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fix: AI-tool validation follow-ups from the 2.31.3 update review (czlonkowski#953czlonkowski#956) (czlonkowski#962)
* fix: resolve AI-tool validation follow-ups (czlonkowski#953, czlonkowski#954, czlonkowski#955, czlonkowski#956) Four fixes to AI-tool validation, filed as follow-up issues from the czlonkowski#952 review: - validate_workflow no longer rejects vector-store nodes wired to an AI Agent in retrieve-as-tool mode (czlonkowski#953). The database stores each node's raw outputs expression, so validateAIToolSource now recognises an output that exists only for particular parameter values by scanning that expression for ai_tool, instead of maintaining a list of the nodes that declare one. Covers all vector stores in 2.31.3, including vectorStoreInMemory, which the issue's 12-node list missed. When the expression gates the output on mode retrieve-as-tool and the node's mode is a different literal (or unset), a AI_TOOL_MODE_MISMATCH warning explains the fix instead of a false INVALID_AI_TOOL_SOURCE. - Community AI-tool detection no longer infers capability from the node name (czlonkowski#954). The substring test flagged any package containing "ai" - 901 of 1,455 community rows. Detection now accepts a declared usableAsTool (any non-false value, matching the core parser's object- form handling) or the codex AI category, which stays as a labelled inference because community metadata often omits usableAsTool. get_node reports the provenance in a new aiToolFlagSource field, and list_ai_tools describes the flag honestly. Community data refreshed: 853 of 1,457 rows remain flagged, from declared or codex signals. - The "Community node used as an AI tool" warning now means it (czlonkowski#955). It keyed community status on package !== 'n8n-nodes-base', sweeping in first-party @n8n/n8n-nodes-langchain, and it inspected the target of the ai_tool connection - always the AI Agent itself - so every agent workflow warned about "Community node AI Agent". The check now tests the database's community flag on the connection's source (the tool node), and get_node's requiresEnvironmentVariable follows the same flag instead of !isAITool && package-name. - The AI Agent systemMessage advisory reads options.systemMessage, where the node actually stores it (czlonkowski#956). The old top-level read made the "has no systemMessage" notice fire unconditionally and left the too-short check unreachable; the top-level path is kept as a fallback. Also removes getNodeAsToolInfo and getAIToolExamples: dead code (no dispatch path reaches them) carrying the same package-name assumption. Conceived by Romuald Członkowski - www.aiadvisors.pl/en 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> * refactor: simplify the follow-up fixes after review pass Named booleans for the community AI-tool detection, hoisted flags and an extracted validateConditionalAIToolMode in the workflow validator, and a flattened aiToolFlagSource derivation. No behavior change; suites pinned by the previous commit still pass. Conceived by Romuald Członkowski - www.aiadvisors.pl/en 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> * fix: address review findings on the conditional ai_tool mode check - mode: null now counts as unset rather than falling through the staticness test unwarned - an exported workflow can carry the null. - The warn-on-unset path no longer assumes the default mode: it reads the expression's own ?? '<default>' fallback and stays silent when the default is retrieve-as-tool or unidentifiable. - The community-notice test also pins that no INVALID_AI_TOOL_SOURCE error accompanies the notice for a declared-usableAsTool tool. Conceived by Romuald Członkowski - www.aiadvisors.pl/en 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> * chore: bump version to 2.66.2 and update changelog Conceived by Romuald Członkowski - www.aiadvisors.pl/en 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> * fix: address Copilot review comments - The systemMessage too-short advisory skips expressions - their length says nothing about the resolved prompt. - The AI_TOOL_MODE_MISMATCH message keys "mode is not set" on the computed isUnset rather than truthiness, so an empty-string mode is reported as the value it is. - list_ai_tools requirements.nodeProperty no longer claims every listed node declares usableAsTool: true. Conceived by Romuald Członkowski - www.aiadvisors.pl/en 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> * fix: address Codex review findings - A community tool the bundled database does not know keeps the env-var notice, recognised by its package-qualified non-core type - the old target-side check emitted it for that case by accident, the source-side move had silently dropped it. - aiToolFlagSource's community value is named for what it means: declared-or-ai-category. Ingestion collapses the two signals into one flag, and the label no longer implies otherwise. - findConditionalAIToolExpression accepts a bare-string outputs value - community ingestion stores nodeDesc.outputs verbatim, without the array wrap core parsing applies. - The permissive-scan trade-off is documented at the accept site, and the stale ai_tool statistics test now wires the tool as the source. Not adopted from the review: extending the scan to per-node output semantics (Code node outputs config) - under-warning beats the false error this replaced; and list_ai_tools is not dead code - the mcp-tools-engine embedding API calls it. Conceived by Romuald Członkowski - www.aiadvisors.pl/en 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> * fix: scope the list_ai_tools env-var requirement to community nodes Copilot re-review: requirements.environmentVariable read as a blanket requirement; only community packages need it. Conceived by Romuald Członkowski - www.aiadvisors.pl/en 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> * test: give the conditional-outputs repo mock a getAllNodes stub Copilot re-review: the unknown-node test satisfied the validator's repository surface via a caught TypeError in NodeSimilarityService. Conceived by Romuald Członkowski - www.aiadvisors.pl/en 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> * refactor: extract pushCommunityToolUsageWarning Copilot re-review: the warning payload was constructed in two branches and could drift. Conceived by Romuald Członkowski - www.aiadvisors.pl/en 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> * fix: address Copilot round-six comments - The findConditionalAIToolExpression JSDoc sits above the method it documents again; the warning helper had landed between them. - The ai_tool connection-statistics test uses a langchain tool as the source and pins the absence of INVALID_AI_TOOL_SOURCE, keeping it a pure positive-path test; the invalid-source case stays pinned in the Tool Variant Validation suite. Not adopted: trimming before the systemMessage expression check - n8n treats only values starting exactly with '=' as expressions, so a leading-whitespace variant reaches the model as literal text and the too-short advisory firing on it is correct. Conceived by Romuald Członkowski - www.aiadvisors.pl/en 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> * docs: list all four accept paths in the validateAIToolSource JSDoc Copilot re-review: the "valid sources" list predated the conditional outputs and isAITool paths. Conceived by Romuald Członkowski - www.aiadvisors.pl/en 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> --------- Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
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CHANGELOG.md

