diff --git a/packages/core/src/CreateNodeAsTool.ts b/packages/core/src/CreateNodeAsTool.ts
index 21e1b6352ad1a..1466f57d093d9 100644
--- a/packages/core/src/CreateNodeAsTool.ts
+++ b/packages/core/src/CreateNodeAsTool.ts
@@ -1,296 +1,435 @@
-/**
- * @module NodeAsTool
- * @description This module converts n8n nodes into LangChain tools by analyzing node parameters,
- * identifying placeholders, and generating a Zod schema. It then creates a DynamicStructuredTool
- * that can be used in LangChain workflows.
- *
- * General approach:
- * 1. Recursively traverse node parameters to find placeholders, including in nested structures
- * 2. Generate a Zod schema based on these placeholders, preserving the nested structure
- * 3. Create a DynamicStructuredTool with the schema and a function that executes the n8n node
- *
- * Example:
- * - Node parameters:
- *   {
- *     "inputText": "{{ '__PLACEHOLDER: Enter main text to process' }}",
- *     "options": {
- *       "language": "{{ '__PLACEHOLDER: Specify language' }}",
- *       "advanced": {
- *         "maxLength": "{{ '__PLACEHOLDER: Enter maximum length' }}"
- *       }
- *     }
- *   }
- *
- * - Generated Zod schema:
- *   z.object({
- *     "inputText": z.string().describe("Enter main text to process"),
- *     "options__language": z.string().describe("Specify language"),
- *     "options__advanced__maxLength": z.string().describe("Enter maximum length")
- *   }).required()
- *
- * - Resulting tool can be called with:
- *   {
- *     "inputText": "Hello, world!",
- *     "options__language": "en",
- *     "options__advanced__maxLength": "100"
- *   }
- *
- * Note: Nested properties are flattened with double underscores in the schema,
- * but the tool reconstructs the original nested structure when executing the node.
- */
-
 import { DynamicStructuredTool } from '@langchain/core/tools';
-import {
-	NodeConnectionType,
-	type IExecuteFunctions,
-	type INodeParameters,
-	type INodeType,
-} from 'n8n-workflow';
+import type { IExecuteFunctions, INodeParameters, INodeType } from 'n8n-workflow';
+import { jsonParse, NodeConnectionType, NodeOperationError } from 'n8n-workflow';
 import { z } from 'zod';
 
-/** Represents a nested object structure */
-type NestedObject = { [key: string]: unknown };
-
-/**
- * Encodes a dot-notated key to a format safe for use as an object key.
- * @param {string} key - The dot-notated key to encode.
- * @returns {string} The encoded key.
- */
-function encodeDotNotation(key: string): string {
-	// Replace dots with double underscores, then handle special case for '__value' for complicated params
-	return key.replace(/\./g, '__').replace('__value', '');
+type AllowedTypes = 'string' | 'number' | 'boolean' | 'json';
+interface FromAIArgument {
+	key: string;
+	description?: string;
+	type?: AllowedTypes;
+	defaultValue?: string | number | boolean | Record<string, unknown>;
 }
 
 /**
- * Decodes an encoded key back to its original dot-notated form.
- * @param {string} key - The encoded key to decode.
- * @returns {string} The decoded, dot-notated key.
+ * AIParametersParser
+ *
+ * This class encapsulates the logic for parsing node parameters, extracting $fromAI calls,
+ * generating Zod schemas, and creating LangChain tools.
  */
-function decodeDotNotation(key: string): string {
-	// Simply replace double underscores with dots
-	return key.replace(/__/g, '.');
-}
+class AIParametersParser {
+	private ctx: IExecuteFunctions;
 
-/**
- * Recursively traverses an object to find placeholder values.
- * @param {NestedObject} obj - The object to traverse.
- * @param {string[]} path - The current path in the object.
- * @param {Map<string, string>} results - Map to store found placeholders.
- * @returns {Map<string, string>} Updated map of placeholders.
- */
-function traverseObject(
-	obj: NestedObject,
-	path: string[] = [],
-	results: Map<string, string> = new Map(),
-): Map<string, string> {
-	for (const [key, value] of Object.entries(obj)) {
-		const currentPath = [...path, key];
-		const fullPath = currentPath.join('.');
-
-		if (typeof value === 'string' && value.startsWith("{{ '__PLACEHOLDER")) {
-			// Store placeholder values with their full path
-			results.set(encodeDotNotation(fullPath), value);
-		} else if (Array.isArray(value)) {
-			// Recursively traverse arrays
-			// eslint-disable-next-line @typescript-eslint/no-use-before-define
-			traverseArray(value, currentPath, results);
-		} else if (typeof value === 'object' && value !== null) {
-			// Recursively traverse nested objects, but only if they're not empty
-			if (Object.keys(value).length > 0) {
-				traverseObject(value as NestedObject, currentPath, results);
+	/**
+	 * Constructs an instance of AIParametersParser.
+	 * @param ctx The execution context.
+	 */
+	constructor(ctx: IExecuteFunctions) {
+		this.ctx = ctx;
+	}
+
+	/**
+	 * Generates a Zod schema based on the provided FromAIArgument placeholder.
+	 * @param placeholder The FromAIArgument object containing key, type, description, and defaultValue.
+	 * @returns A Zod schema corresponding to the placeholder's type and constraints.
+	 */
+	private generateZodSchema(placeholder: FromAIArgument): z.ZodTypeAny {
+		let schema: z.ZodTypeAny;
+
+		switch (placeholder.type?.toLowerCase()) {
+			case 'string':
+				schema = z.string();
+				break;
+			case 'number':
+				schema = z.number();
+				break;
+			case 'boolean':
+				schema = z.boolean();
+				break;
+			case 'json':
+				schema = z.record(z.any());
+				break;
+			default:
+				schema = z.string();
+		}
+
+		if (placeholder.description) {
+			schema = schema.describe(`${schema.description ?? ''} ${placeholder.description}`.trim());
+		}
+
+		if (placeholder.defaultValue !== undefined) {
+			schema = schema.default(placeholder.defaultValue);
+		}
+
+		return schema;
+	}
+
+	/**
+	 * Recursively traverses the nodeParameters object to find all $fromAI calls.
+	 * @param payload The current object or value being traversed.
+	 * @param collectedArgs The array collecting FromAIArgument objects.
+	 */
+	private traverseNodeParameters(payload: unknown, collectedArgs: FromAIArgument[]) {
+		if (typeof payload === 'string') {
+			const fromAICalls = this.extractFromAICalls(payload);
+			fromAICalls.forEach((call) => collectedArgs.push(call));
+		} else if (Array.isArray(payload)) {
+			payload.forEach((item: unknown) => this.traverseNodeParameters(item, collectedArgs));
+		} else if (typeof payload === 'object' && payload !== null) {
+			Object.values(payload).forEach((value) => this.traverseNodeParameters(value, collectedArgs));
+		}
+	}
+
+	/**
+	 * Extracts all $fromAI calls from a given string
+	 * @param str The string to search for $fromAI calls.
+	 * @returns An array of FromAIArgument objects.
+	 *
+	 * This method uses a regular expression to find the start of each $fromAI function call
+	 * in the input string. It then employs a character-by-character parsing approach to
+	 * accurately extract the arguments of each call, handling nested parentheses and quoted strings.
+	 *
+	 * The parsing process:
+	 * 1. Finds the starting position of a $fromAI call using regex.
+	 * 2. Iterates through characters, keeping track of parentheses depth and quote status.
+	 * 3. Handles escaped characters within quotes to avoid premature quote closing.
+	 * 4. Builds the argument string until the matching closing parenthesis is found.
+	 * 5. Parses the extracted argument string into a FromAIArgument object.
+	 * 6. Repeats the process for all $fromAI calls in the input string.
+	 *
+	 */
+	private extractFromAICalls(str: string): FromAIArgument[] {
+		const args: FromAIArgument[] = [];
+		// Regular expression to match the start of a $fromAI function call
+		const pattern = /\$fromAI\s*\(\s*/gi;
+		let match: RegExpExecArray | null;
+
+		while ((match = pattern.exec(str)) !== null) {
+			const startIndex = match.index + match[0].length;
+			let current = startIndex;
+			let inQuotes = false;
+			let quoteChar = '';
+			let parenthesesCount = 1;
+			let argsString = '';
+
+			// Parse the arguments string, handling nested parentheses and quotes
+			while (current < str.length && parenthesesCount > 0) {
+				const char = str[current];
+
+				if (inQuotes) {
+					// Handle characters inside quotes, including escaped characters
+					if (char === '\\' && current + 1 < str.length) {
+						argsString += char + str[current + 1];
+						current += 2;
+						continue;
+					}
+
+					if (char === quoteChar) {
+						inQuotes = false;
+						quoteChar = '';
+					}
+					argsString += char;
+				} else {
+					// Handle characters outside quotes
+					if (['"', "'", '`'].includes(char)) {
+						inQuotes = true;
+						quoteChar = char;
+					} else if (char === '(') {
+						parenthesesCount++;
+					} else if (char === ')') {
+						parenthesesCount--;
+					}
+
+					// Only add characters if we're still inside the main parentheses
+					if (parenthesesCount > 0 || char !== ')') {
+						argsString += char;
+					}
+				}
+
+				current++;
+			}
+
+			// If parentheses are balanced, parse the arguments
+			if (parenthesesCount === 0) {
+				try {
+					const parsedArgs = this.parseArguments(argsString);
+					args.push(parsedArgs);
+				} catch (error) {
+					// If parsing fails, throw an ApplicationError with details
+					throw new NodeOperationError(
+						this.ctx.getNode(),
+						`Failed to parse $fromAI arguments: ${argsString}: ${error}`,
+					);
+				}
+			} else {
+				// Log an error if parentheses are unbalanced
+				throw new NodeOperationError(
+					this.ctx.getNode(),
+					`Unbalanced parentheses while parsing $fromAI call: ${str.slice(startIndex)}`,
+				);
 			}
 		}
+
+		return args;
 	}
 
