diff --git a/data/nodes.db b/data/nodes.db
index ecec469..0f0e8cc 100644
Binary files a/data/nodes.db and b/data/nodes.db differ
diff --git a/docs/CHANGELOG.md b/docs/CHANGELOG.md
index 8130fa1..355be56 100644
--- a/docs/CHANGELOG.md
+++ b/docs/CHANGELOG.md
@@ -23,6 +23,12 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - **Node type utilities** in `src/utils/node-utils.ts`
   - `normalizeNodeType()` - Converts full package names to database format
   - `getNodeTypeAlternatives()` - Provides fallback options for edge cases
+  - `getWorkflowNodeType()` - Constructs proper n8n workflow format from database values
+- **workflowNodeType field** in all MCP tool responses that return node information
+  - AI agents now receive both `nodeType` (internal format) and `workflowNodeType` (n8n format)
+  - Example: `nodeType: "nodes-base.webhook"`, `workflowNodeType: "n8n-nodes-base.webhook"`
+  - Prevents confusion where AI agents would search nodes and use wrong format in workflows
+  - Added to: `search_nodes`, `get_node_info`, `get_node_essentials`, `get_node_as_tool_info`, `validate_node_operation`
 
 ## [2.7.17] - 2025-07-17
 
diff --git a/src/mcp/server.ts b/src/mcp/server.ts
index b0fc431..ccb0334 100644
--- a/src/mcp/server.ts
+++ b/src/mcp/server.ts
@@ -25,7 +25,7 @@ import * as n8nHandlers from './handlers-n8n-manager';
 import { handleUpdatePartialWorkflow } from './handlers-workflow-diff';
 import { getToolDocumentation, getToolsOverview } from './tools-documentation';
 import { PROJECT_VERSION } from '../utils/version';
-import { normalizeNodeType, getNodeTypeAlternatives } from '../utils/node-utils';
+import { normalizeNodeType, getNodeTypeAlternatives, getWorkflowNodeType } from '../utils/node-utils';
 
 interface NodeRow {
   node_type: string;
@@ -383,6 +383,7 @@ export class N8NDocumentationMCPServer {
     
     return {
       ...node,
+      workflowNodeType: getWorkflowNodeType(node.package, node.nodeType),
       aiToolCapabilities
     };
   }
@@ -517,6 +518,7 @@ export class N8NDocumentationMCPServer {
         query,
         results: scoredNodes.map(node => ({
           nodeType: node.node_type,
+          workflowNodeType: getWorkflowNodeType(node.package_name, node.node_type),
           displayName: node.display_name,
           description: node.description,
           category: node.category,
@@ -596,6 +598,7 @@ export class N8NDocumentationMCPServer {
       mode: 'FUZZY',
       results: matchingNodes.map(node => ({
         nodeType: node.node_type,
+        workflowNodeType: getWorkflowNodeType(node.package_name, node.node_type),
         displayName: node.display_name,
         description: node.description,
         category: node.category,
@@ -719,6 +722,7 @@ export class N8NDocumentationMCPServer {
         query, 
         results: rankedNodes.map(node => ({
           nodeType: node.node_type,
+          workflowNodeType: getWorkflowNodeType(node.package_name, node.node_type),
           displayName: node.display_name,
           description: node.description,
           category: node.category,
@@ -757,6 +761,7 @@ export class N8NDocumentationMCPServer {
       query,
       results: rankedNodes.map(node => ({
         nodeType: node.node_type,
+        workflowNodeType: getWorkflowNodeType(node.package_name, node.node_type),
         displayName: node.display_name,
         description: node.description,
         category: node.category,
@@ -1093,6 +1098,7 @@ Full documentation is being prepared. For now, use get_node_essentials for confi
     
     const result = {
       nodeType: node.nodeType,
+      workflowNodeType: getWorkflowNodeType(node.package, node.nodeType),
       displayName: node.displayName,
       description: node.description,
       category: node.category,
@@ -1328,6 +1334,7 @@ Full documentation is being prepared. For now, use get_node_essentials for confi
     // Add node context to result
     return {
       nodeType: node.nodeType,
+      workflowNodeType: getWorkflowNodeType(node.package, node.nodeType),
       displayName: node.displayName,
       ...validationResult,
       summary: {
@@ -1453,6 +1460,7 @@ Full documentation is being prepared. For now, use get_node_essentials for confi
     
     return {
       nodeType: node.nodeType,
+      workflowNodeType: getWorkflowNodeType(node.package, node.nodeType),
       displayName: node.displayName,
       description: node.description,
       package: node.package,
diff --git a/src/utils/node-utils.ts b/src/utils/node-utils.ts
index d02335e..8ab8073 100644
--- a/src/utils/node-utils.ts
+++ b/src/utils/node-utils.ts
@@ -43,4 +43,31 @@ export function getNodeTypeAlternatives(nodeType: string): string[] {
   }
   
   return alternatives;
+}
+
+/**
+ * Constructs the workflow node type from package name and normalized node type
+ * This creates the format that n8n expects in workflow definitions
+ * 
+ * Examples:
+ * - ('n8n-nodes-base', 'nodes-base.webhook') → 'n8n-nodes-base.webhook'
+ * - ('@n8n/n8n-nodes-langchain', 'nodes-langchain.agent') → '@n8n/n8n-nodes-langchain.agent'
+ * 
+ * @param packageName The package name from the database
+ * @param nodeType The normalized node type from the database
+ * @returns The workflow node type for use in n8n workflows
+ */
+export function getWorkflowNodeType(packageName: string, nodeType: string): string {
+  // Extract just the node name from the normalized type
+  const nodeName = nodeType.split('.').pop() || nodeType;
+  
+  // Construct the full workflow type based on package
+  if (packageName === 'n8n-nodes-base') {
+    return `n8n-nodes-base.${nodeName}`;
+  } else if (packageName === '@n8n/n8n-nodes-langchain') {
+    return `@n8n/n8n-nodes-langchain.${nodeName}`;
+  }
+  
+  // Fallback for unknown packages - return as is
+  return nodeType;
 }
\ No newline at end of file