This workflow follows the Agent → OpenAI Embeddings recipe pattern — see all workflows that pair these two integrations.
The workflow JSON
Copy or download the full n8n JSON below. Paste it into a new n8n workflow, add your credentials, activate. Full import guide →
{
"name": "AI powered triage agent",
"nodes": [
{
"parameters": {
"rules": {
"values": [
{
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"leftValue": "={{ $json.labels[0].name }}",
"rightValue": "bug",
"operator": {
"type": "string",
"operation": "contains"
},
"id": "********-****-****-****-************"
}
],
"combinator": "and"
},
"renameOutput": true,
"outputKey": "Bug Report"
},
{
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"id": "********-****-****-****-************",
"leftValue": "={{ $json.labels[0].name }}",
"rightValue": "enhancement",
"operator": {
"type": "string",
"operation": "contains"
}
}
],
"combinator": "and"
},
"renameOutput": true,
"outputKey": "Feature Request"
}
]
},
"options": {
"fallbackOutput": "extra"
}
},
"type": "n8n-nodes-base.switch",
"typeVersion": 3.2,
"position": [
-816,
288
],
"id": "********-****-****-****-************",
"name": "Switch"
},
{
"parameters": {},
"type": "n8n-nodes-base.manualTrigger",
"typeVersion": 1,
"position": [
-1264,
208
],
"id": "********-****-****-****-************",
"name": "When clicking \u2018Execute workflow\u2019"
},
{
"parameters": {
"jsCode": "// Process all incoming issues and return one output per input item.\nconst items = $input.all();\n\n// ---------- helpers ----------\nconst safe = (v, fb = \"\u2014\") => (v === 0 || (v && v !== \"\")) ? v : fb;\n\nconst getRepoFullName = (repositoryUrl) => {\n // e.g., https://api.github.com/repos/owner/repo\n const m = String(repositoryUrl || \"\").match(/repos\\/([^/]+)\\/([^/]+)/i);\n return m ? `${m[1]}/${m[2]}` : null;\n};\n\nconst getRepoHtmlUrl = (fullName) => (fullName ? `https://github.com/${fullName}` : null);\n\nconst truncate = (text, max = 500) => {\n if (!text) return null;\n const trimmed = String(text).replace(/\\s+/g, \" \").trim();\n return trimmed.length <= max ? trimmed : trimmed.slice(0, max - 1) + \"\u2026\";\n};\n\nconst formatDate = (iso) => {\n if (!iso) return \"\u2014\";\n try {\n const d = new Date(iso);\n return d.toISOString().replace(\"T\", \" \").replace(\"Z\", \" UTC\");\n } catch {\n return iso;\n }\n};\n\nconst sumReactions = (reactionsObj) => {\n if (!reactionsObj || typeof reactionsObj !== \"object\") return 0;\n const keys = [\"+1\", \"-1\", \"laugh\", \"hooray\", \"confused\", \"heart\", \"rocket\", \"eyes\"];\n return keys.reduce((acc, k) => acc + (Number(reactionsObj[k]) || 0), 0);\n};\n\n// Build blocks for a single issue JSON (shape = your GitHub issue object)\nconst buildBlocks = (issue) => {\n const title = safe(issue.title, \"Untitled issue\");\n const number = safe(issue.number, \"\u2014\");\n const state = safe(issue.state, \"\u2014\");\n const issueUrl = issue.html_url || \"https://github.com\";\n const createdAt = formatDate(issue.created_at);\n const updatedAt = formatDate(issue.updated_at);\n const reporter = (issue.user && issue.user.login) ? issue.user.login : \"unknown\";\n const labels = Array.isArray(issue.labels) ? issue.labels : [];\n const labelsText = labels.length ? labels.map(l => `\\`${l.name}\\``).join(\" \") : \"\u2014\";\n const reactions = sumReactions(issue.reactions);\n const repoFull = getRepoFullName(issue.repository_url);\n const repoHtml = getRepoHtmlUrl(repoFull);\n const bodyPreview = truncate(issue.body, 600);\n\n const blocks = [];\n\n // Header\n blocks.push({\n type: \"header\",\n text: { type: \"plain_text\", text: `\ud83d\udc1b Bug #${number}: ${title}`, emoji: true }\n });\n\n // Repo + Reporter\n blocks.push({\n type: \"section\",\n fields: [\n { type: \"mrkdwn\", text: `*Repository:*\\n${repoHtml ? `<${repoHtml}|${repoFull}>` : safe(repoFull)}` },\n { type: \"mrkdwn\", text: `*Submitted By:*\\n${reporter}` }\n ]\n });\n\n // Labels + State\n blocks.push({\n type: \"section\",\n fields: [\n { type: \"mrkdwn\", text: `*Labels:*\\n${labelsText}` },\n { type: \"mrkdwn\", text: `*State:*\\n${String(state).toUpperCase()}` }\n ]\n });\n\n // Timestamps + Reactions\n blocks.push({\n type: \"context\",\n elements: [\n { type: \"mrkdwn\", text: `*Created:* ${createdAt}` },\n { type: \"mrkdwn\", text: `*Updated:* ${updatedAt}` },\n { type: \"mrkdwn\", text: `*Reactions:* ${reactions}` }\n ]\n });\n\n // Body preview\n if (bodyPreview) {\n blocks.push({ type: \"divider\" });\n blocks.push({\n type: \"section\",\n text: { type: \"mrkdwn\", text: `*Description*\\n${bodyPreview}` }\n });\n }\n\n // Actions\n blocks.push({\n type: \"actions\",\n elements: [\n { type: \"button\", text: { type: \"plain_text\", text: \"View Issue\" }, url: issueUrl, style: \"primary\" },\n ...(repoHtml ? [{ type: \"button\", text: { type: \"plain_text\", text: \"View Repo\" }, url: repoHtml }] : [])\n ]\n });\n\n return { text: `Bug #${number}: ${title}`, blocks };\n};\n\n// ---------- map over all inputs ----------\nreturn items.map((it) => {\n const issue = it?.json || {};\n const payload = buildBlocks(issue);\n return {\n json: {\n text: payload.text, // nice fallback for Slack\n slackBlock: { blocks: payload.blocks } // keep your existing shape\n }\n };\n});\n"
},
"type": "n8n-nodes-base.code",
"typeVersion": 2,
"position": [
-592,
112
],
"id": "********-****-****-****-************",
"name": "Code"
},
{
"parameters": {
"resource": "boardItem",
"boardId": "BOARD_ID",
"groupId": "topics",
"name": "={{ $json.text }}",
"additionalFields": {
"columnValues": "{\n\"column_id\": \"color_mkv9qp71\", \"value\": \"Medium\"\n}"
}
},
"type": "n8n-nodes-base.mondayCom",
"typeVersion": 1,
"position": [
-368,
208
],
"id": "********-****-****-****-************",
"name": "Create an item in a board's group"
},
{
"parameters": {
"operation": "update",
"documentURL": "=DOCUMENT_URL",
"actionsUi": {
"actionFields": [
{
"action": "insert",
"text": "=- BUG: {{ $('Code').item.json.text }} | Task ID: {{ $json.id }} \n"
}
]
}
},
"type": "n8n-nodes-base.googleDocs",
"typeVersion": 2,
"position": [
64,
0
],
"id": "********-****-****-****-************",
"name": "Update a document"
},
{
"parameters": {
"select": "user",
"user": {
"__rl": true,
"value": "SLACK_USER_ID",
"mode": "id"
},
"text": "=A new issue: {{ $json.title }} has been reported by {{ $json.user.login\n}}",
"otherOptions": {}
},
"type": "n8n-nodes-base.slack",
"typeVersion": 2.3,
"position": [
-592,
304
],
"id": "********-****-****-****-************",
"name": "Feature Request"
},
{
"parameters": {
"select": "user",
"user": {
"__rl": true,
"value": "SLACK_USER_ID",
"mode": "id"
},
"text": "=A new issue: {{ $json.title }} has been reported by {{ $json.user.login\n}}",
"otherOptions": {}
},
"type": "n8n-nodes-base.slack",
"typeVersion": 2.3,
"position": [
-592,
496
],
"id": "********-****-****-****-************",
"name": "Unclassified"
},
{
"parameters": {
"select": "user",
"user": {
"__rl": true,
"value": "SLACK_USER_ID",
"mode": "id"
},
"messageType": "block",
"blocksUi": "={{ $json.slackBlock }}",
"text": "={{ $json.text }}",
"otherOptions": {}
},
"type": "n8n-nodes-base.slack",
"typeVersion": 2.3,
"position": [
-368,
16
],
"id": "********-****-****-****-************",
"name": "Bug report"
},
{
"parameters": {
"owner": {
"__rl": true,
"value": "https://github.com/StilyanaK",
"mode": "url"
},
"repository": {
"__rl": true,
"value": "https://github.com/StilyanaK/test-repo",
"mode": "url"
},
"events": [
