp[i][0] = i;
+    for (let j = 0; j <= n; j++) dp[0][j] = j;
+
+    for (let i = 1; i <= m; i++) {
+      for (let j = 1; j <= n; j++) {
+        if (str1[i - 1] === str2[j - 1]) {
+          dp[i][j] = dp[i - 1][j - 1];
+        } else {
+          dp[i][j] = Math.min(
+            dp[i - 1][j] + 1,    // deletion
+            dp[i][j - 1] + 1,    // insertion
+            dp[i - 1][j - 1] + 1 // substitution
+          );
+        }
+      }
+    }
+
+    return dp[m][n];
+  }
+
+  /**
+   * Generate a human-readable reason for the similarity
+   * @param confidence - Similarity confidence score
+   * @param invalid - The invalid resource string
+   * @param valid - The valid resource string
+   * @returns Human-readable explanation of the similarity
+   */
+  private getSimilarityReason(confidence: number, invalid: string, valid: string): string {
+    const { VERY_HIGH, HIGH, MEDIUM } = ResourceSimilarityService.CONFIDENCE_THRESHOLDS;
+
+    if (confidence >= VERY_HIGH) {
+      return 'Almost exact match - likely a typo';
+    } else if (confidence >= HIGH) {
+      return 'Very similar - common variation';
+    } else if (confidence >= MEDIUM) {
+      return 'Similar resource name';
+    } else if (invalid.includes(valid) || valid.includes(invalid)) {
+      return 'Partial match';
+    } else {
+      return 'Possibly related resource';
+    }
+  }
+
+  /**
+   * Clear caches
+   */
+  clearCache(): void {
+    this.resourceCache.clear();
+    this.suggestionCache.clear();
+  }
+}
\ No newline at end of file
diff --git a/tests/unit/services/enhanced-config-validator-operations.test.ts b/tests/unit/services/enhanced-config-validator-operations.test.ts
new file mode 100644
index 0000000..3edfa6b
--- /dev/null
+++ b/tests/unit/services/enhanced-config-validator-operations.test.ts
@@ -0,0 +1,421 @@
+/**
+ * Tests for EnhancedConfigValidator operation and resource validation
+ */
+
+import { describe, it, expect, beforeEach, afterEach } from 'vitest';
+import { EnhancedConfigValidator } from '../../../src/services/enhanced-config-validator';
+import { NodeRepository } from '../../../src/database/node-repository';
+import { createTestDatabase } from '../../utils/database-utils';
+
+describe('EnhancedConfigValidator - Operation and Resource Validation', () => {
+  let repository: NodeRepository;
+  let testDb: any;
+
+  beforeEach(async () => {
+    testDb = await createTestDatabase();
+    repository = testDb.nodeRepository;
+
+    // Initialize similarity services
+    EnhancedConfigValidator.initializeSimilarityServices(repository);
+
+    // Add Google Drive test node
+    const googleDriveNode = {
+      nodeType: 'nodes-base.googleDrive',
+      packageName: 'n8n-nodes-base',
+      displayName: 'Google Drive',
+      description: 'Access Google Drive',
+      category: 'transform',
+      style: 'declarative',
+      isAITool: false,
+      isTrigger: false,
+      isWebhook: false,
+      isVersioned: true,
+      version: 1,
+      properties: [
+        {
+          name: 'resource',
+          type: 'options',
+          required: true,
+          options: [
+            { value: 'file', name: 'File' },
+            { value: 'folder', name: 'Folder' },
+            { value: 'fileFolder', name: 'File & Folder' }
+          ]
+        },
+        {
+          name: 'operation',
+          type: 'options',
+          required: true,
+          displayOptions: {
+            show: {
+              resource: ['file']
+            }
+          },
+          options: [
+            { value: 'copy', name: 'Copy' },
+            { value: 'delete', name: 'Delete' },
+            { value: 'download', name: 'Download' },
+            { value: 'list', name: 'List' },
+            { value: 'share', name: 'Share' },
+            { value: 'update', name: 'Update' },
+            { value: 'upload', name: 'Upload' }
+          ]
+        },
+        {
+          name: 'operation',
+          type: 'options',
+          required: true,
+          displayOptions: {
+            show: {
+              resource: ['folder']
+            }
+          },
+          options: [
+            { value: 'create', name: 'Create' },
+            { value: 'delete', name: 'Delete' },
+            { value: 'share', name: 'Share' }
+          ]
+        },
+        {
+          name: 'operation',