-	return results;
-}
+	/**
+	 * Parses the arguments of a single $fromAI function call.
+	 * @param argsString The string containing the function arguments.
+	 * @returns A FromAIArgument object.
+	 */
+	private parseArguments(argsString: string): FromAIArgument {
+		// Split arguments by commas not inside quotes
+		const args: string[] = [];
+		let currentArg = '';
+		let inQuotes = false;
+		let quoteChar = '';
+		let escapeNext = false;
 
-/**
- * Recursively traverses an array to find placeholder values.
- * @param {unknown[]} arr - The array to traverse.
- * @param {string[]} path - The current path in the array.
- * @param {Map<string, string>} results - Map to store found placeholders.
- */
-function traverseArray(arr: unknown[], path: string[], results: Map<string, string>): void {
-	arr.forEach((item, index) => {
-		const currentPath = [...path, index.toString()];
-		const fullPath = currentPath.join('.');
-
-		if (typeof item === 'string' && item.startsWith("{{ '__PLACEHOLDER")) {
-			// Store placeholder values with their full path
-			results.set(encodeDotNotation(fullPath), item);
-		} else if (Array.isArray(item)) {
-			// Recursively traverse nested arrays
-			traverseArray(item, currentPath, results);
-		} else if (typeof item === 'object' && item !== null) {
-			// Recursively traverse nested objects
-			traverseObject(item as NestedObject, currentPath, results);
+		for (let i = 0; i < argsString.length; i++) {
+			const char = argsString[i];
+
+			if (escapeNext) {
+				currentArg += char;
+				escapeNext = false;
+				continue;
+			}
+
+			if (char === '\\') {
+				escapeNext = true;
+				continue;
+			}
+
+			if (['"', "'", '`'].includes(char)) {
+				if (!inQuotes) {
+					inQuotes = true;
+					quoteChar = char;
+					currentArg += char;
+				} else if (char === quoteChar) {
+					inQuotes = false;
+					quoteChar = '';
+					currentArg += char;
+				} else {
+					currentArg += char;
+				}
+				continue;
+			}
+
+			if (char === ',' && !inQuotes) {
+				args.push(currentArg.trim());
+				currentArg = '';
+				continue;
+			}
+
+			currentArg += char;
 		}
-	});
-}
 
-/**
- * Builds a nested object structure from matching keys and their values.
- * @param {string} baseKey - The base key to start building from.
- * @param {string[]} matchingKeys - Array of matching keys.
- * @param {Record<string, string>} values - Object containing values for the keys.
- * @returns {Record<string, unknown>} The built nested object structure.
- */
-function buildStructureFromMatches(
-	baseKey: string,
-	matchingKeys: string[],
-	values: Record<string, string>,
-): Record<string, unknown> {
-	const result = {};
-
-	for (const matchingKey of matchingKeys) {
-		const decodedKey = decodeDotNotation(matchingKey);
-		// Extract the part of the key after the base key
-		const remainingPath = decodedKey
-			.slice(baseKey.length)
-			.split('.')
-			.filter((k) => k !== '');
-		let current: Record<string, unknown> = result;
-
-		// Build the nested structure
-		for (let i = 0; i < remainingPath.length - 1; i++) {
-			if (!(remainingPath[i] in current)) {
-				current[remainingPath[i]] = {};
+		if (currentArg) {
+			args.push(currentArg.trim());
+		}
+
+		// Remove surrounding quotes if present
+		const cleanArgs = args.map((arg) => {
+			const trimmed = arg.trim();
+			if (
+				(trimmed.startsWith("'") && trimmed.endsWith("'")) ||
+				(trimmed.startsWith('`') && trimmed.endsWith('`')) ||
+				(trimmed.startsWith('"') && trimmed.endsWith('"'))
+			) {
+				return trimmed
+					.slice(1, -1)
+					.replace(/\\'/g, "'")
+					.replace(/\\`/g, '`')
+					.replace(/\\"/g, '"')
+					.replace(/\\\\/g, '\\');
 			}
-			current = current[remainingPath[i]] as Record<string, unknown>;
+			return trimmed;
+		});
+
+		const type = cleanArgs?.[2] || 'string';
+
+		if (!['string', 'number', 'boolean', 'json'].includes(type.toLowerCase())) {
+			throw new NodeOperationError(this.ctx.getNode(), `Invalid type: ${type}`);
 		}
 
-		// Set the value at the deepest level
-		const lastKey = remainingPath[remainingPath.length - 1];
-		current[lastKey ?? matchingKey] = values[matchingKey];
+		return {
+			key: cleanArgs[0] || '',
+			description: cleanArgs[1],
+			type: (cleanArgs?.[2] ?? 'string') as AllowedTypes,
+			defaultValue: this.parseDefaultValue(cleanArgs[3]),
+		};
 	}
 
-	// If no nested structure was created, return the direct value
-	return Object.keys(result).length === 0 ? values[encodeDotNotation(baseKey)] : result;
-}
+	/**
+	 * Parses the default value, preserving its original type.
+	 * @param value The default value as a string.
+	 * @returns The parsed default value in its appropriate type.
+	 */
+	private parseDefaultValue(
+		value: string | undefined,
+	): string | number | boolean | Record<string, unknown> | undefined {
+		if (value === undefined || value === '') return undefined;
+		const lowerValue = value.toLowerCase();
+		if (lowerValue === 'true') return true;
+		if (lowerValue === 'false') return false;
+		if (!isNaN(Number(value))) return Number(value);
+		try {
+			return jsonParse(value);
+		} catch {
+			return value;
+		}
+	}
 
-/**
- * Extracts the description from a placeholder string.
- * @param {string} value - The placeholder string.
- * @returns {string} The extracted description or a default message.
- */
-function extractPlaceholderDescription(value: string): string {
-	const match = value.match(/{{ '__PLACEHOLDER:\s*(.+?)\s*' }}/);
-	return match ? match[1] : 'No description provided';
-}
+	/**
+	 * Generates a description for a node based on the provided parameters.
+	 * @param node The node type.
+	 * @param nodeParameters The parameters of the node.
+	 * @returns A string description for the node.
+	 */
+	private getDescription(node: INodeType, nodeParameters: INodeParameters): string {
+		const manualDescription = nodeParameters.toolDescription as string;
 
-/**
- * Creates a DynamicStructuredTool from an n8n node.
- * @param {INodeType} node - The n8n node to convert.
- * @param {IExecuteFunctions} ctx - The execution context.
- * @param {INodeParameters} nodeParameters - The node parameters.
- * @returns {DynamicStructuredTool} The created tool.
- */
-export function createNodeAsTool(
-	node: INodeType,
-	ctx: IExecuteFunctions,
-	nodeParameters: INodeParameters,
-): DynamicStructuredTool {
-	// Find all placeholder values in the node parameters
-	const placeholderValues = traverseObject(nodeParameters);
-
-	// Generate Zod schema from placeholder values
-	const schemaObj: { [key: string]: z.ZodString } = {};
-	for (const [key, value] of placeholderValues.entries()) {
-		const description = extractPlaceholderDescription(value);
-		schemaObj[key] = z.string().describe(description);
+		if (nodeParameters.descriptionType === 'auto') {
+			const resource = nodeParameters.resource as string;
+			const operation = nodeParameters.operation as string;
+			let description = node.description.description;
+			if (resource) {
+				description += `\n Resource: ${resource}`;
+			}
+			if (operation) {
+				description += `\n Operation: ${operation}`;
+			}
+			return description.trim();
+		}
+		if (nodeParameters.descriptionType === 'manual') {
+			return manualDescription ?? node.description.description;
+		}
+
+		return node.description.description;
 	}
-	const schema = z.object(schemaObj).required();
-
-	// Get the tool description from node parameters or use the default
-	const toolDescription = ctx.getNodeParameter(
-		'toolDescription',
-		0,
-		node.description.description,
-	) as string;
-	type GetNodeParameterMethod = IExecuteFunctions['getNodeParameter'];
-
-	const tool = new DynamicStructuredTool({
-		name: node.description.name,
-		description: toolDescription ? toolDescription : node.description.description,
-		schema,
-		func: async (functionArgs: z.infer<typeof schema>) => {
-			// Create a proxy for ctx to soft-override parameters with values from the LLM
-			const ctxProxy = new Proxy(ctx, {
-				get(target: IExecuteFunctions, prop: string | symbol, receiver: unknown) {
-					if (prop === 'getNodeParameter') {
-						// Override getNodeParameter method
-						// eslint-disable-next-line @typescript-eslint/unbound-method
-						return new Proxy(target.getNodeParameter, {
-							apply(
-								targetMethod: GetNodeParameterMethod,
-								thisArg: unknown,
-								argumentsList: Parameters<GetNodeParameterMethod>,
-							): ReturnType<GetNodeParameterMethod> {
-								const [key] = argumentsList;
-								if (typeof key !== 'string') {
-									// If key is not a string, use the original method
-									return Reflect.apply(targetMethod, thisArg, argumentsList);
-								}
-
-								const encodedKey = encodeDotNotation(key);
-								// Check if the full key or any more specific key is a placeholder
-								const matchingKeys = Array.from(placeholderValues.keys()).filter((k) =>
-									k.startsWith(encodedKey),
-								);
-
-								if (matchingKeys.length > 0) {
-									// If there are matching keys, build the structure using args
-									const res = buildStructureFromMatches(encodedKey, matchingKeys, functionArgs);
-									// Return either the specific value or the entire built structure
-									return res?.[decodeDotNotation(key)] ?? res;
-								}
-
-								// If no placeholder is found, use the original function
-								return Reflect.apply(targetMethod, thisArg, argumentsList);
-							},
-						});
-					}
-					// eslint-disable-next-line @typescript-eslint/no-unsafe-return
-					return Reflect.get(target, prop, receiver);
-				},
-			});
 
