[{"data":1,"prerenderedAt":1328},["ShallowReactive",2],{"blog-\u002Fblog\u002F2023\u002F05\u002Fchatgpt-nodered-fcn-node":3,"featureCatalog":399,"changelog-titles":793,"blog-all-for-related":1327},{"id":4,"title":5,"authors":6,"body":9,"cta":365,"date":366,"description":367,"extension":368,"features":365,"image":369,"lastUpdated":370,"meta":371,"navigation":383,"path":384,"release":365,"seo":385,"sitemap":386,"stem":389,"subtitle":390,"tags":391,"tldr":365,"video":365,"__hash__":398},"blog\u002Fblog\u002F2023\u002F05\u002Fchatgpt-nodered-fcn-node.md","Chat GPT in Node-RED Function Nodes",[7,8],"joe-pavitt","stephen-mclaughlin",{"type":10,"value":11,"toc":360},"minimark",[12,35,40,60,75,78,81,183,189,192,246,249,255,263,267,274,312,316,324,327,347,356],[13,14,15,16,23,24,29,30,34],"p",{},"Recently we ",[17,18,22],"a",{"href":19,"rel":20},"https:\u002F\u002Fwww.linkedin.com\u002Fposts\u002Fflowforge_chatgpt-with-node-red-function-nodes-activity-7052725869684953088-2yOA?utm_source=share&utm_medium=member_desktop",[21],"nofollow","posted a demo of ChatGPT integration in a Node-RED function node","\nonto our social media accounts. We have now ",[17,25,28],{"href":26,"target":27},"https:\u002F\u002Fgithub.com\u002FFlowFuse\u002Fnode-red-function-gpt","_blank","open-sourced"," this for all to play with, and ",[31,32,33],"strong",{},"welcome any and all contributions",".",[36,37,39],"h2",{"id":38},"how-it-works-prompt-engineering","How it Works - Prompt Engineering",[13,41,42,43,48,49,54,55,59],{},"OpenAI make a collection of their ",[17,44,47],{"href":45,"rel":46},"https:\u002F\u002Fplatform.openai.com\u002Fdocs\u002Fmodels",[21],"Generative AI models"," available\nvia an API. We are wrapping OpenAI's ",[17,50,53],{"href":51,"rel":52},"https:\u002F\u002Fwww.npmjs.com\u002Fpackage\u002Fopenai",[21],"node.js module",", and in particular\nusing the ",[56,57,58],"code",{},"openai.createChatCompletion()"," functionality. For this API, you provide a chat history, and ChatGPT will\nrespond with the next entry in that conversation.",[13,61,62,63,67,68,71,72,34],{},"In order to \"train\" ChatGPT for our use case of populating Node-RED function nodes, we first tried a collection of prompts, defining specific\nrequirements for the contents, e.g. ",[64,65,66],"em",{},"\"Always write Javascript\"",", ",[64,69,70],{},"\"Never include the wrapping function definition\"",",\n",[64,73,74],{},"\"Assume the input is always msg\"",[13,76,77],{},"It turns out though, that we were over-engineering it, we were not getting reliable results and ended up\nrealising that ChatGPT's existing knowledge of Node-RED was sufficient such that we could use that as a prompt:",[13,79,80],{},"Here's what we settled on:",[82,83,88],"pre",{"className":84,"code":85,"language":86,"meta":87,"style":87},"language-javascript shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","messages: [\n    {role: \"system\", content: \"always respond with content for a Node-RED function node, and don't add any commentary, always use const or let instead of var. 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Always return msg, unless told otherwise.",[91,143,128],{"class":101},[91,145,146],{"class":101},"},\n",[91,148,150,152,154,156,158,161,163,165,167,169,172],{"class":93,"line":149},3,[91,151,112],{"class":101},[91,153,116],{"class":115},[91,155,102],{"class":101},[91,157,121],{"class":101},[91,159,160],{"class":124},"user",[91,162,128],{"class":101},[91,164,131],{"class":101},[91,166,134],{"class":115},[91,168,102],{"class":101},[91,170,171],{"class":105}," prompt",[91,173,174],{"class":101},"}\n",[91,176,178,181],{"class":93,"line":177},4,[91,179,180],{"class":105},"]",[91,182,71],{"class":101},[13,184,185,186,188],{},"Here we send a ",[56,187,125],{}," prompt in order to setup ChatGPT, and then follow that immediately with whatever the user has typed.