"issues"
],
"options": {}
},
"type": "n8n-nodes-base.githubTrigger",
"typeVersion": 1,
"position": [
-1040,
400
],
"id": "********-****-****-****-************",
"name": "Github Trigger",
"credentials": {
"githubApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"resource": "repository",
"owner": {
"__rl": true,
"value": "StilyanaK",
"mode": "name"
},
"repository": {
"__rl": true,
"value": "test-repo",
"mode": "name"
},
"limit": 1,
"getRepositoryIssuesFilters": {}
},
"type": "n8n-nodes-base.github",
"typeVersion": 1.1,
"position": [
-1040,
208
],
"id": "********-****-****-****-************",
"name": "Get issues of a repository",
"credentials": {
"githubApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"promptType": "define",
"text": "=You are an expert engineering assistant working with two tools\n- a vector search over GitHub issues\n- a get_on_call_engineer function to get the oncall engineer \n\n## Retrieval rules\n- Generate 2\u20134 focused queries from the bug title/body (error strings, components, versions).\n- **Group (de-duplicate) by issue ID** using the `metadata.id` field. \n- For each remaining candidate, read its metadata: include **title** and **id** (and **url** if available). If a `state` field is present, report it as **Open/Closed**; otherwise say \"Unknown\". Do not guess.\n\n## Priority rubric\n- High: customer-visible outage, data loss, security issue, crash loop, or blocks many users / critical workflow / regression in latest release.\n- Medium: important but has a workaround, limited scope, or non-critical component.\n- Low: cosmetic, docs-only, or minor edge case.\n\n## Oncall lookup\n- Use the get_on_call_engineer tool to find out who is on call\n\n## Output format\nReturn **only** valid JSON with exactly three keys:\n- \"analysis\": a concise explanation and, if any, a bullet list of unique potential duplicates formatted as:\n `- <Title> \u2014 <ID> \u2014 <Status>`\n Optionally append URL if present in metadata.\n- \"priority\": one of \"High\", \"Medium\", or \"Low\".\n- \"oncall\": the output of the get_on_call_engineer function\n\n## Constraints\n- Do not include anything outside the JSON object.\n- Keep analysis factual and grounded in retrieved items; do not fabricate titles, IDs, URLs, or statuses.\n- If no close duplicates remain after de-duplication, state: \"No close duplicates found.\"\n\nBug title: {{ $('When Executed by Another Workflow').item.json.title }}\nBug body: {{ $('When Executed by Another Workflow').item.json.body }}",
"options": {}
},
"type": "@n8n/n8n-nodes-langchain.agent",
"typeVersion": 3.1,
"position": [
-16,
400
],
"id": "********-****-****-****-************",
"name": "AI Agent"
},
{
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-5-mini"
},
"builtInTools": {},
"options": {}
},
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"typeVersion": 1.3,
"position": [
-144,
624
],
"id": "********-****-****-****-************",
"name": "OpenAI Chat Model",
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"method": "POST",
"url": "https://api.monday.com/v2",
"authentication": "predefinedCredentialType",
"nodeCredentialType": "mondayComApi",
"sendBody": true,
"bodyParameters": {
"parameters": [
{
"name": "query",
"value": "=mutation ChangeStatus{\n change_simple_column_value(\n board_id: BOARD_ID\n item_id: {{ $('Create an item in a board\\'s group').item.json.id }}\n column_id: \"color_mkv9qp71\"\n value: \"{{ $json.output.parseJson().oncall }}\"\n ) {\n id\n }\n}"
},
{
"name": "query",
"value": "=mutation AssignPerson {\n change_simple_column_value(\n board_id: BOARD_ID\n item_id: {{ $('Create an item in a board\\'s group').item.json.id }}\n column_id: \"person\"\n value: \"{{ $json.output.parseJson().oncall }}\"\n ) {\n id\n }\n}"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.httpRequest",