-			// Add input data to the context
-			ctxProxy.addInputData(NodeConnectionType.AiTool, [[{ json: functionArgs }]]);
+	/**
+	 * Creates a DynamicStructuredTool from a node.
+	 * @param node The node type.
+	 * @param nodeParameters The parameters of the node.
+	 * @returns A DynamicStructuredTool instance.
+	 */
+	public createTool(node: INodeType, nodeParameters: INodeParameters): DynamicStructuredTool {
+		const collectedArguments: FromAIArgument[] = [];
+		this.traverseNodeParameters(nodeParameters, collectedArguments);
+
+		// Validate each collected argument
+		const nameValidationRegex = /^[a-zA-Z0-9_-]{1,64}$/;
+		const keyMap = new Map<string, FromAIArgument>();
+		for (const argument of collectedArguments) {
+			if (argument.key.length === 0 || !nameValidationRegex.test(argument.key)) {
+				const isEmptyError = 'You must specify a key when using $fromAI()';
+				const isInvalidError = `Parameter key \`${argument.key}\` is invalid`;
+				const error = new Error(argument.key.length === 0 ? isEmptyError : isInvalidError);
+				throw new NodeOperationError(this.ctx.getNode(), error, {
+					description:
+						'Invalid parameter key, must be between 1 and 64 characters long and only contain letters, numbers, underscores, and hyphens',
+				});
+			}
 
-			// Execute the node with the proxied context
-			const result = await node.execute?.bind(ctxProxy)();
+			if (keyMap.has(argument.key)) {
+				// If the key already exists in the Map
+				const existingArg = keyMap.get(argument.key)!;
 
-			// Process and map the results
-			const mappedResults = result?.[0]?.flatMap((item) => item.json);
+				// Check if the existing argument has the same description and type
+				if (
+					existingArg.description !== argument.description ||
+					existingArg.type !== argument.type
+				) {
+					// If not, throw an error for inconsistent duplicate keys
+					throw new NodeOperationError(
+						this.ctx.getNode(),
+						`Duplicate key '${argument.key}' found with different description or type`,
+						{
+							description:
+								'Ensure all $fromAI() calls with the same key have consistent descriptions and types',
+						},
+					);
+				}
+				// If the duplicate key has consistent description and type, it's allowed (no action needed)
+			} else {
+				// If the key doesn't exist in the Map, add it
+				keyMap.set(argument.key, argument);
+			}
+		}
 
-			// Add output data to the context
-			ctxProxy.addOutputData(NodeConnectionType.AiTool, 0, [
-				[{ json: { response: mappedResults } }],
-			]);
+		// Remove duplicate keys, latest occurrence takes precedence
+		const uniqueArgsMap = collectedArguments.reduce((map, arg) => {
+			map.set(arg.key, arg);
+			return map;
+		}, new Map<string, FromAIArgument>());
 
-			// Return the stringified results
-			return JSON.stringify(mappedResults);
-		},
-	});
+		const uniqueArguments = Array.from(uniqueArgsMap.values());
 
-	return tool;
+		// Generate Zod schema from unique arguments
+		const schemaObj = uniqueArguments.reduce((acc: Record<string, z.ZodTypeAny>, placeholder) => {
+			acc[placeholder.key] = this.generateZodSchema(placeholder);
+			return acc;
+		}, {});
+
+		const schema = z.object(schemaObj).required();
+		const description = this.getDescription(node, nodeParameters);
+		const nodeName = this.ctx.getNode().name.replace(/ /g, '_');
+		const name = nodeName || node.description.name;
+
+		const tool = new DynamicStructuredTool({
+			name,
+			description,
+			schema,
+			func: async (functionArgs: z.infer<typeof schema>) => {
+				const { index } = this.ctx.addInputData(NodeConnectionType.AiTool, [
+					[{ json: functionArgs }],
+				]);
+
+				try {
+					// Execute the node with the proxied context
+					const result = await node.execute?.bind(this.ctx)();
+
+					// Process and map the results
+					const mappedResults = result?.[0]?.flatMap((item) => item.json);
+
+					// Add output data to the context
+					this.ctx.addOutputData(NodeConnectionType.AiTool, index, [
+						[{ json: { response: mappedResults } }],
+					]);
+
+					// Return the stringified results
+					return JSON.stringify(mappedResults);
+				} catch (error) {
+					const nodeError = new NodeOperationError(this.ctx.getNode(), error as Error);
+					this.ctx.addOutputData(NodeConnectionType.AiTool, index, nodeError);
+					return 'Error during node execution: ' + nodeError.description;
+				}
+			},
+		});
+
+		return tool;
+	}
 }
 
 /**
- * Asynchronously creates a DynamicStructuredTool from an n8n node.
- * @param {IExecuteFunctions} ctx - The execution context.
- * @param {INodeType} node - The n8n node to convert.
- * @param {INodeParameters} nodeParameters - The node parameters.
- * @returns {Promise<{response: DynamicStructuredTool}>} A promise that resolves to an object containing the created tool.
+ * Converts node into LangChain tool by analyzing node parameters,
+ * identifying placeholders using the $fromAI function, and generating a Zod schema. It then creates
+ * a DynamicStructuredTool that can be used in LangChain workflows.
+ *
+ * @param ctx The execution context.
+ * @param node The node type.
+ * @param nodeParameters The parameters of the node.
+ * @returns An object containing the DynamicStructuredTool instance.
  */
-export function getNodeAsTool(
+export function createNodeAsTool(
 	ctx: IExecuteFunctions,
 	node: INodeType,
 	nodeParameters: INodeParameters,
 ) {
+	const parser = new AIParametersParser(ctx);
+
 	return {
-		response: createNodeAsTool(node, ctx, nodeParameters),
+		response: parser.createTool(node, nodeParameters),
 	};
 }
diff --git a/packages/core/src/NodeExecuteFunctions.ts b/packages/core/src/NodeExecuteFunctions.ts
index af428026b7fc0..fc671424b8d17 100644
--- a/packages/core/src/NodeExecuteFunctions.ts
+++ b/packages/core/src/NodeExecuteFunctions.ts
@@ -147,7 +147,7 @@ import {
 	UM_EMAIL_TEMPLATES_INVITE,
 	UM_EMAIL_TEMPLATES_PWRESET,
 } from './Constants';
-import { getNodeAsTool } from './CreateNodeAsTool';
+import { createNodeAsTool } from './CreateNodeAsTool';
 import {
 	getAllWorkflowExecutionMetadata,
 	getWorkflowExecutionMetadata,
@@ -2851,7 +2851,7 @@ async function getInputConnectionData(
 			if (!nodeType.supplyData) {
 				if (nodeType.description.outputs.includes(NodeConnectionType.AiTool)) {
 					nodeType.supplyData = async function (this: IExecuteFunctions) {
-						return getNodeAsTool(this, nodeType, this.getNode().parameters);
+						return createNodeAsTool(this, nodeType, this.getNode().parameters);
 					};
 				} else {
 					throw new ApplicationError('Node does not have a `supplyData` method defined', {
diff --git a/packages/core/test/CreateNodeAsTool.test.ts b/packages/core/test/CreateNodeAsTool.test.ts
index 8081113b16c62..5c485b983718f 100644
--- a/packages/core/test/CreateNodeAsTool.test.ts
+++ b/packages/core/test/CreateNodeAsTool.test.ts
@@ -1,5 +1,5 @@
 import type { IExecuteFunctions, INodeParameters, INodeType } from 'n8n-workflow';
-import { NodeConnectionType } from 'n8n-workflow';
+import { NodeConnectionType, NodeOperationError } from 'n8n-workflow';
 import { z } from 'zod';
 
 import { createNodeAsTool } from '@/CreateNodeAsTool';
@@ -19,10 +19,12 @@ describe('createNodeAsTool', () => {
 	let mockNodeParameters: INodeParameters;
 
 	beforeEach(() => {
+		// Setup mock objects
 		mockCtx = {
 			getNodeParameter: jest.fn(),
-			addInputData: jest.fn(),
+			addInputData: jest.fn().mockReturnValue({ index: 0 }),
 			addOutputData: jest.fn(),
+			getNode: jest.fn().mockReturnValue({ name: 'Test_Node' }),
 		} as unknown as IExecuteFunctions;
 
 		mockNode = {
@@ -34,60 +36,456 @@ describe('createNodeAsTool', () => {
 		} as unknown as INodeType;
 
 		mockNodeParameters = {
-			param1: "{{ '__PLACEHOLDER: Test parameter' }}",
+			param1: "={{$fromAI('param1', 'Test parameter', 'string') }}",
 			param2: 'static value',
 			nestedParam: {
-				subParam: "{{ '__PLACEHOLDER: Nested parameter' }}",
+				subParam: "={{ $fromAI('subparam', 'Nested parameter', 'string') }}",
 			},
+			descriptionType: 'auto',
+			resource: 'testResource',
+			operation: 'testOperation',
 		};
+
 		jest.clearAllMocks();
 	});
 
-	it('should create a DynamicStructuredTool with correct properties', () => {
-		const tool = createNodeAsTool(mockNode, mockCtx, mockNodeParameters);
+	describe('Tool Creation and Basic Properties', () => {
+		it('should create a DynamicStructuredTool with correct properties', () => {
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool).toBeDefined();
+			expect(tool.name).toBe('Test_Node');
+			expect(tool.description).toBe(
+				'Test node description\n Resource: testResource\n Operation: testOperation',
+			);
+			expect(tool.schema).toBeDefined();
+		});
+
+		it('should use toolDescription if provided', () => {
+			mockNodeParameters.descriptionType = 'manual';
+			mockNodeParameters.toolDescription = 'Custom tool description';
 