\nFrom our (limited) testing, this has given us fairly reliable results.",[13,190,191],{},"Breaking this prompt down:",[193,194,195,216,224,232],"ul",{},[196,197,198,203,204,207,208,211,212,215],"li",{},[64,199,200],{},[31,201,202],{},"\"Always respond with content for a Node-RED function node\"",": Ensured no surrounding ",[56,205,206],{},"function () {}"," definition and set expectations that the function would deal with a ",[56,209,210],{},"msg"," and likely ",[56,213,214],{},"msg.payload"," object.",[196,217,218,223],{},[64,219,220],{},[31,221,222],{},"\"Don't add any commentary\"",": ChatGPT likes to, well, chat. It would always return raw text justifying decisions, etc. Here, we just wanted the code.",[196,225,226,231],{},[64,227,228],{},[31,229,230],{},"\"Always use const or let instead of var\"",": This was Steve being picky.",[196,233,234,239,240,242,243,245],{},[64,235,236],{},[31,237,238],{},"\"Always return msg, unless told otherwise\"",": We found this wasn't mostly required, but occasionally it would try to return a different variable, and we'd lose context of ",[56,241,214],{},", or other data stored in ",[56,244,210],{},". So this just made sure we had the consistency.",[13,247,248],{},"The response from this API call is then populated into the contents of the active tab in the function node:",[250,251],"img",{"width":252,"alt":253,"src":254},1728,"Screenshot 2023-04-21 at 16 08 47","https:\u002F\u002Fuser-images.githubusercontent.com\u002F99246719\u002F233671631-fefa36c1-6db4-4392-a057-314c16fd91b7.png",[13,256,257,258,34],{},"In order to use it yourself, you will need a ",[17,259,262],{"href":260,"rel":261},"https:\u002F\u002Fplatform.openai.com\u002Faccount\u002Fapi-keys",[21],"valid API Key from OpenAI",[36,264,266],{"id":265},"additional-features","Additional Features",[13,268,269,270,273],{},"This was built in about a day by Steve and Joe, and we had plenty of ideas on what we'd like to add to it. We've\n",[17,271,28],{"href":26,"rel":272},[21]," it, and will add these as issues to the repo, but if anyone want so take a stab at contributing - that'd be most welcome!",[193,275,276,292,302],{},[196,277,278,287,288,291],{},[31,279,280,281,286],{},"Insert at Cursor (",[17,282,285],{"href":283,"rel":284},"https:\u002F\u002Fgithub.com\u002FFlowFuse\u002Fnode-red-function-gpt\u002Fissues\u002F11",[21],"issue","):"," Currently, the Ask GPT call will replace ",[64,289,290],{},"all"," of the content of that tab. Would be great\nto have the code insert wherever the cursor last was in order to add to existing code.",[196,293,294,301],{},[31,295,296,297,286],{},"Retain Conversation History (",[17,298,285],{"href":299,"rel":300},"https:\u002F\u002Fgithub.com\u002FFlowFuse\u002Fnode-red-function-gpt\u002Fissues\u002F12",[21]," Each time a new prompt is provided by the Node-RED user, we send a fresh conversation to OpenAI,\nmeaning that knowledge of previously asked questions are not retained.",[196,303,304,311],{},[31,305,306,307,286],{},"Client side ChatGPT Config (",[17,308,285],{"href":309,"rel":310},"https:\u002F\u002Fgithub.com\u002FFlowFuse\u002Fnode-red-function-gpt\u002Fissues\u002F13",[21]," Currently, when you add a new \"function-gpt\" node you need to select the ChatGTP\nConfig node and click \"Deploy\" before you can ask it a question. Our ChatGPT interaction operates server-side (to\nprotect your API key), so Node-RED needs that in the runtime first, before a call to ChatGPT can be made. Ideally,\nwe'd be smarter here and pass client-side creds along with the call such that we can use any changes made by the\nuser at the time of the call.",[36,313,315],{"id":314},"flowfuse-assistant-no-api-keys-required","FlowFuse Assistant - No API Keys Required!",[13,317,318,319,323],{},"Great news! You no longer need to manage OpenAI API keys or configure ChatGPT nodes. The ",[17,320,322],{"href":321},"\u002Fdocs\u002Fuser\u002Fexpert\u002F","FlowFuse Assistant"," is now built directly into Node-RED