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## [Unreleased]
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## [2.66.2] - 2026-07-27
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### Fixed
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- **Vector stores in `retrieve-as-tool` mode validate as AI tools (#953).** n8n's vector-store nodes expose an `ai_tool` output only when `mode` is `retrieve-as-tool`, but `validate_workflow` resolved ai_tool sources against a fixed node list and rejected the connection with `INVALID_AI_TOOL_SOURCE`. The database stores each node's raw outputs expression, so the validator now recognises an output that exists only for particular parameter values by scanning that expression — covering every vector store in 2.31.3 without maintaining a list. When the node's `mode` is a different literal (or unset, so the default `retrieve` applies), a new `AI_TOOL_MODE_MISMATCH` warning names the parameter to change instead of a false error.
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- **Community AI-tool detection no longer infers capability from the node name (#954).** Any package whose name contained the letters "ai" — `n8n-nodes-raia`, `@firefliesai/n8n-nodes-fireflies` — was flagged `is_ai_tool`, 901 of 1,455 community rows in total. Detection now requires a declared `usableAsTool` (any non-`false` value, matching the core parser's handling of the object form) or the package's codex AI category, which stays as a labelled inference because community metadata often omits `usableAsTool`. `get_node` reports the provenance in a new `aiToolFlagSource` field, and the community data was refreshed: 853 of 1,457 rows remain flagged, all from declared or codex signals.
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- **The "Community node used as an AI tool" warning now describes a community node (#955).** It defined community as `package !== 'n8n-nodes-base'` — sweeping in first-party `@n8n/n8n-nodes-langchain` — and it inspected the target of the `ai_tool` connection, which is always the AI Agent, so essentially every agent workflow warned that "Community node \"AI Agent\"" needed `N8N_COMMUNITY_PACKAGES_ALLOW_TOOL_USAGE=true`. The check now tests the database's community flag on the connection's source — the tool node — and `get_node`'s `requiresEnvironmentVariable` follows the same flag instead of the AI-tool flag and a package-name test. A community tool the bundled database does not know (a user-installed package) keeps the notice, recognised by its package-qualified type.
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- **The AI Agent `systemMessage` advisory reads the parameter where n8n stores it (#956).** The check read `parameters.systemMessage`, but the node keeps it under `options`, so "has no systemMessage" fired on every agent regardless of configuration — and an agent following the advice by setting the top-level field saw the message persist. The too-short check, previously unreachable, now runs as intended. The top-level read is kept as a fallback.
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- Removed `getNodeAsToolInfo` and `getAIToolExamples` from the MCP server: dead code with no dispatch path, carrying the same package-name assumption as #955.
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## [2.66.1] - 2026-07-26
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### Changed