-		expect(tool).toBeDefined();
-		expect(tool.name).toBe('TestNode');
-		expect(tool.description).toBe('Test node description');
-		expect(tool.schema).toBeDefined();
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.description).toBe('Custom tool description');
+		});
 	});
 
-	it('should use toolDescription if provided', () => {
-		const customDescription = 'Custom tool description';
-		(mockCtx.getNodeParameter as jest.Mock).mockReturnValue(customDescription);
+	describe('Schema Creation and Parameter Handling', () => {
+		it('should create a schema based on fromAI arguments in nodeParameters', () => {
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema).toBeDefined();
+			expect(tool.schema.shape).toHaveProperty('param1');
+			expect(tool.schema.shape).toHaveProperty('subparam');
+			expect(tool.schema.shape).not.toHaveProperty('param2');
+		});
+
+		it('should handle fromAI arguments correctly', () => {
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.param1).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.subparam).toBeInstanceOf(z.ZodString);
+		});
+
+		it('should handle default values correctly', () => {
+			mockNodeParameters = {
+				paramWithDefault:
+					"={{ $fromAI('paramWithDefault', 'Parameter with default', 'string', 'default value') }}",
+				numberWithDefault:
+					"={{ $fromAI('numberWithDefault', 'Number with default', 'number', 42) }}",
+				booleanWithDefault:
+					"={{ $fromAI('booleanWithDefault', 'Boolean with default', 'boolean', true) }}",
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.paramWithDefault.description).toBe('Parameter with default');
+			expect(tool.schema.shape.numberWithDefault.description).toBe('Number with default');
+			expect(tool.schema.shape.booleanWithDefault.description).toBe('Boolean with default');
+		});
+
+		it('should handle nested parameters correctly', () => {
+			mockNodeParameters = {
+				topLevel: "={{ $fromAI('topLevel', 'Top level parameter', 'string') }}",
+				nested: {
+					level1: "={{ $fromAI('level1', 'Nested level 1', 'string') }}",
+					deeperNested: {
+						level2: "={{ $fromAI('level2', 'Nested level 2', 'number') }}",
+					},
+				},
+			};
 
-		const tool = createNodeAsTool(mockNode, mockCtx, mockNodeParameters);
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
 
-		expect(tool.description).toBe(customDescription);
+			expect(tool.schema.shape.topLevel).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.level1).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.level2).toBeInstanceOf(z.ZodNumber);
+		});
+
+		it('should handle array parameters correctly', () => {
+			mockNodeParameters = {
+				arrayParam: [
+					"={{ $fromAI('item1', 'First item', 'string') }}",
+					"={{ $fromAI('item2', 'Second item', 'number') }}",
+				],
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.item1).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.item2).toBeInstanceOf(z.ZodNumber);
+		});
 	});
 
-	it('should create a schema based on placeholder values in nodeParameters', () => {
-		const tool = createNodeAsTool(mockNode, mockCtx, mockNodeParameters);
+	describe('Error Handling and Edge Cases', () => {
+		it('should handle error during node execution', async () => {
+			mockNode.execute = jest.fn().mockRejectedValue(new Error('Execution failed'));
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			const result = await tool.func({ param1: 'test value' });
+
+			expect(result).toContain('Error during node execution:');
+			expect(mockCtx.addOutputData).toHaveBeenCalledWith(
+				NodeConnectionType.AiTool,
+				0,
+				expect.any(NodeOperationError),
+			);
+		});
+
+		it('should throw an error for invalid parameter names', () => {
+			mockNodeParameters.invalidParam = "$fromAI('invalid param', 'Invalid parameter', 'string')";
+
+			expect(() => createNodeAsTool(mockCtx, mockNode, mockNodeParameters)).toThrow(
+				'Parameter key `invalid param` is invalid',
+			);
+		});
+
+		it('should throw an error for $fromAI calls with unsupported types', () => {
+			mockNodeParameters = {
+				invalidTypeParam:
+					"={{ $fromAI('invalidType', 'Param with unsupported type', 'unsupportedType') }}",
+			};
+
+			expect(() => createNodeAsTool(mockCtx, mockNode, mockNodeParameters)).toThrow(
+				'Invalid type: unsupportedType',
+			);
+		});
+
+		it('should handle empty parameters and parameters with no fromAI calls', () => {
+			mockNodeParameters = {
+				param1: 'static value 1',
+				param2: 'static value 2',
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
 
-		expect(tool.schema).toBeDefined();
-		expect(tool.schema.shape).toHaveProperty('param1');
-		expect(tool.schema.shape).toHaveProperty('nestedParam__subParam');
-		expect(tool.schema.shape).not.toHaveProperty('param2');
+			expect(tool.schema.shape).toEqual({});
+		});
 	});
 