on FlowFuse Cloud, making AI-powered development even easier.",[13,325,326],{},"Available on FlowFuse Cloud, the Assistant offers:",[193,328,329,335,341],{},[196,330,331,334],{},[31,332,333],{},"Quick Function Node Creation",": Add function nodes to your flow without dragging from the palette",[196,336,337,340],{},[31,338,339],{},"In-line Code Generation",": Generate JavaScript code for function nodes, JSON for JSON editors, and Vue.js for FlowFuse Dashboard ui-template widgets",[196,342,343,346],{},[31,344,345],{},"Flow Explainer",": Select nodes and click \"Explain Flows\" to understand what they do",[13,348,349,350,355],{},"FlowFuse Assistant helps developers work faster and smarter with Node-RED. 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resize, or full-screen the immersive editor drawer. Your preferences are remembered between sessions.",[544],{"url":545,"release":435},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer\u002F",{"edge":383,"hub":383,"fleet":383},{"id":548,"title":549,"description":550,"changelog":551,"showOnPricing":425,"tiers":554},"embedded-editor-tab-title","Embedded Editor Browser Tab Title","The browser tab title updates to reflect the active Node-RED canvas tab when working in the embedded editor.",[552],{"url":553,"release":537},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title\u002F",{"edge":383,"hub":383,"fleet":383},{"id":556,"title":557,"features":558},"deploy","Deploy",[559,565,574,580,586,592,598,604,609],{"id":560,"title":561,"description":562,"docsLink":563,"tiers":564},"hosted-instances","Cloud Instances","Run Node-RED instances managed and hosted by FlowFuse.","\u002Fdocs\u002Fuser\u002Fintroduction\u002F#creating-a-node-red-instance",{"edge":383,"hub":383,"fleet":383},{"id":566,"title":567,"description":568,"docsLink":569,"changelog":570,"tiers":573},"edge-devices","Edge Instances","Deploy and mange your Node-RED instances on edge PLCs and gateways, with full visibility and control from the cloud.","\u002Fdocs\u002Fdevice-agent\u002Fintroduction\u002F",[571],{"url":572,"release":415},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options\u002F",{"edge":383,"hub":425,"fleet":383},{"id":575,"title":576,"description":577,"docsLink":578,"tiers":579},"custom-hostnames","Custom Hostnames","Access your Node-RED application via your own domain name.","\u002Fdocs\u002Fuser\u002Fcustom-hostnames\u002F",{"edge":425,"hub":383,"fleet":425},{"id":581,"title":582,"description":583,"docsLink":584,"tiers":585},"mqtt-broker","MQTT Broker","Manage and create MQTT clients to transport data for efficient messaging and communication within your applications.","\u002Fdocs\u002Fuser\u002Fteambroker\u002F",{"edge":383,"hub":425,"fleet":383},{"id":587,"title":588,"description":589,"docsLink":590,"showOnPricing":425,"tiers":591},"project-nodes","Project Nodes aka seamless project comms","FlowFuse Project Nodes enable the passing of data and messages between your Node-RED projects.","\u002Fdocs\u002Fuser\u002Fprojectnodes\u002F",{"edge":383,"hub":383,"fleet":383},{"id":593,"title":594,"description":595,"docsLink":596,"tiers":597},"devops-pipelines","DevOps Pipelines","Set up different environments for development, testing, and production Node-RED instances to support a full software delivery lifecycle.","\u002Fdocs\u002Fuser\u002Fdevops-pipelines\u002F",{"edge":383,"hub":383,"fleet":383},{"id":599,"title":600,"description":601,"docsLink":602,"tiers":603},"git-integration","Git Integration","Back up your flows to a remote Git repository through a DevOps Pipeline. 