+          type: 'options',
+          required: true,
+          displayOptions: {
+            show: {
+              resource: ['fileFolder']
+            }
+          },
+          options: [
+            { value: 'search', name: 'Search' }
+          ]
+        }
+      ],
+      operations: [],
+      credentials: []
+    };
+
+    repository.saveNode(googleDriveNode);
+
+    // Add Slack test node
+    const slackNode = {
+      nodeType: 'nodes-base.slack',
+      packageName: 'n8n-nodes-base',
+      displayName: 'Slack',
+      description: 'Send messages to Slack',
+      category: 'communication',
+      style: 'declarative',
+      isAITool: false,
+      isTrigger: false,
+      isWebhook: false,
+      isVersioned: true,
+      version: 2,
+      properties: [
+        {
+          name: 'resource',
+          type: 'options',
+          required: true,
+          options: [
+            { value: 'channel', name: 'Channel' },
+            { value: 'message', name: 'Message' },
+            { value: 'user', name: 'User' }
+          ]
+        },
+        {
+          name: 'operation',
+          type: 'options',
+          required: true,
+          displayOptions: {
+            show: {
+              resource: ['message']
+            }
+          },
+          options: [
+            { value: 'send', name: 'Send' },
+            { value: 'update', name: 'Update' },
+            { value: 'delete', name: 'Delete' }
+          ]
+        }
+      ],
+      operations: [],
+      credentials: []
+    };
+
+    repository.saveNode(slackNode);
+  });
+
+  afterEach(async () => {
+    // Clean up database
+    if (testDb) {
+      await testDb.cleanup();
+    }
+  });
+
+  describe('Invalid Operations', () => {
+    it('should detect invalid operation "listFiles" for Google Drive', () => {
+      const config = {
+        resource: 'fileFolder',
+        operation: 'listFiles'
+      };
+
+      const node = repository.getNode('nodes-base.googleDrive');
+      const result = EnhancedConfigValidator.validateWithMode(
+        'nodes-base.googleDrive',
+        config,
+        node.properties,
+        'operation',
+        'ai-friendly'
+      );
+
+      expect(result.valid).toBe(false);
+
+      // Should have an error for invalid operation
+      const operationError = result.errors.find(e => e.property === 'operation');
+      expect(operationError).toBeDefined();
+      expect(operationError!.message).toContain('Invalid operation "listFiles"');
+      expect(operationError!.message).toContain('Did you mean');
+      expect(operationError!.fix).toContain('search'); // Should suggest 'search' for fileFolder resource
+    });
+
+    it('should provide suggestions for typos in operations', () => {
+      const config = {
+        resource: 'file',
+        operation: 'downlod' // Typo: missing 'a'
+      };
+
+      const node = repository.getNode('nodes-base.googleDrive');
+      const result = EnhancedConfigValidator.validateWithMode(
+        'nodes-base.googleDrive',
+        config,
+        node.properties,
+        'operation',
+        'ai-friendly'
+      );
+
+      expect(result.valid).toBe(false);
+
+      const operationError = result.errors.find(e => e.property === 'operation');
+      expect(operationError).toBeDefined();
+      expect(operationError!.message).toContain('Did you mean "download"');
+    });
+
+    it('should list valid operations for the resource', () => {
+      const config = {
+        resource: 'folder',
+        operation: 'upload' // Invalid for folder resource
+      };
+
+      const node = repository.getNode('nodes-base.googleDrive');
+      const result = EnhancedConfigValidator.validateWithMode(
+        'nodes-base.googleDrive',
+        config,
+        node.properties,
+        'operation',
+        'ai-friendly'
+      );
+
+      expect(result.valid).toBe(false);
+
+      const operationError = result.errors.find(e => e.property === 'operation');
+      expect(operationError).toBeDefined();
+      expect(operationError!.fix).toContain('Valid operations for resource "folder"');
+      expect(operationError!.fix).toContain('create');
+      expect(operationError!.fix).toContain('delete');
+      expect(operationError!.fix).toContain('share');
+    });
+  });
+
+  describe('Invalid Resources', () => {