README.md

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[![Docker](https://img.shields.io/badge/docker-ghcr.io%2Fczlonkowski%2Fn8n--mcp-green.svg)](https://github.com/czlonkowski/n8n-mcp/pkgs/container/n8n-mcp)
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[![Deploy on Railway](https://railway.com/button.svg)](https://railway.com/deploy/n8n-mcp?referralCode=n8n-mcp)
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A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to n8n node documentation, properties, and operations. Deploy in minutes to give Claude and other AI assistants deep knowledge about n8n's 2,283 workflow automation nodes (828 core + 1,455 community).
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A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to n8n node documentation, properties, and operations. Deploy in minutes to give Claude and other AI assistants deep knowledge about n8n's 2,285 workflow automation nodes (828 core + 1,457 community).
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## Overview
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n8n-MCP serves as a bridge between n8n's workflow automation platform and AI models, enabling them to understand and work with n8n nodes effectively. It provides structured access to:
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- **2,283 n8n nodes** - 828 core nodes + 1,455 community nodes (1,295 verified)
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- **2,285 n8n nodes** - 828 core nodes + 1,457 community nodes (1,295 verified)
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- **Node properties** - 99% coverage with detailed schemas
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- **Node operations** - 66.5% coverage of available actions
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- **Documentation** - 86% coverage from official n8n docs (including AI nodes)

data/nodes.db

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package-lock.json

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package.json

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{
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"name": "n8n-mcp",
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"version": "2.66.1",
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"version": "2.66.2",
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"description": "Integration between n8n workflow automation and Model Context Protocol (MCP)",
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"main": "dist/index.js",
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"types": "dist/index.d.ts",

src/community/community-node-service.ts

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nodeType = nodeType.replace('n8n-nodes-preview-', 'n8n-nodes-');
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}
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// Determine if it's an AI tool
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const isAITool =
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nodeDesc.usableAsTool === true ||
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nodeDesc.codex?.categories?.includes('AI') ||
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attributes.name?.toLowerCase().includes('ai');
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// n8n types usableAsTool as `true | UsableAsToolDescription`, so any value
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// other than false/absent is a declared capability, matching the core parser.
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// The codex AI category stays as an inference because community metadata
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// often omits usableAsTool. The node's name is never a signal: "ai" as a
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// substring matches packages like fireflies*ai* that are not tools (#954).
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const usableAsTool = nodeDesc.usableAsTool;
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const declaresToolUse =
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usableAsTool !== undefined && usableAsTool !== null && usableAsTool !== false;
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const hasAICategory = nodeDesc.codex?.categories?.includes('AI') ?? false;
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const isAITool = declaresToolUse || hasAICategory;
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return {
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// Core ParsedNode fields