-	it('should handle nested parameters correctly', () => {
-		const tool = createNodeAsTool(mockNode, mockCtx, mockNodeParameters);
+	describe('Parameter Name and Description Handling', () => {
+		it('should accept parameter names with underscores and hyphens', () => {
+			mockNodeParameters = {
+				validName1:
+					"={{ $fromAI('param_name-1', 'Valid name with underscore and hyphen', 'string') }}",
+				validName2: "={{ $fromAI('param_name_2', 'Another valid name', 'number') }}",
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape['param_name-1']).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape['param_name-1'].description).toBe(
+				'Valid name with underscore and hyphen',
+			);
+
+			expect(tool.schema.shape.param_name_2).toBeInstanceOf(z.ZodNumber);
+			expect(tool.schema.shape.param_name_2.description).toBe('Another valid name');
+		});
+
+		it('should throw an error for parameter names with invalid special characters', () => {
+			mockNodeParameters = {
+				invalidNameParam:
+					"={{ $fromAI('param@name!', 'Invalid name with special characters', 'string') }}",
+			};
+
+			expect(() => createNodeAsTool(mockCtx, mockNode, mockNodeParameters)).toThrow(
+				'Parameter key `param@name!` is invalid',
+			);
+		});
+
+		it('should throw an error for empty parameter name', () => {
+			mockNodeParameters = {
+				invalidNameParam: "={{ $fromAI('', 'Invalid name with special characters', 'string') }}",
+			};
+
+			expect(() => createNodeAsTool(mockCtx, mockNode, mockNodeParameters)).toThrow(
+				'You must specify a key when using $fromAI()',
+			);
+		});
+
+		it('should handle parameter names with exact and exceeding character limits', () => {
+			const longName = 'a'.repeat(64);
+			const tooLongName = 'a'.repeat(65);
+			mockNodeParameters = {
+				longNameParam: `={{ $fromAI('${longName}', 'Param with 64 character name', 'string') }}`,
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape[longName]).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape[longName].description).toBe('Param with 64 character name');
+
+			expect(() =>
+				createNodeAsTool(mockCtx, mockNode, {
+					tooLongNameParam: `={{ $fromAI('${tooLongName}', 'Param with 65 character name', 'string') }}`,
+				}),
+			).toThrow(`Parameter key \`${tooLongName}\` is invalid`);
+		});
+
+		it('should handle $fromAI calls with empty description', () => {
+			mockNodeParameters = {
+				emptyDescriptionParam: "={{ $fromAI('emptyDescription', '', 'number') }}",
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.emptyDescription).toBeInstanceOf(z.ZodNumber);
+			expect(tool.schema.shape.emptyDescription.description).toBeUndefined();
+		});
+
+		it('should throw an error for calls with the same parameter but different descriptions', () => {
+			mockNodeParameters = {
+				duplicateParam1: "={{ $fromAI('duplicate', 'First duplicate', 'string') }}",
+				duplicateParam2: "={{ $fromAI('duplicate', 'Second duplicate', 'number') }}",
+			};
+
+			expect(() => createNodeAsTool(mockCtx, mockNode, mockNodeParameters)).toThrow(
+				"Duplicate key 'duplicate' found with different description or type",
+			);
+		});
+		it('should throw an error for calls with the same parameter but different types', () => {
+			mockNodeParameters = {
+				duplicateParam1: "={{ $fromAI('duplicate', 'First duplicate', 'string') }}",
+				duplicateParam2: "={{ $fromAI('duplicate', 'First duplicate', 'number') }}",
+			};
+
+			expect(() => createNodeAsTool(mockCtx, mockNode, mockNodeParameters)).toThrow(
+				"Duplicate key 'duplicate' found with different description or type",
+			);
+		});
+	});
+
+	describe('Complex Parsing Scenarios', () => {
+		it('should correctly parse $fromAI calls with varying spaces, capitalization, and within template literals', () => {
+			mockNodeParameters = {
+				varyingSpacing1: "={{$fromAI('param1','Description1','string')}}",
+				varyingSpacing2: "={{  $fromAI (  'param2' , 'Description2' , 'number' )  }}",
+				varyingSpacing3: "={{ $FROMai('param3', 'Description3', 'boolean') }}",
+				wrongCapitalization: "={{$fromai('param4','Description4','number')}}",
+				templateLiteralParam:
+					// eslint-disable-next-line n8n-local-rules/no-interpolation-in-regular-string
+					"={{ `Value is: ${$fromAI('templatedParam', 'Templated param description', 'string')}` }}",
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.param1).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.param1.description).toBe('Description1');
+
+			expect(tool.schema.shape.param2).toBeInstanceOf(z.ZodNumber);
+			expect(tool.schema.shape.param2.description).toBe('Description2');
+
+			expect(tool.schema.shape.param3).toBeInstanceOf(z.ZodBoolean);
+			expect(tool.schema.shape.param3.description).toBe('Description3');
+
+			expect(tool.schema.shape.param4).toBeInstanceOf(z.ZodNumber);
+			expect(tool.schema.shape.param4.description).toBe('Description4');
+
+			expect(tool.schema.shape.templatedParam).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.templatedParam.description).toBe('Templated param description');
+		});
+
+		it('should correctly parse multiple $fromAI calls interleaved with regular text', () => {
+			mockNodeParameters = {
+				interleavedParams:
+					"={{ 'Start ' + $fromAI('param1', 'First param', 'string') + ' Middle ' + $fromAI('param2', 'Second param', 'number') + ' End' }}",
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.param1).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.param1.description).toBe('First param');
+
+			expect(tool.schema.shape.param2).toBeInstanceOf(z.ZodNumber);
+			expect(tool.schema.shape.param2.description).toBe('Second param');
+		});
+
+		it('should correctly parse $fromAI calls with complex JSON default values', () => {
+			mockNodeParameters = {
+				complexJsonDefault:
+					'={{ $fromAI(\'complexJson\', \'Param with complex JSON default\', \'json\', \'{"nested": {"key": "value"}, "array": [1, 2, 3]}\') }}',
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.complexJson._def.innerType).toBeInstanceOf(z.ZodRecord);
+			expect(tool.schema.shape.complexJson.description).toBe('Param with complex JSON default');
+			expect(tool.schema.shape.complexJson._def.defaultValue()).toEqual({
+				nested: { key: 'value' },
+				array: [1, 2, 3],
+			});
+		});
+
+		it('should ignore $fromAI calls embedded in non-string node parameters', () => {
+			mockNodeParameters = {
+				numberParam: 42,
+				booleanParam: false,
+				objectParam: {
+					innerString: "={{ $fromAI('innerParam', 'Inner param', 'string') }}",
+					innerNumber: 100,
+					innerObject: {
+						deepParam: "={{ $fromAI('deepParam', 'Deep param', 'number') }}",
+					},
+				},
+				arrayParam: [
+					"={{ $fromAI('arrayParam1', 'First array param', 'string') }}",
+					200,
+					"={{ $fromAI('nestedArrayParam', 'Nested array param', 'boolean') }}",
+				],
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.innerParam).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.innerParam.description).toBe('Inner param');
+
+			expect(tool.schema.shape.deepParam).toBeInstanceOf(z.ZodNumber);
+			expect(tool.schema.shape.deepParam.description).toBe('Deep param');
+
+			expect(tool.schema.shape.arrayParam1).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.arrayParam1.description).toBe('First array param');
+
+			expect(tool.schema.shape.nestedArrayParam).toBeInstanceOf(z.ZodBoolean);
+			expect(tool.schema.shape.nestedArrayParam.description).toBe('Nested array param');
+		});
+	});
+
+	describe('Escaping and Special Characters', () => {
+		it('should handle escaped single quotes in parameter names and descriptions', () => {
+			mockNodeParameters = {
+				escapedQuotesParam:
+					"={{ $fromAI('paramName', 'Description with \\'escaped\\' quotes', 'string') }}",
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.paramName).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.paramName.description).toBe("Description with 'escaped' quotes");
+		});
+
+		it('should handle escaped double quotes in parameter names and descriptions', () => {
+			mockNodeParameters = {
+				escapedQuotesParam:
+					'={{ $fromAI("paramName", "Description with \\"escaped\\" quotes", "string") }}',
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.paramName).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.paramName.description).toBe('Description with "escaped" quotes');
+		});
+
+		it('should handle escaped backslashes in parameter names and descriptions', () => {
+			mockNodeParameters = {
+				escapedBackslashesParam:
+					"={{ $fromAI('paramName', 'Description with \\\\ backslashes', 'string') }}",
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.paramName).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.paramName.description).toBe('Description with \\ backslashes');
+		});
+
+		it('should handle mixed escaped characters in parameter names and descriptions', () => {
+			mockNodeParameters = {
+				mixedEscapesParam:
+					'={{ $fromAI(`paramName`, \'Description with \\\'mixed" characters\', "number") }}',
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.paramName).toBeInstanceOf(z.ZodNumber);
+			expect(tool.schema.shape.paramName.description).toBe('Description with \'mixed" characters');
+		});
+	});
+
+	describe('Edge Cases and Limitations', () => {
+		it('should ignore excess arguments in $fromAI calls beyond the fourth argument', () => {
+			mockNodeParameters = {
+				excessArgsParam:
+					"={{ $fromAI('excessArgs', 'Param with excess arguments', 'string', 'default', 'extraArg1', 'extraArg2') }}",
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.excessArgs._def.innerType).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.excessArgs.description).toBe('Param with excess arguments');
+			expect(tool.schema.shape.excessArgs._def.defaultValue()).toBe('default');
+		});
+
+		it('should correctly parse $fromAI calls with nested parentheses', () => {
+			mockNodeParameters = {
+				nestedParenthesesParam:
+					"={{ $fromAI('paramWithNested', 'Description with ((nested)) parentheses', 'string') }}",
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.paramWithNested).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.paramWithNested.description).toBe(
+				'Description with ((nested)) parentheses',
+			);
+		});
+
+		it('should handle $fromAI calls with very long descriptions', () => {
+			const longDescription = 'A'.repeat(1000);
+			mockNodeParameters = {
+				longParam: `={{ $fromAI('longParam', '${longDescription}', 'string') }}`,
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
+
+			expect(tool.schema.shape.longParam).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.longParam.description).toBe(longDescription);
+		});
+
+		it('should handle $fromAI calls with only some parameters', () => {
+			mockNodeParameters = {
+				partialParam1: "={{ $fromAI('partial1') }}",
+				partialParam2: "={{ $fromAI('partial2', 'Description only') }}",
+				partialParam3: "={{ $fromAI('partial3', '', 'number') }}",
+			};
+
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
 
-		expect(tool.schema.shape.nestedParam__subParam).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.partial1).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.partial2).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.partial3).toBeInstanceOf(z.ZodNumber);
+		});
 	});
 
-	it('should create a function that wraps the node execution', async () => {
-		const tool = createNodeAsTool(mockNode, mockCtx, mockNodeParameters);
+	describe('Unicode and Internationalization', () => {
+		it('should handle $fromAI calls with unicode characters', () => {
+			mockNodeParameters = {
+				unicodeParam: "={{ $fromAI('unicodeParam', '🌈 Unicode parameter 你好', 'string') }}",
+			};
 
-		const result = await tool.func({ param1: 'test value', nestedParam__subParam: 'nested value' });
+			const tool = createNodeAsTool(mockCtx, mockNode, mockNodeParameters).response;
 
-		expect(mockCtx.addInputData).toHaveBeenCalledWith(NodeConnectionType.AiTool, [
-			[{ json: { param1: 'test value', nestedParam__subParam: 'nested value' } }],
-		]);
-		expect(mockNode.execute).toHaveBeenCalled();
-		expect(mockCtx.addOutputData).toHaveBeenCalledWith(NodeConnectionType.AiTool, 0, [
-			[{ json: { response: [{ result: 'test' }] } }],
-		]);
-		expect(result).toBe(JSON.stringify([{ result: 'test' }]));
+			expect(tool.schema.shape.unicodeParam).toBeInstanceOf(z.ZodString);
+			expect(tool.schema.shape.unicodeParam.description).toBe('🌈 Unicode parameter 你好');
+		});
 	});
 });
diff --git a/packages/editor-ui/src/composables/useToast.ts b/packages/editor-ui/src/composables/useToast.ts
index ea0a367de3af9..1ee8f4a2b4e88 100644
--- a/packages/editor-ui/src/composables/useToast.ts
+++ b/packages/editor-ui/src/composables/useToast.ts
@@ -164,7 +164,7 @@ export function useToast() {
 	}
 
 	function causedByCredential(message: string | undefined) {
-		if (!message) return false;
+		if (!message || typeof message !== 'string') return false;
 
 		return message.includes('Credentials for') && message.includes('are not set');
 	}
diff --git a/packages/editor-ui/src/constants.ts b/packages/editor-ui/src/constants.ts
index 04d025abf2ce2..ed8254911995a 100644
--- a/packages/editor-ui/src/constants.ts
+++ b/packages/editor-ui/src/constants.ts
@@ -524,6 +524,7 @@ export const MAPPING_PARAMS = [
 	'$input',
 	'$item',
 	'$jmespath',
+	'$fromAI',
 	'$json',
 	'$node',
 	'$now',
diff --git a/packages/editor-ui/src/plugins/codemirror/completions/__tests__/completions.test.ts b/packages/editor-ui/src/plugins/codemirror/completions/__tests__/completions.test.ts
index cce673e48bf7d..bed05f2c31dc0 100644
--- a/packages/editor-ui/src/plugins/codemirror/completions/__tests__/completions.test.ts
+++ b/packages/editor-ui/src/plugins/codemirror/completions/__tests__/completions.test.ts
@@ -75,7 +75,7 @@ describe('Top-level completions', () => {
 				section: METADATA_SECTION,
 			}),
 		);
-		expect(result?.[14]).toEqual(
+		expect(result?.[15]).toEqual(
 			expect.objectContaining({ label: '$max()', section: METHODS_SECTION }),
 		);
 	});
diff --git a/packages/editor-ui/src/plugins/codemirror/completions/constants.ts b/packages/editor-ui/src/plugins/codemirror/completions/constants.ts
index 7d01899b24658..3cc673147d627 100644
--- a/packages/editor-ui/src/plugins/codemirror/completions/constants.ts
+++ b/packages/editor-ui/src/plugins/codemirror/completions/constants.ts
@@ -276,6 +276,58 @@ export const ROOT_DOLLAR_COMPLETIONS: Completion[] = [
 			true,
 		),
 	},
+	{
+		label: '$fromAI()',
+		section: METHODS_SECTION,
+		info: createInfoBoxRenderer(
+			{
+				name: '$fromAI',
+				returnType: 'any',
+				description: 'Populate this with the parameter passed from the large language model',
+				args: [
+					{
+						name: 'key',
+						description:
+							'The key or name of the argument, must be between 1 and 64 characters long and only contain lowercase letters, uppercase letters, numbers, underscores, and hyphens',
+						type: 'string',
+					},
+					{
+						name: 'description',
+						description: 'Description of the argument',
+						type: 'string',
+						optional: true,
+					},
+					{
+						name: 'type',
+						description: 'Type of the argument',
+						type: 'string | number | boolean | json',
+						optional: true,
+					},
+					{
+						name: 'defaultValue',
+						description: 'Default value for the argument',
+						type: 'any',
+						optional: true,
+					},
+				],
+				examples: [
+					{
+						example: '$fromAI("name")',
+						description: 'Get the name of the person',
+					},
+					{
+						example: '$fromAI("age", "The age of the person", "number", 18)',
+						description: 'Get the age of the person as number with default value 18',
+					},
+					{
+						example: '$fromAI("isStudent", "Is the person a student", "boolean", false)',
+						description: 'Get the student status of the person as boolean with default value false',
+					},
+				],
+			},
+			true,
+		),
+	},
 	{
 		label: '$max()',
 		section: METHODS_SECTION,
diff --git a/packages/editor-ui/src/styles/plugins/_codemirror.scss b/packages/editor-ui/src/styles/plugins/_codemirror.scss
index 4eb6382dc525f..00de6a0136983 100644
--- a/packages/editor-ui/src/styles/plugins/_codemirror.scss
+++ b/packages/editor-ui/src/styles/plugins/_codemirror.scss
@@ -307,6 +307,7 @@
 