+    it('should detect plural resource "files" and suggest singular', () => {
+      const config = {
+        resource: 'files', // Should be 'file'
+        operation: 'list'
+      };
+
+      const node = repository.getNode('nodes-base.googleDrive');
+      const result = EnhancedConfigValidator.validateWithMode(
+        'nodes-base.googleDrive',
+        config,
+        node.properties,
+        'operation',
+        'ai-friendly'
+      );
+
+      expect(result.valid).toBe(false);
+
+      const resourceError = result.errors.find(e => e.property === 'resource');
+      expect(resourceError).toBeDefined();
+      expect(resourceError!.message).toContain('Invalid resource "files"');
+      expect(resourceError!.message).toContain('Did you mean "file"');
+      expect(resourceError!.fix).toContain('Use singular');
+    });
+
+    it('should suggest similar resources for typos', () => {
+      const config = {
+        resource: 'flie', // Typo
+        operation: 'download'
+      };
+
+      const node = repository.getNode('nodes-base.googleDrive');
+      const result = EnhancedConfigValidator.validateWithMode(
+        'nodes-base.googleDrive',
+        config,
+        node.properties,
+        'operation',
+        'ai-friendly'
+      );
+
+      expect(result.valid).toBe(false);
+
+      const resourceError = result.errors.find(e => e.property === 'resource');
+      expect(resourceError).toBeDefined();
+      expect(resourceError!.message).toContain('Did you mean "file"');
+    });
+
+    it('should list valid resources when no match found', () => {
+      const config = {
+        resource: 'document', // Not a valid resource
+        operation: 'create'
+      };
+
+      const node = repository.getNode('nodes-base.googleDrive');
+      const result = EnhancedConfigValidator.validateWithMode(
+        'nodes-base.googleDrive',
+        config,
+        node.properties,
+        'operation',
+        'ai-friendly'
+      );
+
+      expect(result.valid).toBe(false);
+
+      const resourceError = result.errors.find(e => e.property === 'resource');
+      expect(resourceError).toBeDefined();
+      expect(resourceError!.fix).toContain('Valid resources:');
+      expect(resourceError!.fix).toContain('file');
+      expect(resourceError!.fix).toContain('folder');
+    });
+  });
+
+  describe('Combined Resource and Operation Validation', () => {
+    it('should validate both resource and operation together', () => {
+      const config = {
+        resource: 'files', // Invalid: should be singular
+        operation: 'listFiles' // Invalid: should be 'list' or 'search'
+      };
+
+      const node = repository.getNode('nodes-base.googleDrive');
+      const result = EnhancedConfigValidator.validateWithMode(
+        'nodes-base.googleDrive',
+        config,
+        node.properties,
+        'operation',
+        'ai-friendly'
+      );
+
+      expect(result.valid).toBe(false);
+      expect(result.errors.length).toBeGreaterThanOrEqual(2);
+
+      // Should have error for resource
+      const resourceError = result.errors.find(e => e.property === 'resource');
+      expect(resourceError).toBeDefined();
+      expect(resourceError!.message).toContain('files');
+
+      // Should have error for operation
+      const operationError = result.errors.find(e => e.property === 'operation');
+      expect(operationError).toBeDefined();
+      expect(operationError!.message).toContain('listFiles');
+    });
+  });
+
+  describe('Slack Node Validation', () => {
+    it('should suggest "send" instead of "sendMessage"', () => {
+      const config = {
+        resource: 'message',
+        operation: 'sendMessage' // Common mistake
+      };
+
+      const node = repository.getNode('nodes-base.slack');
+      const result = EnhancedConfigValidator.validateWithMode(
+        'nodes-base.slack',
+        config,
+        node.properties,
+        'operation',
+        'ai-friendly'
+      );
+
+      expect(result.valid).toBe(false);
+
+      const operationError = result.errors.find(e => e.property === 'operation');
+      expect(operationError).toBeDefined();
+      expect(operationError!.message).toContain('Did you mean "send"');
+    });
+
+    it('should suggest singular "channel" instead of "channels"', () => {
+      const config = {