src/mcp/server.ts

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throw new Error(`Node ${nodeType} not found`);
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}
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// Add AI tool capabilities information with null safety
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// N8N_COMMUNITY_PACKAGES_ALLOW_TOOL_USAGE gates community packages being
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// used as tools at all, so the requirement follows the community flag -
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// not the AI-tool flag (which can be inferred, #954) and not a package-name
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// test (which would sweep in first-party @n8n/* packages, #955).
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const isCommunityNode = node.isCommunity ?? false;
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const isMarkedAsAITool = node.isAITool ?? false;
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// Built-in flags come from the declared usableAsTool property. Community
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// ingestion collapses a declared usableAsTool and the package's codex AI
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// category into one flag, so for community nodes the two are not
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// distinguishable after the fact - the value says exactly that.
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let aiToolFlagSource: string | null = null;
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if (isMarkedAsAITool) {
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aiToolFlagSource = isCommunityNode ? 'declared-or-ai-category' : 'declared-property';
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}
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const aiToolCapabilities = {
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canBeUsedAsTool: true, // Any node can be used as a tool in n8n
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hasUsableAsToolProperty: node.isAITool ?? false,
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requiresEnvironmentVariable: !(node.isAITool ?? false) && node.package !== 'n8n-nodes-base',
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hasUsableAsToolProperty: isMarkedAsAITool,
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aiToolFlagSource,
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requiresEnvironmentVariable: isCommunityNode,
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toolConnectionType: 'ai_tool',
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commonToolUseCases: this.getCommonAIToolUseCases(node.nodeType),
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environmentRequirement: node.package && node.package !== 'n8n-nodes-base' ?
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'N8N_COMMUNITY_PACKAGES_ALLOW_TOOL_USAGE=true' :
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null
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environmentRequirement: isCommunityNode
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? 'N8N_COMMUNITY_PACKAGES_ALLOW_TOOL_USAGE=true'
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: null
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};
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// Process outputs to provide clear mapping with null safety
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tools,
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totalCount: tools.length,
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requirements: {
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environmentVariable: 'N8N_COMMUNITY_PACKAGES_ALLOW_TOOL_USAGE=true',
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nodeProperty: 'usableAsTool: true',
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environmentVariable: 'N8N_COMMUNITY_PACKAGES_ALLOW_TOOL_USAGE=true (community nodes only; built-in tools need no environment variable)',
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nodeProperty: 'usableAsTool (declared; community nodes may instead carry the codex AI category)',
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},
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usage: {
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description: 'These nodes have the usableAsTool property set to true, making them optimized for AI agent usage.',
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description: 'These nodes are marked as AI tools. For built-in nodes this reflects a declared usableAsTool property; for community nodes it can also be inferred from the package\'s AI category, since community metadata often omits the property.',
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note: 'ANY node in n8n can be used as an AI tool by connecting it to the ai_tool port of an AI Agent node.',
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examples: [
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'Regular nodes like Slack, Google Sheets, or HTTP Request can be used as tools',
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};
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private async getNodeAsToolInfo(nodeType: string): Promise<any> {
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await this.ensureInitialized();
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if (!this.repository) throw new Error('Repository not initialized');
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// Get node info
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const normalizedType = NodeTypeNormalizer.normalizeToFullForm(nodeType);
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let node = this.repository.getNode(normalizedType);
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if (!node && normalizedType !== nodeType) {
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node = this.repository.getNode(nodeType);
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}
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if (!node) {
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const alternatives = getNodeTypeAlternatives(normalizedType);
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for (const alt of alternatives) {
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const found = this.repository!.getNode(alt);
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if (found) {
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node = found;
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break;
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}
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}
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}
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if (!node) {
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throw new Error(`Node ${nodeType} not found`);
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}
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// Determine common AI tool use cases based on node type
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const commonUseCases = this.getCommonAIToolUseCases(node.nodeType);
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const aiToolCapabilities = {
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canBeUsedAsTool: true, // In n8n, ANY node can be used as a tool when connected to AI Agent
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hasUsableAsToolProperty: node.isAITool,
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requiresEnvironmentVariable: !node.isAITool && node.package !== 'n8n-nodes-base',
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connectionType: 'ai_tool',
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commonUseCases,
