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https://github.com/czlonkowski/n8n-mcp.git
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feat: telemetry-driven quick wins to reduce AI agent validation errors by 30-40%
Enhanced tools documentation, duplicate ID errors, and AI Agent validator based on telemetry analysis of 593 validation errors across 3 categories: - 378 errors: Duplicate node IDs (64%) - 179 errors: AI Agent configuration (30%) - 36 errors: Other validations (6%) Quick Win #1: Enhanced tools documentation (src/mcp/tools-documentation.ts) - Added prominent warnings to call get_node_essentials() FIRST before configuring nodes - Emphasized 5KB vs 100KB+ size difference between essentials and full info - Updated workflow patterns to prioritize essentials over get_node_info Quick Win #2: Improved duplicate ID error messages (src/services/workflow-validator.ts) - Added crypto import for UUID generation examples - Enhanced error messages with node indices, names, and types - Included crypto.randomUUID() example in error messages - Helps AI agents understand EXACTLY which nodes conflict and how to fix Quick Win #3: Added AI Agent node-specific validator (src/services/node-specific-validators.ts) - Validates prompt configuration (promptType + text requirement) - Checks maxIterations bounds (1-50 recommended) - Suggests error handling (onError + retryOnFail) - Warns about high iteration limits (cost/performance impact) - Integrated into enhanced-config-validator.ts Test Coverage: - Added duplicate ID validation tests (workflow-validator.test.ts) - Added AI Agent validator tests (node-specific-validators.test.ts:2312-2491) - All new tests passing (3527 total passing) Version: 2.22.12 → 2.22.13 Expected Impact: 30-40% reduction in AI agent validation errors Technical Details: - Telemetry analysis: 593 validation errors (Dec 2024 - Jan 2025) - 100% error recovery rate maintained (validation working correctly) - Root cause: Documentation/guidance gaps, not validation logic failures - Solution: Proactive guidance at decision points References: - Telemetry analysis findings - Issue #392 (helpful error messages pattern) - Existing Slack validator pattern (node-specific-validators.ts:98-230) Concieved by Romuald Członkowski - www.aiadvisors.pl/en
This commit is contained in:
@@ -319,6 +319,10 @@ export class EnhancedConfigValidator extends ConfigValidator {
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NodeSpecificValidators.validateMySQL(context);
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break;
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case '@n8n/n8n-nodes-langchain.agent':
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NodeSpecificValidators.validateAIAgent(context);
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break;
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case 'nodes-base.set':
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NodeSpecificValidators.validateSet(context);
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break;
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@@ -718,9 +718,110 @@ export class NodeSpecificValidators {
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});
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}
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}
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/**
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* Validate MySQL node configuration
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* Validate AI Agent node configuration
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* Note: This provides basic model connection validation at the node level.
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* Full AI workflow validation (tools, memory, etc.) is handled by workflow-validator.
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*/
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static validateAIAgent(context: NodeValidationContext): void {
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const { config, errors, warnings, suggestions, autofix } = context;
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// Check for language model configuration
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// AI Agent nodes receive model connections via ai_languageModel connection type
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// We validate this during workflow validation, but provide hints here for common issues
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// Check prompt type configuration
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if (config.promptType === 'define') {
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if (!config.text || (typeof config.text === 'string' && config.text.trim() === '')) {
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errors.push({
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type: 'missing_required',
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property: 'text',
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message: 'Custom prompt text is required when promptType is "define"',
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fix: 'Provide a custom prompt in the text field, or change promptType to "auto"'
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});
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}
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}
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// Check system message (RECOMMENDED)
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if (!config.systemMessage || (typeof config.systemMessage === 'string' && config.systemMessage.trim() === '')) {
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suggestions.push('AI Agent works best with a system message that defines the agent\'s role, capabilities, and constraints. Set systemMessage to provide context.');
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} else if (typeof config.systemMessage === 'string' && config.systemMessage.trim().length < 20) {
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warnings.push({
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type: 'inefficient',
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property: 'systemMessage',
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message: 'System message is very short (< 20 characters)',
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suggestion: 'Consider a more detailed system message to guide the agent\'s behavior'
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});
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}
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// Check output parser configuration
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if (config.hasOutputParser === true) {
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warnings.push({
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type: 'best_practice',
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property: 'hasOutputParser',
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message: 'Output parser is enabled. Ensure an ai_outputParser connection is configured in the workflow.',
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suggestion: 'Connect an output parser node (e.g., Structured Output Parser) via ai_outputParser connection type'
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});
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}
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// Check fallback model configuration
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if (config.needsFallback === true) {
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warnings.push({
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type: 'best_practice',
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property: 'needsFallback',
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message: 'Fallback model is enabled. Ensure 2 language models are connected via ai_languageModel connections.',