+        resource: 'channels', // Should be singular
+        operation: 'create'
+      };
+
+      const node = repository.getNode('nodes-base.slack');
+      const result = EnhancedConfigValidator.validateWithMode(
+        'nodes-base.slack',
+        config,
+        node.properties,
+        'operation',
+        'ai-friendly'
+      );
+
+      expect(result.valid).toBe(false);
+
+      const resourceError = result.errors.find(e => e.property === 'resource');
+      expect(resourceError).toBeDefined();
+      expect(resourceError!.message).toContain('Did you mean "channel"');
+    });
+  });
+
+  describe('Valid Configurations', () => {
+    it('should accept valid Google Drive configuration', () => {
+      const config = {
+        resource: 'file',
+        operation: 'download'
+      };
+
+      const node = repository.getNode('nodes-base.googleDrive');
+      const result = EnhancedConfigValidator.validateWithMode(
+        'nodes-base.googleDrive',
+        config,
+        node.properties,
+        'operation',
+        'ai-friendly'
+      );
+
+      // Should not have errors for resource or operation
+      const resourceError = result.errors.find(e => e.property === 'resource');
+      const operationError = result.errors.find(e => e.property === 'operation');
+      expect(resourceError).toBeUndefined();
+      expect(operationError).toBeUndefined();
+    });
+
+    it('should accept valid Slack configuration', () => {
+      const config = {
+        resource: 'message',
+        operation: 'send'
+      };
+
+      const node = repository.getNode('nodes-base.slack');
+      const result = EnhancedConfigValidator.validateWithMode(
+        'nodes-base.slack',
+        config,
+        node.properties,
+        'operation',
+        'ai-friendly'
+      );
+
+      // Should not have errors for resource or operation
+      const resourceError = result.errors.find(e => e.property === 'resource');
+      const operationError = result.errors.find(e => e.property === 'operation');
+      expect(resourceError).toBeUndefined();
+      expect(operationError).toBeUndefined();
+    });
+  });
+});
\ No newline at end of file
diff --git a/tests/unit/services/operation-similarity-service.test.ts b/tests/unit/services/operation-similarity-service.test.ts
new file mode 100644
index 0000000..3250005
--- /dev/null
+++ b/tests/unit/services/operation-similarity-service.test.ts
@@ -0,0 +1,234 @@
+/**
+ * Tests for OperationSimilarityService
+ */
+
+import { describe, it, expect, beforeEach } from 'vitest';
+import { OperationSimilarityService } from '../../../src/services/operation-similarity-service';
+import { NodeRepository } from '../../../src/database/node-repository';
+import { createTestDatabase } from '../../utils/database-utils';
+
+describe('OperationSimilarityService', () => {
+  let service: OperationSimilarityService;
+  let repository: NodeRepository;
+  let testDb: any;
+
+  beforeEach(async () => {
+    testDb = await createTestDatabase();
+    repository = testDb.nodeRepository;
+    service = new OperationSimilarityService(repository);
+
+    // Add test node with operations
+    const testNode = {
+      nodeType: 'nodes-base.googleDrive',
+      packageName: 'n8n-nodes-base',
+      displayName: 'Google Drive',
+      description: 'Access Google Drive',
+      category: 'transform',
+      style: 'declarative',
+      isAITool: false,
+      isTrigger: false,
+      isWebhook: false,
+      isVersioned: true,
+      version: 1,
+      properties: [
+        {
+          name: 'resource',
+          type: 'options',
+          options: [
+            { value: 'file', name: 'File' },
+            { value: 'folder', name: 'Folder' },
+            { value: 'drive', name: 'Shared Drive' },
+          ]
+        },
+        {
+          name: 'operation',
+          type: 'options',
+          displayOptions: {
+            show: {
+              resource: ['file']
+            }
+          },
+          options: [
+            { value: 'copy', name: 'Copy' },
+            { value: 'delete', name: 'Delete' },
+            { value: 'download', name: 'Download' },
+            { value: 'list', name: 'List' },
+            { value: 'share', name: 'Share' },
+            { value: 'update', name: 'Update' },
+            { value: 'upload', name: 'Upload' }
+          ]
