[{"data":1,"prerenderedAt":4466},["ShallowReactive",2],{"blog-\u002Fblog\u002F2025\u002F10\u002Fbuilding-mcp-server-using-flowfuse":3,"featureCatalog":3537,"changelog-titles":3931,"blog-all-for-related":4465},{"id":4,"title":5,"authors":6,"body":8,"cta":3515,"date":3516,"description":3517,"extension":3518,"features":3515,"image":3519,"lastUpdated":3520,"meta":3521,"navigation":3527,"path":3528,"release":3515,"seo":3529,"sitemap":3530,"stem":3531,"subtitle":3532,"tags":3533,"tldr":3515,"video":3515,"__hash__":3536},"blog\u002Fblog\u002F2025\u002F10\u002Fbuilding-mcp-server-using-flowfuse.md","Building MCP Servers for AI Agent Integration in Node-RED with FlowFuse",[7],"sumit-shinde",{"type":9,"value":10,"toc":3500},"minimark",[11,15,18,23,26,29,32,35,38,43,46,50,53,86,95,99,102,150,162,171,174,183,186,192,195,201,204,208,211,235,243,261,264,399,406,429,433,436,460,469,474,477,480,485,490,495,498,503,506,509,518,522,525,1004,1007,1020,1023,1027,1030,1039,1042,1047,3460,3472,3475,3479,3482,3490,3497],[12,13,14],"p",{},"FlowFuse released MCP nodes for Node-RED, allowing AI to directly interact with the flows you have built. These nodes let AI read sensor data, query databases, and control equipment. You use FlowFuse to collect and manage data in your flows, while AI agents determines what actions to take and why, enabling intelligent monitoring and automated control of factory and IIoT\u002FIoT systems.",[12,16,17],{},"This article explains how to build an MCP server with FlowFuse and connect AI to your systems for real-time insights, operational decisions, and automated control.",[19,20,22],"h3",{"id":21},"what-is-mcp","What Is MCP?",[12,24,25],{},"The Model Context Protocol (MCP) is an open standard that enables AI assistants to access data and execute actions across external systems.",[12,27,28],{},"MCP works through three key components. Resources give AI visibility into your operations through read-only access to sensor data, database records, SCADA tags, and equipment logs. This real-time information helps AI understand what's actually happening on your factory floor or in your IIoT environment.",[12,30,31],{},"Tools let AI perform specific actions in your systems. These might include adjusting equipment parameters, triggering maintenance alerts, or generating operational reports. Each tool clearly defines what it needs as input and what it will produce as output, which keeps operations predictable and safe.",[12,33,34],{},"Prompts are workflow templates that guide AI through more complex tasks. They show AI how to use multiple resources and tools together to complete multi-step operations. This is particularly valuable when you need AI to follow established procedures rather than improvising solutions.",[12,36,37],{},"When you connect an AI agent to your MCP server, it discovers all available resources and tools automatically. The protocol handles the technical details of data requests and action execution, so AI can start working with your industrial systems right away. You build your flows in Node-RED, and AI learns how to interact with them intelligently through the MCP interface.",[39,40,42],"h2",{"id":41},"getting-started","Getting Started",[12,44,45],{},"This section guides you through setting up an MCP server, defining resources, and creating tools so AI can interact with your system.",[19,47,49],{"id":48},"prerequisites","Prerequisites",[12,51,52],{},"Before you begin, ensure you have the following:",[54,55,56,70],"ul",{},[57,58,59,63,64,69],"li",{},[60,61,62],"strong",{},"A running FlowFuse Enterprise instance."," If you do not have one, ",[65,66,68],"a",{"href":67},"\u002Fcontact-us\u002F","contact us"," to discuss Enterprise options and get started.",[57,71,72,80,81,85],{},[60,73,74,75,79],{},"Ensure the ",[76,77,78],"code",{},"@flowfuse-nodes\u002Fnr-mcp-server-nodes"," package is installed",". This will add the ",[65,82,84],{"href":83},"\u002Fnode-red\u002Fflowfuse\u002Fmcp\u002F","MCP nodes"," to your Node palette in your instance editor.",[87,88,89],"blockquote",{},[12,90,91,94],{},[60,92,93],{},"Note:"," The MCP nodes (@flowfuse-nodes\u002Fnr-mcp-server-nodes) are only available on the Enterprise tier.",[19,96,98],{"id":97},"configuring-the-mcp-server","Configuring the MCP Server",[12,100,101],{},"Before defining resources or tools, the MCP Server must be configured. This server acts as the central endpoint for AI agents, ensuring all resources and tools are