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requirements: {
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connection: 'Connect to the "ai_tool" port of an AI Agent node',
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environment: node.package !== 'n8n-nodes-base' ?
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'Set N8N_COMMUNITY_PACKAGES_ALLOW_TOOL_USAGE=true for community nodes' :
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'No special environment variables needed for built-in nodes'
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},
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examples: this.getAIToolExamples(node.nodeType),
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tips: [
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'Give the tool a clear, descriptive name in the AI Agent settings',
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'Write a detailed tool description to help the AI understand when to use it',
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'Test the node independently before connecting it as a tool',
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node.isAITool ?
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'This node is optimized for AI tool usage' :
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'This is a regular node that can be used as an AI tool'
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]
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return {
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workflowNodeType: getWorkflowNodeType(node.package, node.nodeType),
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displayName: node.displayName,
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description: node.description,
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isMarkedAsAITool: node.isAITool,
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aiToolCapabilities
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};
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}
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private getOutputDescriptions(nodeType: string, outputName: string, index: number): { description: string, connectionGuidance: string } {
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if (nodeType === 'nodes-base.splitInBatches') {
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return undefined;
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private getAIToolExamples(nodeType: string): any {
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const exampleMap: Record<string, any> = {
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'nodes-base.slack': {
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toolName: 'Send Slack Message',
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toolDescription: 'Sends a message to a specified Slack channel or user. Use this to notify team members about important events or results.',
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nodeConfig: {
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resource: 'message',
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operation: 'post',
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channel: '={{ $fromAI("channel", "The Slack channel to send to, e.g. #general") }}',
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text: '={{ $fromAI("message", "The message content to send") }}'
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}
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},
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'nodes-base.googleSheets': {
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toolName: 'Update Google Sheet',
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toolDescription: 'Reads or updates data in a Google Sheets spreadsheet. Use this to log information, retrieve data, or update records.',
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nodeConfig: {
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operation: 'append',
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sheetId: 'your-sheet-id',
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range: 'A:Z',
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dataMode: 'autoMap'
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}
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},
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'nodes-base.httpRequest': {
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toolName: 'Call API',
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toolDescription: 'Makes HTTP requests to external APIs. Use this to fetch data, trigger webhooks, or integrate with any web service.',
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nodeConfig: {
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method: '={{ $fromAI("method", "HTTP method: GET, POST, PUT, DELETE") }}',
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url: '={{ $fromAI("url", "The complete API endpoint URL") }}',
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sendBody: true,
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bodyContentType: 'json',
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jsonBody: '={{ $fromAI("body", "Request body as JSON object") }}'
4168-
}
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}
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};
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// Check for exact match or partial match
4173-
for (const [key, example] of Object.entries(exampleMap)) {
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if (nodeType.includes(key)) {
4175-
return example;
4176-
}
4177-
}
4178-
4179-
// Generic example
4180-
return {
4181-
toolName: 'Custom Tool',
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toolDescription: 'Performs specific operations. Describe what this tool does and when to use it.',
4183-
nodeConfig: {
4184-
note: 'Configure the node based on its specific requirements'
4185-
}
4186-
};
4187-
}
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private async validateNodeMinimal(nodeType: string, config: Record<string, any>): Promise<any> {
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await this.ensureInitialized();
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if (!this.repository) throw new Error('Repository not initialized');

src/services/ai-node-validator.ts

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}
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// 4. Check system message (RECOMMENDED)
243-
if (!node.parameters.systemMessage) {
243+
// The AI Agent stores systemMessage under options; the top-level read is kept
244+
// as a fallback for typeVersions that placed it there.
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const systemMessage =
246+
node.parameters.options?.systemMessage ?? node.parameters.systemMessage;
247+
if (!systemMessage) {
244248
issues.push({
245249
severity: 'info',
246250
nodeId: node.id,
247251
nodeName: node.name,
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message: `AI Agent "${node.name}" has no systemMessage. Consider adding one to define the agent's role, capabilities, and constraints.`
249253
});
250-
} else if (node.parameters.systemMessage.trim().length < MIN_SYSTEM_MESSAGE_LENGTH) {
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} else if (
255+
typeof systemMessage === 'string' &&
256+
// An expression's length says nothing about the resolved prompt
257+
!systemMessage.startsWith('=') &&
258+
systemMessage.trim().length < MIN_SYSTEM_MESSAGE_LENGTH
259+
) {
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issues.push({
252261
severity: 'info',
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nodeId: node.id,

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