+        },
+        {
+          name: 'operation',
+          type: 'options',
+          displayOptions: {
+            show: {
+              resource: ['folder']
+            }
+          },
+          options: [
+            { value: 'create', name: 'Create' },
+            { value: 'delete', name: 'Delete' },
+            { value: 'share', name: 'Share' }
+          ]
+        }
+      ],
+      operations: [],
+      credentials: []
+    };
+
+    repository.saveNode(testNode);
+  });
+
+  afterEach(async () => {
+    if (testDb) {
+      await testDb.cleanup();
+    }
+  });
+
+  describe('findSimilarOperations', () => {
+    it('should find exact match', () => {
+      const suggestions = service.findSimilarOperations(
+        'nodes-base.googleDrive',
+        'download',
+        'file'
+      );
+
+      expect(suggestions).toHaveLength(0); // No suggestions for valid operation
+    });
+
+    it('should suggest similar operations for typos', () => {
+      const suggestions = service.findSimilarOperations(
+        'nodes-base.googleDrive',
+        'downlod',
+        'file'
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      expect(suggestions[0].value).toBe('download');
+      expect(suggestions[0].confidence).toBeGreaterThan(0.8);
+    });
+
+    it('should handle common mistakes with patterns', () => {
+      const suggestions = service.findSimilarOperations(
+        'nodes-base.googleDrive',
+        'uploadFile',
+        'file'
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      expect(suggestions[0].value).toBe('upload');
+      expect(suggestions[0].reason).toContain('instead of');
+    });
+
+    it('should filter operations by resource', () => {
+      const suggestions = service.findSimilarOperations(
+        'nodes-base.googleDrive',
+        'upload',
+        'folder'
+      );
+
+      // Upload is not valid for folder resource
+      expect(suggestions).toBeDefined();
+      expect(suggestions.find(s => s.value === 'upload')).toBeUndefined();
+    });
+
+    it('should return empty array for node not found', () => {
+      const suggestions = service.findSimilarOperations(
+        'nodes-base.nonexistent',
+        'operation',
+        undefined
+      );
+
+      expect(suggestions).toEqual([]);
+    });
+
+    it('should handle operations without resource filtering', () => {
+      const suggestions = service.findSimilarOperations(
+        'nodes-base.googleDrive',
+        'updat',  // Missing 'e' at the end
+        undefined
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      expect(suggestions[0].value).toBe('update');
+    });
+  });
+
+  describe('similarity calculation', () => {
+    it('should rank exact matches highest', () => {
+      const suggestions = service.findSimilarOperations(
+        'nodes-base.googleDrive',
+        'delete',
+        'file'
+      );
+
+      expect(suggestions).toHaveLength(0); // Exact match, no suggestions needed
+    });
+
+    it('should rank substring matches high', () => {
+      const suggestions = service.findSimilarOperations(
+        'nodes-base.googleDrive',
+        'del',
+        'file'
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      const deleteSuggestion = suggestions.find(s => s.value === 'delete');
+      expect(deleteSuggestion).toBeDefined();
+      expect(deleteSuggestion!.confidence).toBeGreaterThanOrEqual(0.7);
+    });
+
+    it('should detect common variations', () => {
+      const suggestions = service.findSimilarOperations(
+        'nodes-base.googleDrive',
+        'getData',
+        'file'
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      // Should suggest 'download' or similar
+    });
+  });
+
+  describe('caching', () => {
+    it('should cache results for repeated queries', () => {
+      // First call
+      const suggestions1 = service.findSimilarOperations(
+        'nodes-base.googleDrive',
+        'downlod',
+        'file'
+      );
+
+      // Second call with same params
+      const suggestions2 = service.findSimilarOperations(
+        'nodes-base.googleDrive',
+        'downlod',
+        'file'
+      );
+
+      expect(suggestions1).toEqual(suggestions2);
+    });
+
+    it('should clear cache when requested', () => {
+      // Add to cache
+      service.findSimilarOperations(
+        'nodes-base.googleDrive',