accessible under a single, consistent configuration.",[103,104,105,116],"ol",{},[57,106,107,108,111,112,115],{},"Drag an ",[60,109,110],{},"MCP Resource or Tool"," node onto your workspace and click the ",[60,113,114],{},"+"," next to Server to create a new configuration.",[57,117,118,119],{},"Define the server properties:",[54,120,121,131,141],{},[57,122,123,126,127,130],{},[60,124,125],{},"Name",": Enter a descriptive name, e.g., ",[76,128,129],{},"Node-RED MCP Server",".",[57,132,133,136,137,140],{},[60,134,135],{},"Protocol",": Leave the default ",[76,138,139],{},"http\u002Fsse"," (currently the only option).",[57,142,143,146,147,130],{},[60,144,145],{},"Path",": Specify the endpoint path for the server, e.g., ",[76,148,149],{},"\u002Fmcp",[12,151,152,158],{},[153,154],"img",{"alt":155,"dataZoomable":156,"src":157},"MCP Server Configuration","","\u002Fblog\u002F2025\u002F10\u002Fimages\u002Fmcp-server-config.png",[159,160,161],"em",{},"Caption: Configuring the MCP Server in Node-RED",[103,163,165],{"start":164},3,[57,166,167,170],{},[60,168,169],{},"Click Done"," to save the server configuration.",[12,172,173],{},"Once the server is configured, clients can connect using a URL. The URL to connect with is your instance URL plus the MCP path you configured, for example:",[175,176,181],"pre",{"className":177,"code":179,"language":180},[178],"language-text","https:\u002F\u002Fyour-instance.flowfuse.cloud\u002Fmcp\n","text",[76,182,179],{"__ignoreMap":156},[12,184,185],{},"or if you are running FlowFuse Node-RED instance locally, use the host, port, and MCP path of your instance, for example:",[175,187,190],{"className":188,"code":189,"language":180},[178],"http:\u002F\u002Flocalhost:1880\u002Fmcp\n",[76,191,189],{"__ignoreMap":156},[12,193,194],{},"or",[175,196,199],{"className":197,"code":198,"language":180},[178],"http:\u002F\u002F192.168.1.100:1880\u002Fmcp\n",[76,200,198],{"__ignoreMap":156},[12,202,203],{},"This URL allows AI agents to discover resources, execute tools, and interact with your flows.",[19,205,207],{"id":206},"securing-your-mcp-server","Securing Your MCP Server",[12,209,210],{},"To ensure your MCP server is protected from unauthorized access, enable FlowFuse User Authentication.",[103,212,213,220],{},[57,214,215,216,219],{},"Navigate to your instance ",[60,217,218],{},"Settings → Security"," tab",[57,221,222,223,226,227,230,231,234],{},"Select ",[60,224,225],{},"FlowFuse User Authentication",", click ",[60,228,229],{},"Save Changes",", and in the popup, click ",[60,232,233],{},"Restart"," to apply the changes.",[12,236,237,241],{},[153,238],{"alt":239,"dataZoomable":156,"src":240},"FlowFuse User Authentication settings screenshot","\u002Fblog\u002F2025\u002F10\u002Fimages\u002Fff-auth.png",[159,242,239],{},[103,244,245,252,255],{"start":164},[57,246,247,248,251],{},"Click ",[60,249,250],{},"Add Token"," and provide a descriptive name for identification",[57,253,254],{},"Set an expiry date (recommended for enhanced security)",[57,256,247,257,260],{},[60,258,259],{},"Create"," and copy the generated token",[12,262,263],{},"When connecting to your MCP server from a client, include the token in the request headers:",[175,265,269],{"className":266,"code":267,"language":268,"meta":156,"style":156},"language-json shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","{\n  \"node-red-mcp-server\": {\n    \"url\": \"http:\u002F\u002Flocalhost:1880\u002Fmcp\",\n    \"type\": \"http\",\n    \"headers\": {\n      \"Authorization\": \"Bearer ffhttp_xxxxxxxxxxxxxxxxxxxxxxxxxxxx\"\n    }\n  }\n}\n","json",[76,270,271,280,299,324,345,359,381,387,393],{"__ignoreMap":156},[272,273,276],"span",{"class":274,"line":275},"line",1,[272,277,279],{"class":278},"sMK4o","{\n",[272,281,283,286,290,293,296],{"class":274,"line":282},2,[272,284,285],{"class":278},"  \"",[272,287,289],{"class":288},"spNyl","node-red-mcp-server",[272,291,292],{"class":278},"\"",[272,294,295],{"class":278},":",[272,297,298],{"class":278}," {\n",[272,300,301,304,308,310,312,315,319,321],{"class":274,"line":164},[272,302,303],{"class":278},"    \"",[272,305,307],{"class":306},"sBMFI","url",[272,309,292],{"class":278},[272,311,295],{"class":278},[272,313,314],{"class":278}," \"",[272,316,318],{"class":317},"sfazB","http:\u002F\u002Flocalhost:1880\u002Fmcp",[272,320,292],{"class":278},[272,322,323],{"class":278},",\n",[272,325,327,329,332,334,336,338,341,343],{"class":274,"line":326},4,[272,328,303],{"class":278},[272,330,331],{"class":306},"type",[272,333,292],{"class":278},[272,335,295],{"class":278},[272,337,314],{"class":278},[272,339,340],{"class":317},"http",[272,342,292],{"class":278},[272,344,323],{"class":278},[272,346,348,350,353,355,357],{"class":274,"line":347},5,[272,349,303],{"class":278},[272,351,352],{"class":306},"headers",[272,354,292],{"class":278},[272,356,295],{"class":278},[272,358,298],{"class":278},[272,360,362,365,369,371,373,375,378],{"class":274,"line":361},6,[272,363,364],{"class":278},"      \"",[272,366,368],{"class":367},"sbssI","Authorization",[272,370,292],{"class":278},[272,372,295],{"class":278},[272,374,314],{"class":278},[272,376,377],{"class":317},"Bearer ffhttp_xxxxxxxxxxxxxxxxxxxxxxxxxxxx",[272,379,380],{"class":278},"\"\n",[272,382,384],{"class":274,"line":383},7,[272,385,386],{"class":278},"    }\n",[272,388,390],{"class":274,"line":389},8,[272,391,392],{"class":278},"  }\n",[272,394,396],{"class":274,"line":395},9,[272,397,398],{"class":278},"}\n",[12,400,401,402,405],{},"Replace ",[76,403,404],{},"ffhttp_xxxxxxxxxxxxxxxxxxxxxxxxxxxx"," with your actual token. This ensures that only authorized clients can access your MCP server resources and tools.",[407,408,411,412,423],"div",{"className":409},[410],"blog-update-notes","\n    ",[12,413,414,417,418,422],{},[60,415,416],{},"UPDATE:"," ",[65,419,421],{"href":420},"\u002Fblog\u002F2025\u002F12\u002Fflowfuse-release-2-25\u002F#interact-with-mcp-resources-in-flowfuse-expert","FlowFuse Expert now allows you to connect directly with your MCP Resources and Tools",", so you don't need to connect external AI agents anymore.",[175,424,427],{"className":425,"code":426,"language":180},[178],"\u003Cp>You'll need to select the MCP server you want to connect to in the FlowFuse Expert Insights tab. Once connected, FlowFuse Expert will automatically query your Resources and execute your Tools based on your team role and your instructions. The annotations you configure in the \u003Ca href=\"#defining-an-mcp-tool\">MCP Tool node\u003C\u002Fa> (read-only, destructive, idempotent, open-world) integrate with FlowFuse's role-based access control to ensure secure, appropriate access for every team member.\u003C\u002Fp>\n\n![FlowFuse Expert](.\u002Fimages\u002Fmcp-in-flowfuse.png){data-zoomable}\n",[76,428,426],{"__ignoreMap":156},[19,430,432],{"id":431},"defining-an-mcp-resource","Defining an MCP Resource",[12,434,435],{},"Now let's start by defining a Resource. In MCP, a Resource represents a data source that you want to expose to an AI agent. In an industrial context, this could be a sensor value, a machine's status, or a list of production lines.",[103,437,438,441,444,447,454,457],{},[57,439,440],{},"Drag the MCP Resource node from the palette onto your workspace.",[57,442,443],{},"Double-click the node to open its configuration panel and select the added mcp server configuration.",[57,445,446],{},"Enter the unique id for the resource, for example : \"all-production-lines\"",[57,448,449,450,453],{},"Provide a unique URI for this specific resource, for example, ",[76,451,452],{},"mcp:\u002F\u002Fmonitor-all-production-lines"," Make sure your every resource must have a unique URI.",[57,455,456],{},"Enter a clear, human-readable title, like \"Monitoring All production lines\". This is the name the AI agent or client that will connect will see, so make it descriptive.",[57,458,459],{},"Give the node a descriptive name for your flow, such as Production Lines Resource, and enter a brief description.",[12,461,462,466],{},[153,463],{"alt":464,"dataZoomable":156,"src":465},"MCP Resource Configuration","\u002Fblog\u002F2025\u002F10\u002Fimages\u002Fmcp-resource-node-config.png",[159,467,468],{},"Setting up an MCP Resource in FlowFuse",[103,470,471],{"start":383},[57,472,473],{},"Click Done and then Deploy your flow.",[12,475,476],{},"At this point, your MCP server is live and resource is discoverable. However, it doesn't contain any data yet.",[12,478,479],{},"To expose data you will need to connect the MCP Resource node to any data-producing node in your flow. This could be an HTTP Request node retrieving data from an API, a FlowFuse Query node for fetching records from a FlowFuse data table, industrial connectors such as OPC UA Read, Modbus Read, PLC Read nodes.",[103,481,482],{"start":389},[57,483,484],{},"Next, drag the MCP Response node and connect its input to the output of the upstream data source