 	&.cm-completionInfo-right {
 		background-color: var(--color-infobox-background);
+		min-width: 200px;
 	}
 }
 
diff --git a/packages/nodes-base/nodes/Airtable/v2/AirtableV2.node.ts b/packages/nodes-base/nodes/Airtable/v2/AirtableV2.node.ts
index 1fe3e9d0c51d1..4395f690ebc69 100644
--- a/packages/nodes-base/nodes/Airtable/v2/AirtableV2.node.ts
+++ b/packages/nodes-base/nodes/Airtable/v2/AirtableV2.node.ts
@@ -16,6 +16,7 @@ export class AirtableV2 implements INodeType {
 		this.description = {
 			...baseDescription,
 			...versionDescription,
+			usableAsTool: true,
 		};
 	}
 
diff --git a/packages/nodes-base/nodes/Airtable/v2/actions/record/Record.resource.ts b/packages/nodes-base/nodes/Airtable/v2/actions/record/Record.resource.ts
index 7c526bfa821cf..f9b5287f4b8e1 100644
--- a/packages/nodes-base/nodes/Airtable/v2/actions/record/Record.resource.ts
+++ b/packages/nodes-base/nodes/Airtable/v2/actions/record/Record.resource.ts
@@ -54,7 +54,7 @@ export const description: INodeProperties[] = [
 				action: 'Update record',
 			},
 		],
-		default: 'read',
+		default: 'get',
 		displayOptions: {
 			show: {
 				resource: ['record'],
diff --git a/packages/nodes-base/nodes/Baserow/Baserow.node.ts b/packages/nodes-base/nodes/Baserow/Baserow.node.ts
index 803a5710febdc..bb378a97daf66 100644
--- a/packages/nodes-base/nodes/Baserow/Baserow.node.ts
+++ b/packages/nodes-base/nodes/Baserow/Baserow.node.ts
@@ -41,6 +41,7 @@ export class Baserow implements INodeType {
 		},
 		inputs: [NodeConnectionType.Main],
 		outputs: [NodeConnectionType.Main],
+		usableAsTool: true,
 		credentials: [
 			{
 				name: 'baserowApi',
diff --git a/packages/nodes-base/nodes/EmailSend/v2/EmailSendV2.node.ts b/packages/nodes-base/nodes/EmailSend/v2/EmailSendV2.node.ts
index f2670607c3b91..13caad5b5d62f 100644
--- a/packages/nodes-base/nodes/EmailSend/v2/EmailSendV2.node.ts
+++ b/packages/nodes-base/nodes/EmailSend/v2/EmailSendV2.node.ts
@@ -22,6 +22,7 @@ const versionDescription: INodeTypeDescription = {
 	},
 	inputs: [NodeConnectionType.Main],
 	outputs: [NodeConnectionType.Main],
+	usableAsTool: true,
 	credentials: [
 		{
 			name: 'smtp',
diff --git a/packages/nodes-base/nodes/Google/Calendar/GoogleCalendar.node.ts b/packages/nodes-base/nodes/Google/Calendar/GoogleCalendar.node.ts
index dfdc9698b7473..aa3927e756be4 100644
--- a/packages/nodes-base/nodes/Google/Calendar/GoogleCalendar.node.ts
+++ b/packages/nodes-base/nodes/Google/Calendar/GoogleCalendar.node.ts
@@ -42,6 +42,7 @@ export class GoogleCalendar implements INodeType {
 		},
 		inputs: [NodeConnectionType.Main],
 		outputs: [NodeConnectionType.Main],
+		usableAsTool: true,
 		credentials: [
 			{
 				name: 'googleCalendarOAuth2Api',
diff --git a/packages/nodes-base/nodes/Google/Docs/GoogleDocs.node.ts b/packages/nodes-base/nodes/Google/Docs/GoogleDocs.node.ts
index 29089a9166512..2c5fb28682ee8 100644
--- a/packages/nodes-base/nodes/Google/Docs/GoogleDocs.node.ts
+++ b/packages/nodes-base/nodes/Google/Docs/GoogleDocs.node.ts
@@ -36,6 +36,7 @@ export class GoogleDocs implements INodeType {
 		},
 		inputs: [NodeConnectionType.Main],
 		outputs: [NodeConnectionType.Main],
+		usableAsTool: true,
 		credentials: [
 			{
 				name: 'googleApi',
diff --git a/packages/nodes-base/nodes/Google/Drive/v2/actions/versionDescription.ts b/packages/nodes-base/nodes/Google/Drive/v2/actions/versionDescription.ts
index 07d229714a0e2..003c3a087bb5a 100644
--- a/packages/nodes-base/nodes/Google/Drive/v2/actions/versionDescription.ts
+++ b/packages/nodes-base/nodes/Google/Drive/v2/actions/versionDescription.ts
@@ -19,6 +19,7 @@ export const versionDescription: INodeTypeDescription = {
 	},
 	inputs: [NodeConnectionType.Main],
 	outputs: [NodeConnectionType.Main],
+	usableAsTool: true,
 	credentials: [
 		{
 			name: 'googleApi',
diff --git a/packages/nodes-base/nodes/Google/Gmail/v2/GmailV2.node.ts b/packages/nodes-base/nodes/Google/Gmail/v2/GmailV2.node.ts
index aa1e1622da225..2e25b96c120fb 100644
--- a/packages/nodes-base/nodes/Google/Gmail/v2/GmailV2.node.ts
+++ b/packages/nodes-base/nodes/Google/Gmail/v2/GmailV2.node.ts
@@ -46,6 +46,7 @@ const versionDescription: INodeTypeDescription = {
 	},
 	inputs: [NodeConnectionType.Main],
 	outputs: [NodeConnectionType.Main],
+	usableAsTool: true,
 	credentials: [
 		{
 			name: 'googleApi',
diff --git a/packages/nodes-base/nodes/Google/Sheet/v2/actions/versionDescription.ts b/packages/nodes-base/nodes/Google/Sheet/v2/actions/versionDescription.ts
index 5ac6b0a1956bf..37c1b6c2ba9aa 100644
--- a/packages/nodes-base/nodes/Google/Sheet/v2/actions/versionDescription.ts
+++ b/packages/nodes-base/nodes/Google/Sheet/v2/actions/versionDescription.ts
@@ -17,6 +17,7 @@ export const versionDescription: INodeTypeDescription = {
 	},
 	inputs: [NodeConnectionType.Main],
 	outputs: [NodeConnectionType.Main],
+	usableAsTool: true,
 	hints: [
 		{
 			message:
diff --git a/packages/nodes-base/nodes/HackerNews/HackerNews.node.ts b/packages/nodes-base/nodes/HackerNews/HackerNews.node.ts
index 55ed1f47fa17e..d91fa35d44cee 100644
--- a/packages/nodes-base/nodes/HackerNews/HackerNews.node.ts
+++ b/packages/nodes-base/nodes/HackerNews/HackerNews.node.ts
@@ -24,6 +24,7 @@ export class HackerNews implements INodeType {
 		},
 		inputs: [NodeConnectionType.Main],
 		outputs: [NodeConnectionType.Main],
+		usableAsTool: true,
 		properties: [
 			// ----------------------------------
 			//         Resources
diff --git a/packages/nodes-base/nodes/Jira/Jira.node.ts b/packages/nodes-base/nodes/Jira/Jira.node.ts
index 8911daeb58d45..2c21328f78818 100644
--- a/packages/nodes-base/nodes/Jira/Jira.node.ts
+++ b/packages/nodes-base/nodes/Jira/Jira.node.ts
@@ -53,6 +53,7 @@ export class Jira implements INodeType {
 		},
 		inputs: [NodeConnectionType.Main],
 		outputs: [NodeConnectionType.Main],
+		usableAsTool: true,
 		credentials: [
 			{
 				name: 'jiraSoftwareCloudApi',
diff --git a/packages/nodes-base/nodes/Microsoft/Outlook/v2/actions/node.description.ts b/packages/nodes-base/nodes/Microsoft/Outlook/v2/actions/node.description.ts
index 439b2fdcb3b23..cbcc328fd0034 100644
--- a/packages/nodes-base/nodes/Microsoft/Outlook/v2/actions/node.description.ts
+++ b/packages/nodes-base/nodes/Microsoft/Outlook/v2/actions/node.description.ts
@@ -22,6 +22,7 @@ export const description: INodeTypeDescription = {
 	},
 	inputs: [NodeConnectionType.Main],
 	outputs: [NodeConnectionType.Main],
+	usableAsTool: true,
 	credentials: [
 		{
 			name: 'microsoftOutlookOAuth2Api',
diff --git a/packages/nodes-base/nodes/Microsoft/Sql/MicrosoftSql.node.ts b/packages/nodes-base/nodes/Microsoft/Sql/MicrosoftSql.node.ts
index 619ff95a335ac..4317dde0e45a5 100644
--- a/packages/nodes-base/nodes/Microsoft/Sql/MicrosoftSql.node.ts
+++ b/packages/nodes-base/nodes/Microsoft/Sql/MicrosoftSql.node.ts
@@ -37,6 +37,7 @@ export class MicrosoftSql implements INodeType {
 		},
 		inputs: [NodeConnectionType.Main],
 		outputs: [NodeConnectionType.Main],
+		usableAsTool: true,
 		parameterPane: 'wide',
 		credentials: [
 			{
diff --git a/packages/nodes-base/nodes/MongoDb/MongoDb.node.ts b/packages/nodes-base/nodes/MongoDb/MongoDb.node.ts
index b9c0a47bb22a9..756dd72deb0c7 100644
--- a/packages/nodes-base/nodes/MongoDb/MongoDb.node.ts
+++ b/packages/nodes-base/nodes/MongoDb/MongoDb.node.ts
@@ -45,6 +45,7 @@ export class MongoDb implements INodeType {
 		},
 		inputs: [NodeConnectionType.Main],
 		outputs: [NodeConnectionType.Main],
+		usableAsTool: true,
 		credentials: [
 			{
 				name: 'mongoDb',
diff --git a/packages/nodes-base/nodes/MySql/v2/actions/versionDescription.ts b/packages/nodes-base/nodes/MySql/v2/actions/versionDescription.ts
index 103d270cbf9e4..e655acf6f06a5 100644
--- a/packages/nodes-base/nodes/MySql/v2/actions/versionDescription.ts
+++ b/packages/nodes-base/nodes/MySql/v2/actions/versionDescription.ts
@@ -16,6 +16,7 @@ export const versionDescription: INodeTypeDescription = {
 	},
 	inputs: [NodeConnectionType.Main],
 	outputs: [NodeConnectionType.Main],
+	usableAsTool: true,
 	credentials: [
 		{
 			name: 'mySql',
diff --git a/packages/nodes-base/nodes/NocoDB/NocoDB.node.ts b/packages/nodes-base/nodes/NocoDB/NocoDB.node.ts
index 390c3e2791441..0cadbc5b1d6df 100644
--- a/packages/nodes-base/nodes/NocoDB/NocoDB.node.ts
+++ b/packages/nodes-base/nodes/NocoDB/NocoDB.node.ts
@@ -29,6 +29,7 @@ export class NocoDB implements INodeType {
 		},
 		inputs: [NodeConnectionType.Main],
 		outputs: [NodeConnectionType.Main],
+		usableAsTool: true,
 		credentials: [
 			{
 				name: 'nocoDb',
diff --git a/packages/nodes-base/nodes/Notion/v2/VersionDescription.ts b/packages/nodes-base/nodes/Notion/v2/VersionDescription.ts
index ff26f28735790..4114d681dbc31 100644
--- a/packages/nodes-base/nodes/Notion/v2/VersionDescription.ts
+++ b/packages/nodes-base/nodes/Notion/v2/VersionDescription.ts
@@ -26,6 +26,7 @@ export const versionDescription: INodeTypeDescription = {
 	},
 	inputs: [NodeConnectionType.Main],
 	outputs: [NodeConnectionType.Main],
+	usableAsTool: true,
 	credentials: [
 		{
 			name: 'notionApi',
diff --git a/packages/nodes-base/nodes/Postgres/v2/actions/versionDescription.ts b/packages/nodes-base/nodes/Postgres/v2/actions/versionDescription.ts
index 5abe6f913a1a2..c5e491159b0fb 100644
--- a/packages/nodes-base/nodes/Postgres/v2/actions/versionDescription.ts
+++ b/packages/nodes-base/nodes/Postgres/v2/actions/versionDescription.ts
@@ -16,6 +16,7 @@ export const versionDescription: INodeTypeDescription = {
 	},
 	inputs: [NodeConnectionType.Main],
 	outputs: [NodeConnectionType.Main],
+	usableAsTool: true,
 	credentials: [
 		{
 			name: 'postgres',
diff --git a/packages/nodes-base/nodes/Redis/Redis.node.ts b/packages/nodes-base/nodes/Redis/Redis.node.ts
index f547804b4fe2d..59d1582fdb309 100644
--- a/packages/nodes-base/nodes/Redis/Redis.node.ts
+++ b/packages/nodes-base/nodes/Redis/Redis.node.ts
@@ -29,6 +29,7 @@ export class Redis implements INodeType {
 		},
 		inputs: [NodeConnectionType.Main],
 		outputs: [NodeConnectionType.Main],
+		usableAsTool: true,
 		credentials: [
 			{
 				name: 'redis',
diff --git a/packages/nodes-base/nodes/Slack/V2/SlackV2.node.ts b/packages/nodes-base/nodes/Slack/V2/SlackV2.node.ts
index 14d62c697159f..7bde9cec1d107 100644
--- a/packages/nodes-base/nodes/Slack/V2/SlackV2.node.ts
+++ b/packages/nodes-base/nodes/Slack/V2/SlackV2.node.ts
@@ -39,6 +39,7 @@ export class SlackV2 implements INodeType {
 			},
 			inputs: [NodeConnectionType.Main],
 			outputs: [NodeConnectionType.Main],
+			usableAsTool: true,
 			credentials: [
 				{
 					name: 'slackApi',
diff --git a/packages/nodes-base/nodes/Supabase/Supabase.node.ts b/packages/nodes-base/nodes/Supabase/Supabase.node.ts
index 41b9a3760a629..929da0ad306bf 100644
--- a/packages/nodes-base/nodes/Supabase/Supabase.node.ts
+++ b/packages/nodes-base/nodes/Supabase/Supabase.node.ts
@@ -43,6 +43,7 @@ export class Supabase implements INodeType {
 		},
 		inputs: [NodeConnectionType.Main],
 		outputs: [NodeConnectionType.Main],
+		usableAsTool: true,
 		credentials: [
 			{
 				name: 'supabaseApi',
diff --git a/packages/nodes-base/nodes/Telegram/Telegram.node.ts b/packages/nodes-base/nodes/Telegram/Telegram.node.ts
index 6ecc26ed79709..5ae67465bf35c 100644
--- a/packages/nodes-base/nodes/Telegram/Telegram.node.ts
+++ b/packages/nodes-base/nodes/Telegram/Telegram.node.ts
@@ -10,8 +10,8 @@ import type {
 } from 'n8n-workflow';
 import { BINARY_ENCODING, NodeConnectionType, NodeOperationError } from 'n8n-workflow';
 