+        'test',
+        'file'
+      );
+
+      // Clear cache
+      service.clearCache();
+
+      // This would fetch fresh data (behavior is the same, just uncached)
+      const suggestions = service.findSimilarOperations(
+        'nodes-base.googleDrive',
+        'test',
+        'file'
+      );
+
+      expect(suggestions).toBeDefined();
+    });
+  });
+});
\ No newline at end of file
diff --git a/tests/unit/services/resource-similarity-service.test.ts b/tests/unit/services/resource-similarity-service.test.ts
new file mode 100644
index 0000000..293e172
--- /dev/null
+++ b/tests/unit/services/resource-similarity-service.test.ts
@@ -0,0 +1,288 @@
+/**
+ * Tests for ResourceSimilarityService
+ */
+
+import { describe, it, expect, beforeEach } from 'vitest';
+import { ResourceSimilarityService } from '../../../src/services/resource-similarity-service';
+import { NodeRepository } from '../../../src/database/node-repository';
+import { createTestDatabase } from '../../utils/database-utils';
+
+describe('ResourceSimilarityService', () => {
+  let service: ResourceSimilarityService;
+  let repository: NodeRepository;
+  let testDb: any;
+
+  beforeEach(async () => {
+    testDb = await createTestDatabase();
+    repository = testDb.nodeRepository;
+    service = new ResourceSimilarityService(repository);
+
+    // Add test node with resources
+    const testNode = {
+      nodeType: 'nodes-base.googleDrive',
+      packageName: 'n8n-nodes-base',
+      displayName: 'Google Drive',
+      description: 'Access Google Drive',
+      category: 'transform',
+      style: 'declarative',
+      isAITool: false,
+      isTrigger: false,
+      isWebhook: false,
+      isVersioned: true,
+      version: 1,
+      properties: [
+        {
+          name: 'resource',
+          type: 'options',
+          options: [
+            { value: 'file', name: 'File' },
+            { value: 'folder', name: 'Folder' },
+            { value: 'drive', name: 'Shared Drive' },
+            { value: 'fileFolder', name: 'File & Folder' }
+          ]
+        }
+      ],
+      operations: [],
+      credentials: []
+    };
+
+    repository.saveNode(testNode);
+
+    // Add Slack node for testing different patterns
+    const slackNode = {
+      nodeType: 'nodes-base.slack',
+      packageName: 'n8n-nodes-base',
+      displayName: 'Slack',
+      description: 'Send messages to Slack',
+      category: 'communication',
+      style: 'declarative',
+      isAITool: false,
+      isTrigger: false,
+      isWebhook: false,
+      isVersioned: true,
+      version: 2,
+      properties: [
+        {
+          name: 'resource',
+          type: 'options',
+          options: [
+            { value: 'channel', name: 'Channel' },
+            { value: 'message', name: 'Message' },
+            { value: 'user', name: 'User' },
+            { value: 'file', name: 'File' },
+            { value: 'star', name: 'Star' }
+          ]
+        }
+      ],
+      operations: [],
+      credentials: []
+    };
+
+    repository.saveNode(slackNode);
+  });
+
+  afterEach(async () => {
+    if (testDb) {
+      await testDb.cleanup();
+    }
+  });
+
+  describe('findSimilarResources', () => {
+    it('should find exact match', () => {
+      const suggestions = service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'file',
+        5
+      );
+
+      expect(suggestions).toHaveLength(0); // No suggestions for valid resource
+    });
+
+    it('should suggest singular form for plural input', () => {
+      const suggestions = service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'files',
+        5
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      expect(suggestions[0].value).toBe('file');
+      expect(suggestions[0].confidence).toBeGreaterThanOrEqual(0.9);
+      expect(suggestions[0].reason).toContain('singular');
+    });
+
+    it('should suggest singular form for folders', () => {
+      const suggestions = service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'folders',
+        5
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      expect(suggestions[0].value).toBe('folder');
+      expect(suggestions[0].confidence).toBeGreaterThanOrEqual(0.9);
+    });
+
+    it('should handle typos with Levenshtein distance', () => {
