n8n/packages/core/src/CreateNodeAsTool.ts

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import { DynamicStructuredTool } from '@langchain/core/tools';
import type { IExecuteFunctions, INodeParameters, INodeType } from 'n8n-workflow';
import { jsonParse, NodeConnectionType, NodeOperationError } from 'n8n-workflow';
import { z } from 'zod';
type AllowedTypes = 'string' | 'number' | 'boolean' | 'json';
interface FromAIArgument {
key: string;
description?: string;
type?: AllowedTypes;
defaultValue?: string | number | boolean | Record<string, unknown>;
}
/**
* AIParametersParser
*
* This class encapsulates the logic for parsing node parameters, extracting $fromAI calls,
* generating Zod schemas, and creating LangChain tools.
*/
class AIParametersParser {
private ctx: IExecuteFunctions;
/**
* Constructs an instance of AIParametersParser.
* @param ctx The execution context.
*/
constructor(ctx: IExecuteFunctions) {
this.ctx = ctx;
}
/**
* Generates a Zod schema based on the provided FromAIArgument placeholder.
* @param placeholder The FromAIArgument object containing key, type, description, and defaultValue.
* @returns A Zod schema corresponding to the placeholder's type and constraints.
*/
private generateZodSchema(placeholder: FromAIArgument): z.ZodTypeAny {
let schema: z.ZodTypeAny;
switch (placeholder.type?.toLowerCase()) {
case 'string':
schema = z.string();
break;
case 'number':
schema = z.number();
break;
case 'boolean':
schema = z.boolean();
break;
case 'json':
schema = z.record(z.any());
break;
default:
schema = z.string();
}
if (placeholder.description) {
schema = schema.describe(`${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;
}
/**
* 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;
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;
}
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, '\\');
}
return trimmed;
});
const type = cleanArgs?.[2] || 'string';
if (!['string', 'number', 'boolean', 'json'].includes(type.toLowerCase())) {
throw new NodeOperationError(this.ctx.getNode(), `Invalid type: ${type}`);
}
return {
key: cleanArgs[0] || '',
description: cleanArgs[1],
type: (cleanArgs?.[2] ?? 'string') as AllowedTypes,
defaultValue: this.parseDefaultValue(cleanArgs[3]),
};
}
/**
* 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;
}
}
/**
* 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;
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: ${operation}`;
}
return description.trim();
}
if (nodeParameters.descriptionType === 'manual') {
return manualDescription ?? node.description.description;
}
return node.description.description;
}
/**
* Creates a DynamicStructuredTool from a node.
* @param node The node type.
* @param nodeParameters The parameters of the node.
* @returns A DynamicStructuredTool instance.
*/
public createTool(node: INodeType, nodeParameters: INodeParameters): DynamicStructuredTool {
const collectedArguments: FromAIArgument[] = [];
this.traverseNodeParameters(nodeParameters, collectedArguments);
// Validate each collected argument
const nameValidationRegex = /^[a-zA-Z0-9_-]{1,64}$/;
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',
});
}
if (keyMap.has(argument.key)) {
// If the key already exists in the Map
const existingArg = keyMap.get(argument.key)!;
// 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);
}
}
// Remove duplicate keys, latest occurrence takes precedence
const uniqueArgsMap = collectedArguments.reduce((map, arg) => {
map.set(arg.key, arg);
return map;
}, new Map<string, FromAIArgument>());
const uniqueArguments = Array.from(uniqueArgsMap.values());
// 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;
}
}
/**
* 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 createNodeAsTool(
ctx: IExecuteFunctions,
node: INodeType,
nodeParameters: INodeParameters,
) {
const parser = new AIParametersParser(ctx);
return {
response: parser.createTool(node, nodeParameters),
};
}