-import { addAdditionalFields, apiRequest, getPropertyName } from './GenericFunctions';
 import { appendAttributionOption } from '../../utils/descriptions';
+import { addAdditionalFields, apiRequest, getPropertyName } from './GenericFunctions';
 
 export class Telegram implements INodeType {
 	description: INodeTypeDescription = {
@@ -25,6 +25,7 @@ export class Telegram implements INodeType {
 		defaults: {
 			name: 'Telegram',
 		},
+		usableAsTool: true,
 		inputs: [NodeConnectionType.Main],
 		outputs: [NodeConnectionType.Main],
 		credentials: [
diff --git a/packages/nodes-base/nodes/WooCommerce/WooCommerce.node.ts b/packages/nodes-base/nodes/WooCommerce/WooCommerce.node.ts
index 055d6ea6abb6e..3fb4ac5830dd0 100644
--- a/packages/nodes-base/nodes/WooCommerce/WooCommerce.node.ts
+++ b/packages/nodes-base/nodes/WooCommerce/WooCommerce.node.ts
@@ -44,6 +44,7 @@ export class WooCommerce implements INodeType {
 		},
 		inputs: [NodeConnectionType.Main],
 		outputs: [NodeConnectionType.Main],
+		usableAsTool: true,
 		credentials: [
 			{
 				name: 'wooCommerceApi',
diff --git a/packages/workflow/src/NodeHelpers.ts b/packages/workflow/src/NodeHelpers.ts
index 701b50128c788..85431c6897fdb 100644
--- a/packages/workflow/src/NodeHelpers.ts
+++ b/packages/workflow/src/NodeHelpers.ts
@@ -359,7 +359,7 @@ const declarativeNodeOptionParameters: INodeProperties = {
 export function convertNodeToAiTool<
 	T extends object & { description: INodeTypeDescription | INodeTypeBaseDescription },
 >(item: T): T {
-	// quick helper function for typeguard down below
+	// quick helper function for type-guard down below
 	function isFullDescription(obj: unknown): obj is INodeTypeDescription {
 		return typeof obj === 'object' && obj !== null && 'properties' in obj;
 	}
@@ -368,9 +368,33 @@ export function convertNodeToAiTool<
 		item.description.name += 'Tool';
 		item.description.inputs = [];
 		item.description.outputs = [NodeConnectionType.AiTool];
-		item.description.displayName += ' Tool (wrapped)';
+		item.description.displayName += ' Tool';
 		delete item.description.usableAsTool;
+
+		const hasResource = item.description.properties.some((prop) => prop.name === 'resource');
+		const hasOperation = item.description.properties.some((prop) => prop.name === 'operation');
+
 		if (!item.description.properties.map((prop) => prop.name).includes('toolDescription')) {
+			const descriptionType: INodeProperties = {
+				displayName: 'Tool Description',
+				name: 'descriptionType',
+				type: 'options',
+				noDataExpression: true,
+				options: [
+					{
+						name: 'Set Automatically',
+						value: 'auto',
+						description: 'Automatically set based on resource and operation',
+					},
+					{
+						name: 'Set Manually',
+						value: 'manual',
+						description: 'Manually set the description',
+					},
+				],
+				default: 'auto',
+			};
+
 			const descProp: INodeProperties = {
 				displayName: 'Description',
 				name: 'toolDescription',
@@ -382,7 +406,29 @@ export function convertNodeToAiTool<
 					'Explain to the LLM what this tool does, a good, specific description would allow LLMs to produce expected results much more often',
 				placeholder: `e.g. ${item.description.description}`,
 			};
+
+			const noticeProp: INodeProperties = {
+				displayName: 'Use the expression {{ $fromAI() }} for any data to be filled by the model',
+				name: 'notice',
+				type: 'notice',
+				default: '',
+			};
+
 			item.description.properties.unshift(descProp);
+
+			// If node has resource or operation we can determine pre-populate tool description based on it
+			// so we add the descriptionType property as the first property
+			if (hasResource || hasOperation) {
+				item.description.properties.unshift(descriptionType);
+
+				descProp.displayOptions = {
+					show: {
+						descriptionType: ['manual'],
+					},
+				};
+			}
+
+			item.description.properties.unshift(noticeProp);
 		}
 	}
 