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teams.","\u002Fdocs\u002Fuser\u002Frole-based-access-control\u002F#application-level-rbac",{"edge":383,"hub":383,"fleet":383},{"id":743,"title":744,"description":745,"changelog":746,"subfeature":383,"showOnPricing":425,"tiers":749},"scoped-personal-access-tokens","Scoped Personal Access Tokens","Restrict a Personal Access Token to specific teams, limit it to read-only operations, or control whether it carries admin privileges.",[747],{"url":748,"release":478},"\u002Fchangelog\u002F2026\u002F07\u002Fscoped-pats\u002F",{"edge":383,"hub":383,"fleet":383},{"id":751,"title":752,"description":753,"docsLink":754,"showOnPricing":425,"tiers":755},"team-members","Team Members","Invite multiple team members to collaborate on the same Node-RED flows.","\u002Fdocs\u002Fuser\u002Fteam\u002F#teams",{"edge":383,"hub":383,"fleet":383},{"id":757,"title":758,"description":759,"docsLink":760,"showOnPricing":425,"tiers":761},"endpoint-security","Endpoint Security","Secure HTTP endpoints for hosted Node-RED 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fix",{"path":821,"title":822},"\u002Fchangelog\u002F2023\u002F10\u002Fresource-alerts","Resource Monitoring in Audit Log",{"path":824,"title":709},"\u002Fchangelog\u002F2023\u002F11\u002F2fa",{"path":826,"title":827},"\u002Fchangelog\u002F2023\u002F11\u002Fdefault-editor","Device Editor enabled by default",{"path":829,"title":830},"\u002Fchangelog\u002F2023\u002F11\u002Fdevices-in-pipelines","Devices in DevOps Pipelines",{"path":832,"title":833},"\u002Fchangelog\u002F2023\u002F11\u002Fproject-nodes-devices","Project Nodes for Devices",{"path":835,"title":836},"\u002Fchangelog\u002F2023\u002F12\u002Fbilling","No Credit Card required for billing",{"path":838,"title":839},"\u002Fchangelog\u002F2023\u002F12\u002Fblueprint-selection","Blueprint Selection Update",{"path":841,"title":842},"\u002Fchangelog\u002F2023\u002F12\u002Fdevice-groups","Device Groups",{"path":844,"title":845},"\u002Fchangelog\u002F2023\u002F12\u002Femail-alerting-node-red-crash","Email Alerts for Audit Log 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SSO",{"path":871,"title":872},"\u002Fchangelog\u002F2024\u002F01\u002Fstreamlined-device-assignment","Streamlined Device assignment",{"path":874,"title":875},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-auto-snapshot","Device Auto Snapshots",{"path":877,"title":878},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-instance-audit-logs","Device Instance Audit Logging",{"path":880,"title":881},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-onboarding-improvements","Device Onboarding Improvements",{"path":883,"title":884},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-pricing-change","Pricing change for Devices",{"path":886,"title":887},"\u002Fchangelog\u002F2024\u002F02\u002Finstance-auto-snapshots","Instance Auto Snapshots",{"path":889,"title":890},"\u002Fchangelog\u002F2024\u002F02\u002Fpostgresql-upgrade","PostgreSQL Version update",{"path":892,"title":893},"\u002Fchangelog\u002F2024\u002F03\u002Fbearer-token-authentication","Bearer Token Authentication for Node-RED 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proxy",{"path":942,"title":943},"\u002Fchangelog\u002F2024\u002F06\u002Flibrary-blueprints","Custom hostnames for your instances",{"path":945,"title":946},"\u002Fchangelog\u002F2024\u002F06\u002Fmultiline-env-vars","Multi-line Environment Variables",{"path":948,"title":949},"\u002Fchangelog\u002F2024\u002F06\u002Fsnapshot-flow-compare","Compare Snapshots flows",{"path":951,"title":952},"\u002Fchangelog\u002F2024\u002F07\u002Fapplications-search","Applications Search",{"path":954,"title":955},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-group-clear-snapshot","Device Groups Snapshots",{"path":957,"title":958},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-management-bulk-delete","Managing devices",{"path":960,"title":958},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-management-bulk-move",{"path":962,"title":963},"\u002Fchangelog\u002F2024\u002F07\u002Fedit-snapshots","Edit Snapshots",{"path":965,"title":966},"\u002Fchangelog\u002F2024\u002F07\u002Fflowfuse-assistant","The FlowFuse 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