Workflow: Manual N8N Automation

Workflow Details

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    "nodes": [
        {
            "id": "382dddd4-da50-49fa-90a2-f7d6d160afdf",
            "name": "When clicking \"Test workflow\"",
            "type": "n8n-nodes-base.manualTrigger",
            "position": [
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                280
            ],
            "parameters": [],
            "typeVersion": 1
        },
        {
            "id": "efa8f415-62f7-43b3-a76a-a2eabf779cb8",
            "name": "Map Workflows & Credentials",
            "type": "n8n-nodes-base.set",
            "position": [
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                280
            ],
            "parameters": {
                "options": [],
                "assignments": {
                    "assignments": [
                        {
                            "id": "0fd19a68-c561-4cc2-94d6-39848977e6d2",
                            "name": "workflow_id",
                            "type": "string",
                            "value": "={{ $json.id }}"
                        },
                        {
                            "id": "a81f9e6f-9c78-4c3d-9b79-e820f8c5ba29",
                            "name": "workflow_name",
                            "type": "string",
                            "value": "={{ $json.name }}"
                        },
                        {
                            "id": "58ab0f2f-7598-48de-bea1-f3373c5731fe",
                            "name": "credentials",
                            "type": "array",
                            "value": "={{ $json.nodes.map(node => node.credentials).compact().reduce((acc,cred) => { const keys = Object.keys(cred); const items = keys.map(key => ({ type: key, ...cred[key] })); acc.push(...items); return acc; }, []) }}"
                        }
                    ]
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            "name": "Sticky Note",
            "type": "n8n-nodes-base.stickyNote",
            "position": [
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            ],
            "parameters": {
                "width": 216,
                "height": 299.5627392903071495311451144516468048095703125,
                "content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n### \ud83d\udea8Required\nYou'll need an n8n API key. Note: available workflows will be scoped to your key."
            },
            "typeVersion": 1
        },
        {
            "id": "cf04eff5-12b2-42fb-9089-2d0c992af1b8",
            "name": "Save to Database",
            "type": "n8n-nodes-base.code",
            "position": [
                1540,
                280
            ],
            "parameters": {
                "language": "python",
                "pythonCode": "import json\nimport sqlite3\ncon = sqlite3.connect(\"n8n_workflow_credentials.db\")\n\ncur = con.cursor()\ncur.execute(\"CREATE TABLE IF NOT EXISTS n8n_workflow_credentials (workflow_id TEXT PRIMARY KEY, workflow_name TEXT, credentials TEXT);\")\n\nfor item in _input.all():\n cur.execute('INSERT OR REPLACE INTO n8n_workflow_credentials VALUES(?,?,?)', (\n item.json.workflow_id,\n item.json.workflow_name,\n json.dumps(item.json.credentials.to_py())\n ))\n\ncon.commit()\ncon.close()\n\nreturn [{ \"affected_rows\": len(_input.all()) }]"
            },
            "typeVersion": 2
        },
        {
            "id": "7e32cf83-0498-4666-8677-7fd32eec779c",
            "name": "Chat Trigger",
            "type": "@n8n\/n8n-nodes-langchain.chatTrigger",
            "position": [
                1880,
                280
            ],
            "webhookId": "993ce267-a1e5-4657-a38c-08f86715063d",
            "parameters": [],
            "typeVersion": 1
        },
        {
            "id": "8c37f2ae-192b-4f98-a6fa-5aabf870e9e0",
            "name": "Query Workflow Credentials Database",
            "type": "@n8n\/n8n-nodes-langchain.toolCode",
            "position": [
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            ],
            "parameters": {
                "name": "query_workflow_credentials_database",
                "language": "python",
                "pythonCode": "import json\nimport sqlite3\ncon = sqlite3.connect(\"n8n_workflow_credentials.db\")\n\ncur = con.cursor()\nres = cur.execute(query);\n\noutput = json.dumps(res.fetchall())\n\ncon.close()\nreturn output;",
                "description": "Call this tool to query the workflow credentials database. The database is already set. The available tables are as follows:\n* n8n_workflow_credentials (workflow_id TEXT PRIMARY KEY, workflow_name TEXT, credentials TEXT);\n * n8n_workflow_credentials.credentials are stored as json string and the app name may be obscured. Prefer querying using the %LIKE% operation for best results.\n\nPass a SQL SELECT query to this tool for the available tables."