diff --git a/packages/workflow/src/WorkflowDataProxy.ts b/packages/workflow/src/WorkflowDataProxy.ts
index 1ceb62fb7b549..3cb7db901b976 100644
--- a/packages/workflow/src/WorkflowDataProxy.ts
+++ b/packages/workflow/src/WorkflowDataProxy.ts
@@ -961,6 +961,43 @@ export class WorkflowDataProxy {
 			return taskData.data!.main[previousNodeOutput]![pairedItem.item];
 		};
 
+		const handleFromAi = (
+			name: string,
+			_description?: string,
+			_type: string = 'string',
+			defaultValue?: unknown,
+		) => {
+			if (!name || name === '') {
+				throw new ExpressionError('Please provide a key', {
+					runIndex: that.runIndex,
+					itemIndex: that.itemIndex,
+				});
+			}
+			const nameValidationRegex = /^[a-zA-Z0-9_-]{0,64}$/;
+			if (!nameValidationRegex.test(name)) {
+				throw new ExpressionError(
+					'Invalid parameter key, must be between 1 and 64 characters long and only contain lowercase letters, uppercase letters, numbers, underscores, and hyphens',
+					{
+						runIndex: that.runIndex,
+						itemIndex: that.itemIndex,
+					},
+				);
+			}
+			const placeholdersDataInputData =
+				that.runExecutionData?.resultData.runData[that.activeNodeName]?.[0].inputOverride?.[
+					NodeConnectionType.AiTool
+				]?.[0]?.[0].json;
+
+			if (Boolean(!placeholdersDataInputData)) {
+				throw new ExpressionError('No execution data available', {
+					runIndex: that.runIndex,
+					itemIndex: that.itemIndex,
+					type: 'no_execution_data',
+				});
+			}
+			return placeholdersDataInputData?.[name] ?? defaultValue;
+		};
+
 		const base = {
 			$: (nodeName: string) => {
 				if (!nodeName) {
@@ -1303,6 +1340,10 @@ export class WorkflowDataProxy {
 				);
 				return dataProxy.getDataProxy();
 			},
+			$fromAI: handleFromAi,
+			// Make sure mis-capitalized $fromAI is handled correctly even though we don't auto-complete it
+			$fromai: handleFromAi,
+			$fromAi: handleFromAi,
 			$items: (nodeName?: string, outputIndex?: number, runIndex?: number) => {
 				if (nodeName === undefined) {
 					nodeName = (that.prevNodeGetter() as { name: string }).name;
diff --git a/packages/workflow/test/NodeHelpers.test.ts b/packages/workflow/test/NodeHelpers.test.ts
index f3ecc161ca376..81b7af5de6524 100644
--- a/packages/workflow/test/NodeHelpers.test.ts
+++ b/packages/workflow/test/NodeHelpers.test.ts
@@ -3660,7 +3660,7 @@ describe('NodeHelpers', () => {
 		it('should modify the name and displayName correctly', () => {
 			const result = convertNodeToAiTool(fullNodeWrapper);
 			expect(result.description.name).toBe('testNodeTool');
-			expect(result.description.displayName).toBe('Test Node Tool (wrapped)');
+			expect(result.description.displayName).toBe('Test Node Tool');
 		});
 
 		it('should update inputs and outputs', () => {
@@ -3685,19 +3685,6 @@ describe('NodeHelpers', () => {
 			expect(toolDescriptionProp?.default).toBe(fullNodeWrapper.description.description);
 		});
 
-		it('should not add toolDescription property if it already exists', () => {
-			const toolDescriptionProp: INodeProperties = {
-				displayName: 'Tool Description',
-				name: 'toolDescription',
-				type: 'string',
-				default: 'Existing description',
-			};
-			fullNodeWrapper.description.properties = [toolDescriptionProp];
-			const result = convertNodeToAiTool(fullNodeWrapper);
-			expect(result.description.properties).toHaveLength(1);
-			expect(result.description.properties[0]).toEqual(toolDescriptionProp);
-		});
-
 		it('should set codex categories correctly', () => {
 			const result = convertNodeToAiTool(fullNodeWrapper);
 			expect(result.description.codex).toEqual({
@@ -3718,8 +3705,102 @@ describe('NodeHelpers', () => {
 			};
 			fullNodeWrapper.description.properties = [existingProp];
 			const result = convertNodeToAiTool(fullNodeWrapper);
-			expect(result.description.properties).toHaveLength(2); // Existing prop + toolDescription
+			expect(result.description.properties).toHaveLength(3); // Existing prop + toolDescription + notice
 			expect(result.description.properties).toContainEqual(existingProp);
 		});
+
+		it('should handle nodes with resource property', () => {
+			const resourceProp: INodeProperties = {
+				displayName: 'Resource',
+				name: 'resource',
+				type: 'options',
+				options: [{ name: 'User', value: 'user' }],
+				default: 'user',
+			};
+			fullNodeWrapper.description.properties = [resourceProp];
+			const result = convertNodeToAiTool(fullNodeWrapper);
+			expect(result.description.properties[1].name).toBe('descriptionType');
+			expect(result.description.properties[2].name).toBe('toolDescription');
+			expect(result.description.properties[3]).toEqual(resourceProp);
+		});
+
+		it('should handle nodes with operation property', () => {
+			const operationProp: INodeProperties = {
+				displayName: 'Operation',
+				name: 'operation',
+				type: 'options',
+				options: [{ name: 'Create', value: 'create' }],
+				default: 'create',
+			};
+			fullNodeWrapper.description.properties = [operationProp];
+			const result = convertNodeToAiTool(fullNodeWrapper);
+			expect(result.description.properties[1].name).toBe('descriptionType');
+			expect(result.description.properties[2].name).toBe('toolDescription');
+			expect(result.description.properties[3]).toEqual(operationProp);
+		});
+
+		it('should handle nodes with both resource and operation properties', () => {
+			const resourceProp: INodeProperties = {
+				displayName: 'Resource',
+				name: 'resource',
+				type: 'options',
+				options: [{ name: 'User', value: 'user' }],
+				default: 'user',
+			};
+			const operationProp: INodeProperties = {
+				displayName: 'Operation',
+				name: 'operation',
+				type: 'options',
+				options: [{ name: 'Create', value: 'create' }],
+				default: 'create',
+			};
+			fullNodeWrapper.description.properties = [resourceProp, operationProp];
+			const result = convertNodeToAiTool(fullNodeWrapper);
+			expect(result.description.properties[1].name).toBe('descriptionType');
+			expect(result.description.properties[2].name).toBe('toolDescription');
+			expect(result.description.properties[3]).toEqual(resourceProp);
+			expect(result.description.properties[4]).toEqual(operationProp);
+		});
+
+		it('should handle nodes with empty properties', () => {
+			fullNodeWrapper.description.properties = [];
+			const result = convertNodeToAiTool(fullNodeWrapper);
+			expect(result.description.properties).toHaveLength(2);
+			expect(result.description.properties[1].name).toBe('toolDescription');
+		});
+
+		it('should handle nodes with existing codex property', () => {
+			fullNodeWrapper.description.codex = {
+				categories: ['Existing'],
+				subcategories: {
+					Existing: ['Category'],
+				},
+			};
+			const result = convertNodeToAiTool(fullNodeWrapper);
+			expect(result.description.codex).toEqual({
+				categories: ['AI'],
+				subcategories: {
+					AI: ['Tools'],
+					Tools: ['Other Tools'],
+				},
+			});
+		});
+
+		it('should handle nodes with very long names', () => {
+			fullNodeWrapper.description.name = 'veryLongNodeNameThatExceedsNormalLimits'.repeat(10);
+			fullNodeWrapper.description.displayName =
+				'Very Long Node Name That Exceeds Normal Limits'.repeat(10);
+			const result = convertNodeToAiTool(fullNodeWrapper);
+			expect(result.description.name.endsWith('Tool')).toBe(true);
+			expect(result.description.displayName.endsWith('Tool')).toBe(true);
+		});
+
+		it('should handle nodes with special characters in name and displayName', () => {
+			fullNodeWrapper.description.name = 'special@#$%Node';
+			fullNodeWrapper.description.displayName = 'Special @#$% Node';
+			const result = convertNodeToAiTool(fullNodeWrapper);
+			expect(result.description.name).toBe('special@#$%NodeTool');
+			expect(result.description.displayName).toBe('Special @#$% Node Tool');
+		});
 	});
 });