"typeVersion": 4.4,
"position": [
480,
400
],
"id": "********-****-****-****-************",
"name": "Set Item Priority",
"credentials": {
"mondayComApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"mode": "retrieve-as-tool",
"toolDescription": "Retrieve semantically similar GitHub issues from a vector store.\n\nInput:\n- query (string, required) \u2013 bug title/body text.\n\nOutput: \n- array of JSON results\n\nUsage notes:\n- Use the URL (e.g., repo#number) to group results and avoid duplicates.\n- Use state if present (Open/Closed); don\u2019t guess if missing.",
"memoryKey": {
"__rl": true,
"mode": "list",
"value": "vector_store_key"
},
"topK": 3
},
"type": "@n8n/n8n-nodes-langchain.vectorStoreInMemory",
"typeVersion": 1.3,
"position": [
-16,
624
],
"id": "********-****-****-****-************",
"name": "Simple Vector Store"
},
{
"parameters": {
"options": {}
},
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"typeVersion": 1.2,
"position": [
64,
832
],
"id": "********-****-****-****-************",
"name": "Embeddings OpenAI",
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"endpointUrl": "http://localhost:5678/mcp/MCP_ENDPOINT",
"authentication": "headerAuth",
"include": "selected",
"includeTools": "get_on_call_engineer",
"options": {}
},
"type": "@n8n/n8n-nodes-langchain.mcpClientTool",
"typeVersion": 1.2,
"position": [
272,
624
],
"id": "********-****-****-****-************",
"name": "MCP Client",
"credentials": {
"httpHeaderAuth": {
"name": "<your credential>"
}
}
}
],
"connections": {
"Switch": {
"main": [
[
{
"node": "Code",
"type": "main",
"index": 0
}
],
[
{
"node": "Feature Request",
"type": "main",
"index": 0
}
],
[
{
"node": "Unclassified",
"type": "main",
"index": 0
}
]
]
},
"When clicking \u2018Execute workflow\u2019": {
"main": [
[
{
"node": "Get issues of a repository",
"type": "main",
"index": 0
}
]
]
},
"Code": {
"main": [
[
{
"node": "Bug report",
"type": "main",
"index": 0
},
{
"node": "Create an item in a board's group",
"type": "main",
"index": 0
}
]
]
},
"Create an item in a board's group": {
"main": [
[
{
"node": "Update a document",
"type": "main",
"index": 0
},
{
"node": "AI Agent",
"type": "main",
"index": 0
}
]
]
},
"Github Trigger": {
"main": [
[
{
"node": "Switch",
"type": "main",
"index": 0
}
]
]
},
"Get issues of a repository": {
"main": [
[
{
"node": "Switch",
"type": "main",
"index": 0
}
]
]
},
"AI Agent": {
"main": [
[
{
"node": "Set Item Priority",
"type": "main",
"index": 0
}
]
]
},
"OpenAI Chat Model": {
"ai_languageModel": [
[
{
"node": "AI Agent",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Simple Vector Store": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"Embeddings OpenAI": {
"ai_embedding": [
[
{
"node": "Simple Vector Store",
"type": "ai_embedding",
"index": 0
}
]
]
},
"MCP Client": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
}
},
"active": false,
"settings": {
"executionOrder": "v1",
"binaryMode": "separate"
},
"versionId": "********-****-****-****-************",
"id": "INSTANCE_ID",
"tags": []
}
Credentials you'll need
Each integration node will prompt for credentials when you import. We strip credential IDs before publishing — you'll add your own.
githubApihttpHeaderAuthmondayComApiopenAiApi
Pro
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About this workflow
AI powered triage agent. Uses mondayCom, googleDocs, slack, githubTrigger. Event-driven trigger; 16 nodes.
Source: https://github.com/StilyanaKaleeva/n8n-ai-powered-bug-management-agent/blob/master/workflow/ai-powered-bug-management-agent.json — original creator credit. Request a take-down →
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