+      const suggestions = service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'flie',
+        5
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      expect(suggestions[0].value).toBe('file');
+      expect(suggestions[0].confidence).toBeGreaterThan(0.7);
+    });
+
+    it('should handle combined resources', () => {
+      const suggestions = service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'fileAndFolder',
+        5
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      // Should suggest 'fileFolder' (the actual combined resource)
+      const fileFolderSuggestion = suggestions.find(s => s.value === 'fileFolder');
+      expect(fileFolderSuggestion).toBeDefined();
+    });
+
+    it('should return empty array for node not found', () => {
+      const suggestions = service.findSimilarResources(
+        'nodes-base.nonexistent',
+        'resource',
+        5
+      );
+
+      expect(suggestions).toEqual([]);
+    });
+  });
+
+  describe('plural/singular detection', () => {
+    it('should handle regular plurals (s)', () => {
+      const suggestions = service.findSimilarResources(
+        'nodes-base.slack',
+        'channels',
+        5
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      expect(suggestions[0].value).toBe('channel');
+    });
+
+    it('should handle plural ending in es', () => {
+      const suggestions = service.findSimilarResources(
+        'nodes-base.slack',
+        'messages',
+        5
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      expect(suggestions[0].value).toBe('message');
+    });
+
+    it('should handle plural ending in ies', () => {
+      // Test with a hypothetical 'entities' -> 'entity' conversion
+      const suggestions = service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'entities',
+        5
+      );
+
+      // Should not crash and provide some suggestions
+      expect(suggestions).toBeDefined();
+    });
+  });
+
+  describe('node-specific patterns', () => {
+    it('should apply Google Drive specific patterns', () => {
+      const suggestions = service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'sharedDrives',
+        5
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      const driveSuggestion = suggestions.find(s => s.value === 'drive');
+      expect(driveSuggestion).toBeDefined();
+    });
+
+    it('should apply Slack specific patterns', () => {
+      const suggestions = service.findSimilarResources(
+        'nodes-base.slack',
+        'users',
+        5
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      expect(suggestions[0].value).toBe('user');
+    });
+  });
+
+  describe('similarity calculation', () => {
+    it('should rank exact matches highest', () => {
+      const suggestions = service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'file',
+        5
+      );
+
+      expect(suggestions).toHaveLength(0); // Exact match, no suggestions
+    });
+
+    it('should rank substring matches high', () => {
+      const suggestions = service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'fil',
+        5
+      );
+
+      expect(suggestions.length).toBeGreaterThan(0);
+      const fileSuggestion = suggestions.find(s => s.value === 'file');
+      expect(fileSuggestion).toBeDefined();
+      expect(fileSuggestion!.confidence).toBeGreaterThanOrEqual(0.7);
+    });
+  });
+
+  describe('caching', () => {
+    it('should cache results for repeated queries', () => {
+      // First call
+      const suggestions1 = service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'files',
+        5
+      );
+
+      // Second call with same params
+      const suggestions2 = service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'files',
+        5
+      );
+
+      expect(suggestions1).toEqual(suggestions2);
+    });
+
+    it('should clear cache when requested', () => {
+      // Add to cache
+      service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'test',
+        5
+      );
+
+      // Clear cache
+      service.clearCache();
+
+      // This would fetch fresh data (behavior is the same, just uncached)
+      const suggestions = service.findSimilarResources(
+        'nodes-base.googleDrive',
+        'test',
+        5
+      );
+
+      expect(suggestions).toBeDefined();
+    });
+  });
+});
\ No newline at end of file