            },
            "typeVersion": 1.100000000000000088817841970012523233890533447265625
        },
        {
            "id": "60b2ab16-dc7c-4cb8-a58f-696f721b8d6f",
            "name": "OpenAI Chat Model",
            "type": "@n8n\/n8n-nodes-langchain.lmChatOpenAi",
            "position": [
                2060,
                440
            ],
            "parameters": {
                "options": []
            },
            "credentials": {
                "openAiApi": {
                    "id": "8gccIjcuf3gvaoEr",
                    "name": "OpenAi account"
                }
            },
            "typeVersion": 1
        },
        {
            "id": "adf576c1-ddb0-4fef-980c-5b485a3204f2",
            "name": "Window Buffer Memory",
            "type": "@n8n\/n8n-nodes-langchain.memoryBufferWindow",
            "position": [
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            "parameters": [],
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        },
        {
            "id": "4335b038-3e9f-4173-986d-cabdb87cc0b4",
            "name": "Sticky Note1",
            "type": "n8n-nodes-base.stickyNote",
            "position": [
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                100
            ],
            "parameters": {
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                "width": 930.84022215613731532357633113861083984375,
                "height": 488.88055088570587258800514973700046539306640625,
                "content": "## Step 1. Store Workflows Credential Mappings to Database\n\nWe'll achieve this by querying n8n's built-in API to query all workflows, extract the credentials list from the nodes within and then store them in a SQLite database. Don't worry, the actual credential data won't be exposed! For the database, we'll abuse the fact that the code node is able to create Sqlite databases - however, this is created in memory and will be wiped if the n8n instance is restarted."
            },
            "typeVersion": 1
        },
        {
            "id": "c1f557ee-1176-4f3e-8431-d162f1a59990",
            "name": "Sticky Note2",
            "type": "n8n-nodes-base.stickyNote",
            "position": [
                1820,
                100
            ],
            "parameters": {
                "color": 7,
                "width": 688.650729069320505004725418984889984130859375,
                "height": 527.3794193342486096298671327531337738037109375,
                "content": "## Step 2. Use Agent as Search Interface\n\nInstead of building a form interface like a regular person, we'll just use an AI tools agent who is given aaccess to perform queries on our database. You can ask it things like \"which workflows are using slack + airtable + googlesheets?\""
            },
            "typeVersion": 1
        },
        {
            "id": "9bdc3fa9-d4a0-4040-bb32-6c76aaca3ad9",
            "name": "Workflow Credentials Helper Agent",
            "type": "@n8n\/n8n-nodes-langchain.agent",
            "position": [
                2080,
                280
            ],
            "parameters": {
                "options": {
                    "systemMessage": "=You help find information on n8n workflow credentials. When user mentions an app, assume they mean the workflow credential for the app.\n* Only if the user requests to provide a link to the workflow, replace $workflow_id with the workflow id in the following url schema: {{ window.location.protocol + '\/\/' + window.location.host }}\/workflow\/$workflow_id"
                }
            },
            "typeVersion": 1.600000000000000088817841970012523233890533447265625
        },
        {
            "id": "ff39f504-9953-47c9-81eb-3146dfd6c8c5",
            "name": "Sticky Note4",
            "type": "n8n-nodes-base.stickyNote",
            "position": [
                420,
                100
            ],
            "parameters": {
                "width": 415.1304973062842691433615982532501220703125,
                "height": 347.739893112337085767649114131927490234375,
                "content": "## Try It Out!\n\n### This workflow let's you query workflow credentials using an AI SQL agent. Example use-case could be:\n* \"Which workflows are using Slack and Google Calendar?\"\n* \"Which workflows have AI in their name but are not using openAI?\"\n\n### Run the Steps separately!\n* Step 1 populates a local database\n* Step 2 engages with the chatbot"
            },
            "typeVersion": 1
        },
        {
            "id": "3db2116c-abde-4856-bd1e-a15e0275477f",
            "name": "n8n",
            "type": "n8n-nodes-base.n8n",
            "position": [
                1140,
                280
            ],
            "parameters": {
                "filters": [],
                "requestOptions": []
            },
            "credentials": {
                "n8nApi": {
                    "id": "5vELmsVPmK4Bkqkg",
                    "name": "n8n account"
                }
            },
            "typeVersion": 1
        }
    ],
    "pinData": [],
    "connections": {
        "n8n": {
            "main": [
                [
                    {
                        "node": "Map Workflows & Credentials",
                        "type": "main",
                        "index": 0
                    }
                ]
            ]
        },
        "Chat Trigger": {
            "main": [
                [
                    {
                        "node": "Workflow Credentials Helper Agent",
                        "type": "main",
                        "index": 0
                    }
                ]
            ]
        },
        "OpenAI Chat Model": {
            "ai_languageModel": [
                [
                    {
                        "node": "Workflow Credentials Helper Agent",
                        "type": "ai_languageModel",
                        "index": 0
                    }
                ]
            ]
        },
        "Window Buffer Memory": {
            "ai_memory": [
                [
                    {
                        "node": "Workflow Credentials Helper Agent",
                        "type": "ai_memory",
                        "index": 0
                    }
                ]
            ]
        },
        "Map Workflows & Credentials": {
            "main": [
                [
                    {
                        "node": "Save to Database",
                        "type": "main",
                        "index": 0
                    }
                ]
            ]
        },
        "When clicking \"Test workflow\"": {
            "main": [
                [
                    {
                        "node": "n8n",
                        "type": "main",
                        "index": 0
                    }
                ]
            ]
        },
        "Query Workflow Credentials Database": {
            "ai_tool": [
                [
                    {
                        "node": "Workflow Credentials Helper Agent",
                        "type": "ai_tool",
                        "index": 0
                    }
                ]
            ]
        }
    }
}
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