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297 lines
10 KiB
TypeScript
297 lines
10 KiB
TypeScript
/**
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* @module NodeAsTool
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* @description This module converts n8n nodes into LangChain tools by analyzing node parameters,
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* identifying placeholders, and generating a Zod schema. It then creates a DynamicStructuredTool
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* that can be used in LangChain workflows.
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*
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* General approach:
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* 1. Recursively traverse node parameters to find placeholders, including in nested structures
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* 2. Generate a Zod schema based on these placeholders, preserving the nested structure
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* 3. Create a DynamicStructuredTool with the schema and a function that executes the n8n node
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*
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* Example:
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* - Node parameters:
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* {
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* "inputText": "{{ '__PLACEHOLDER: Enter main text to process' }}",
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* "options": {
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* "language": "{{ '__PLACEHOLDER: Specify language' }}",
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* "advanced": {
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* "maxLength": "{{ '__PLACEHOLDER: Enter maximum length' }}"
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* }
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* }
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* }
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*
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* - Generated Zod schema:
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* z.object({
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* "inputText": z.string().describe("Enter main text to process"),
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* "options__language": z.string().describe("Specify language"),
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* "options__advanced__maxLength": z.string().describe("Enter maximum length")
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* }).required()
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*
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* - Resulting tool can be called with:
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* {
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* "inputText": "Hello, world!",
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* "options__language": "en",
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* "options__advanced__maxLength": "100"
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* }
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*
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* Note: Nested properties are flattened with double underscores in the schema,
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* but the tool reconstructs the original nested structure when executing the node.
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*/
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import { DynamicStructuredTool } from '@langchain/core/tools';
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import {
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NodeConnectionType,
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type IExecuteFunctions,
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type INodeParameters,
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type INodeType,
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} from 'n8n-workflow';
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import { z } from 'zod';
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/** Represents a nested object structure */
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type NestedObject = { [key: string]: unknown };
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/**
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* Encodes a dot-notated key to a format safe for use as an object key.
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* @param {string} key - The dot-notated key to encode.
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* @returns {string} The encoded key.
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*/
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function encodeDotNotation(key: string): string {
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// Replace dots with double underscores, then handle special case for '__value' for complicated params
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return key.replace(/\./g, '__').replace('__value', '');
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}
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/**
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* Decodes an encoded key back to its original dot-notated form.
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* @param {string} key - The encoded key to decode.
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* @returns {string} The decoded, dot-notated key.
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*/
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function decodeDotNotation(key: string): string {
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// Simply replace double underscores with dots
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return key.replace(/__/g, '.');
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}
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/**
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* Recursively traverses an object to find placeholder values.
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* @param {NestedObject} obj - The object to traverse.
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* @param {string[]} path - The current path in the object.
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* @param {Map<string, string>} results - Map to store found placeholders.
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* @returns {Map<string, string>} Updated map of placeholders.
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*/
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function traverseObject(
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obj: NestedObject,
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path: string[] = [],
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results: Map<string, string> = new Map(),
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): Map<string, string> {
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for (const [key, value] of Object.entries(obj)) {
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const currentPath = [...path, key];
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const fullPath = currentPath.join('.');
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if (typeof value === 'string' && value.startsWith("{{ '__PLACEHOLDER")) {
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// Store placeholder values with their full path
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results.set(encodeDotNotation(fullPath), value);
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} else if (Array.isArray(value)) {
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// Recursively traverse arrays
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// eslint-disable-next-line @typescript-eslint/no-use-before-define
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traverseArray(value, currentPath, results);
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} else if (typeof value === 'object' && value !== null) {
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// Recursively traverse nested objects, but only if they're not empty
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if (Object.keys(value).length > 0) {
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traverseObject(value as NestedObject, currentPath, results);
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}
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}
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}
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return results;
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}
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/**
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* Recursively traverses an array to find placeholder values.
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* @param {unknown[]} arr - The array to traverse.
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* @param {string[]} path - The current path in the array.
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* @param {Map<string, string>} results - Map to store found placeholders.
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*/
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function traverseArray(arr: unknown[], path: string[], results: Map<string, string>): void {
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arr.forEach((item, index) => {
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const currentPath = [...path, index.toString()];
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const fullPath = currentPath.join('.');
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if (typeof item === 'string' && item.startsWith("{{ '__PLACEHOLDER")) {
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// Store placeholder values with their full path
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results.set(encodeDotNotation(fullPath), item);
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} else if (Array.isArray(item)) {
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// Recursively traverse nested arrays
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traverseArray(item, currentPath, results);
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} else if (typeof item === 'object' && item !== null) {
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// Recursively traverse nested objects
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traverseObject(item as NestedObject, currentPath, results);
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}
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});
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}
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/**
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* Builds a nested object structure from matching keys and their values.
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* @param {string} baseKey - The base key to start building from.
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* @param {string[]} matchingKeys - Array of matching keys.
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* @param {Record<string, string>} values - Object containing values for the keys.
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* @returns {Record<string, unknown>} The built nested object structure.
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*/
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function buildStructureFromMatches(
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baseKey: string,
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matchingKeys: string[],
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values: Record<string, string>,
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): Record<string, unknown> {
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const result = {};
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for (const matchingKey of matchingKeys) {
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const decodedKey = decodeDotNotation(matchingKey);
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// Extract the part of the key after the base key
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const remainingPath = decodedKey
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.slice(baseKey.length)
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.split('.')