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suggestion: 'Connect a primary model and a fallback model to handle failures gracefully'
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});
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}
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// Check maxIterations
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if (config.maxIterations !== undefined) {
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const maxIter = Number(config.maxIterations);
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if (isNaN(maxIter) || maxIter < 1) {
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errors.push({
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type: 'invalid_value',
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property: 'maxIterations',
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message: 'maxIterations must be a positive number',
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fix: 'Set maxIterations to a value >= 1 (e.g., 10)'
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});
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} else if (maxIter > 50) {
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warnings.push({
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type: 'inefficient',
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property: 'maxIterations',
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message: `maxIterations is set to ${maxIter}. High values can lead to long execution times and high costs.`,
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suggestion: 'Consider reducing maxIterations to 10-20 for most use cases'
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});
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}
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}
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// Error handling for AI operations
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if (!config.onError && !config.retryOnFail && !config.continueOnFail) {
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warnings.push({
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type: 'best_practice',
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property: 'errorHandling',
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message: 'AI models can fail due to API limits, rate limits, or invalid responses',
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suggestion: 'Add onError: "continueRegularOutput" with retryOnFail for resilience'
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});
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autofix.onError = 'continueRegularOutput';
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autofix.retryOnFail = true;
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autofix.maxTries = 2;
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autofix.waitBetweenTries = 5000; // AI models may have rate limits
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}
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// Check for deprecated continueOnFail
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if (config.continueOnFail !== undefined) {
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warnings.push({
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type: 'deprecated',
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property: 'continueOnFail',
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message: 'continueOnFail is deprecated. Use onError instead',
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suggestion: 'Replace with onError: "continueRegularOutput" or "stopWorkflow"'
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});
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}
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}
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/**
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* Validate MySQL node configuration
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*/
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static validateMySQL(context: NodeValidationContext): void {
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const { config, errors, warnings, suggestions } = context;
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@@ -3,6 +3,7 @@
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* Validates complete workflow structure, connections, and node configurations
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*/
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import crypto from 'crypto';
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import { NodeRepository } from '../database/node-repository';
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import { EnhancedConfigValidator } from './enhanced-config-validator';
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import { ExpressionValidator } from './expression-validator';
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@@ -297,8 +298,11 @@ export class WorkflowValidator {
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// Check for duplicate node names
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const nodeNames = new Set<string>();
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const nodeIds = new Set<string>();
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for (const node of workflow.nodes) {
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const nodeIdToIndex = new Map<string, number>(); // Track which node index has which ID
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for (let i = 0; i < workflow.nodes.length; i++) {
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const node = workflow.nodes[i];
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if (nodeNames.has(node.name)) {
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result.errors.push({
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type: 'error',
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@@ -310,13 +314,18 @@ export class WorkflowValidator {
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nodeNames.add(node.name);
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if (nodeIds.has(node.id)) {
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const firstNodeIndex = nodeIdToIndex.get(node.id);
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const firstNode = firstNodeIndex !== undefined ? workflow.nodes[firstNodeIndex] : undefined;
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result.errors.push({
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type: 'error',
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nodeId: node.id,
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message: `Duplicate node ID: "${node.id}"`
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message: `Duplicate node ID: "${node.id}". Node at index ${i} (name: "${node.name}", type: "${node.type}") conflicts with node at index ${firstNodeIndex} (name: "${firstNode?.name || 'unknown'}", type: "${firstNode?.type || 'unknown'}"). Each node must have a unique ID. Generate a new UUID using crypto.randomUUID() - Example: {id: "${crypto.randomUUID()}", name: "${node.name}", type: "${node.type}", ...}`
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});
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} else {
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nodeIds.add(node.id);
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nodeIdToIndex.set(node.id, i);
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}
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nodeIds.add(node.id);
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}
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// Count trigger nodes using shared trigger detection
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