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.filter((k) => k !== '');
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let current: Record<string, unknown> = result;
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// Build the nested structure
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for (let i = 0; i < remainingPath.length - 1; i++) {
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if (!(remainingPath[i] in current)) {
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current[remainingPath[i]] = {};
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}
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current = current[remainingPath[i]] as Record<string, unknown>;
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}
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// Set the value at the deepest level
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const lastKey = remainingPath[remainingPath.length - 1];
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current[lastKey ?? matchingKey] = values[matchingKey];
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}
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// If no nested structure was created, return the direct value
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return Object.keys(result).length === 0 ? values[encodeDotNotation(baseKey)] : result;
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}
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/**
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* Extracts the description from a placeholder string.
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* @param {string} value - The placeholder string.
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* @returns {string} The extracted description or a default message.
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*/
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function extractPlaceholderDescription(value: string): string {
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const match = value.match(/{{ '__PLACEHOLDER:\s*(.+?)\s*' }}/);
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return match ? match[1] : 'No description provided';
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}
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/**
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* Creates a DynamicStructuredTool from an n8n node.
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* @param {INodeType} node - The n8n node to convert.
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* @param {IExecuteFunctions} ctx - The execution context.
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* @param {INodeParameters} nodeParameters - The node parameters.
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* @returns {DynamicStructuredTool} The created tool.
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*/
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export function createNodeAsTool(
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node: INodeType,
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ctx: IExecuteFunctions,
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nodeParameters: INodeParameters,
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): DynamicStructuredTool {
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// Find all placeholder values in the node parameters
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const placeholderValues = traverseObject(nodeParameters);
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// Generate Zod schema from placeholder values
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const schemaObj: { [key: string]: z.ZodString } = {};
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for (const [key, value] of placeholderValues.entries()) {
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const description = extractPlaceholderDescription(value);
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schemaObj[key] = z.string().describe(description);
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}
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const schema = z.object(schemaObj).required();
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// Get the tool description from node parameters or use the default
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const toolDescription = ctx.getNodeParameter(
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'toolDescription',
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0,
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node.description.description,
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) as string;
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type GetNodeParameterMethod = IExecuteFunctions['getNodeParameter'];
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const tool = new DynamicStructuredTool({
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name: node.description.name,
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description: toolDescription ? toolDescription : node.description.description,
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schema,
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func: async (functionArgs: z.infer<typeof schema>) => {
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// Create a proxy for ctx to soft-override parameters with values from the LLM
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const ctxProxy = new Proxy(ctx, {
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get(target: IExecuteFunctions, prop: string | symbol, receiver: unknown) {
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if (prop === 'getNodeParameter') {
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// Override getNodeParameter method
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// eslint-disable-next-line @typescript-eslint/unbound-method
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return new Proxy(target.getNodeParameter, {
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apply(
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targetMethod: GetNodeParameterMethod,
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thisArg: unknown,
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argumentsList: Parameters<GetNodeParameterMethod>,
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): ReturnType<GetNodeParameterMethod> {
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const [key] = argumentsList;
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if (typeof key !== 'string') {
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// If key is not a string, use the original method
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return Reflect.apply(targetMethod, thisArg, argumentsList);
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}
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const encodedKey = encodeDotNotation(key);
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// Check if the full key or any more specific key is a placeholder
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const matchingKeys = Array.from(placeholderValues.keys()).filter((k) =>
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k.startsWith(encodedKey),
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);
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if (matchingKeys.length > 0) {
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// If there are matching keys, build the structure using args
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const res = buildStructureFromMatches(encodedKey, matchingKeys, functionArgs);
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// Return either the specific value or the entire built structure
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return res?.[decodeDotNotation(key)] ?? res;
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}
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// If no placeholder is found, use the original function
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return Reflect.apply(targetMethod, thisArg, argumentsList);
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},
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});
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}
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// eslint-disable-next-line @typescript-eslint/no-unsafe-return
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return Reflect.get(target, prop, receiver);
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},
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});
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// Add input data to the context
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ctxProxy.addInputData(NodeConnectionType.AiTool, [[{ json: functionArgs }]]);
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// Execute the node with the proxied context
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const result = await node.execute?.bind(ctxProxy)();
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// Process and map the results
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const mappedResults = result?.[0]?.flatMap((item) => item.json);
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// Add output data to the context
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ctxProxy.addOutputData(NodeConnectionType.AiTool, 0, [
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[{ json: { response: mappedResults } }],
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]);
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// Return the stringified results
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return JSON.stringify(mappedResults);
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},
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});
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return tool;
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}
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/**
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* Asynchronously creates a DynamicStructuredTool from an n8n node.
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* @param {IExecuteFunctions} ctx - The execution context.
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* @param {INodeType} node - The n8n node to convert.
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* @param {INodeParameters} nodeParameters - The node parameters.
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* @returns {Promise<{response: DynamicStructuredTool}>} A promise that resolves to an object containing the created tool.
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*/
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export function getNodeAsTool(
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ctx: IExecuteFunctions,
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node: INodeType,
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nodeParameters: INodeParameters,
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) {
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return {
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response: createNodeAsTool(node, ctx, nodeParameters),
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};
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}
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