node.",[87,486,487],{},[12,488,489],{},"The MCP Response node is crucial because it delivers the results of your flow back to the AI agent. Without it, the AI will not receive the data it requests. Any errors are also fed back to the MCP Response node, enabling the AI to handle them appropriately.",[103,491,492],{"start":395},[57,493,494],{},"Deploy the flow",[12,496,497],{},"Now, when an AI agent or any other client requests this URI, the flow will automatically execute and query your data source for the latest information. This data is then returned to the agent, providing it with the real-time context needed to answer your questions.",[499,500,502],"h4",{"id":501},"example-monitoring-production-lines","Example: Monitoring Production Lines",[12,504,505],{},"For this article, we've built a demonstration data flow. We have a table named production-lines where new data is inserted every five seconds from 10 different lines.",[12,507,508],{},"We then created a data resource and exposed all the line data to it. Now, let's connect a AI Agent to this resource and explore the kinds of questions we can ask to monitor the factory floor effectively.",[12,510,511,515],{},[153,512],{"alt":513,"dataZoomable":156,"src":514},"Monitoring Production Lines","\u002Fblog\u002F2025\u002F10\u002Fimages\u002Fresource-demo.gif",[159,516,517],{},"Production line monitoring using MCP Resources",[19,519,521],{"id":520},"defining-an-mcp-tool","Defining an MCP Tool",[12,523,524],{},"While resources are useful for providing access to data, tools enable an AI agent to perform specific, parameterized actions within your system.",[103,526,527,530,533,543,608,611,998],{},[57,528,529],{},"Drag the MCP Tool node from the Node-RED palette onto your workspace.",[57,531,532],{},"Double-click the node to open the configuration panel and select the MCP Server configuration you previously created.",[57,534,535,536,539,540,130],{},"Enter a tool name that will be visible to clients connecting to the MCP server, such as ",[159,537,538],{},"Maintenance"," or ",[159,541,542],{},"Maintenance Scheduler",[57,544,545,546,601],{},"Next, set annotations. Annotations help AI clients understand your tool's behavior and control which FlowFuse team members can access it based on their role (Viewer, Member, or Owner).",[54,547,548,562,575,588],{},[57,549,550,553,554],{},[60,551,552],{},"Read-Only Hint",": Tool only reads data, doesn't modify anything. Safe for exploratory queries.",[54,555,556],{},[57,557,558,561],{},[60,559,560],{},"Access",": Viewer role and above",[57,563,564,567,568],{},[60,565,566],{},"Destructive Hint",": Tool may delete or irreversibly modify data. Use with caution.",[54,569,570],{},[57,571,572,574],{},[60,573,560],{},": Owner role only",[57,576,577,580,581],{},[60,578,579],{},"Idempotent Hint",": Calling the tool multiple times with same parameters has the same effect as calling it once. Safe to retry.",[54,582,583],{},[57,584,585,587],{},[60,586,560],{},": No effect on roles (only relevant for writing tools, which require Member minimum)",[57,589,590,593,594],{},[60,591,592],{},"Open-World Hint",": Tool interacts with external systems or data sources that may change unpredictably.",[54,595,596],{},[57,597,598,600],{},[60,599,560],{},": Member role and above",[87,602,603],{},[12,604,605,607],{},[60,606,93],{}," These are hints only and do not enforce behavior. The actual behavior of a tool is determined by your Node-RED flow implementation. Annotations are used by FlowFuse for role-based access control (RBAC) and FlowFuse Expert. They are also part of the standard MCP specification and can be consumed by external agents, but their effect ultimately depends on the client's implementation.",[57,609,610],{},"Provide a clear description of the tool's purpose, and assign a descriptive name to the node within your flow.",[57,612,613,614,130,620,629,632,633,989,991,995],{},"Define the input schema in JSON format. This schema helps the AI understand what data is required to perform the action and also validates incoming requests. For detailed guidance, refer to the ",[65,615,619],{"href":616,"rel":617},"https:\u002F\u002Fjson-schema.org\u002Flearn\u002Fgetting-started-step-by-step",[618],"nofollow","Getting Started Guide",[87,621,622],{},[12,623,624,625,628],{},"Tip: You can also use the FlowFuse Expert to generate the JSON schema automatically. Just click ",[60,626,627],{},"Ask FlowFuse Expert"," in the input schema field and describe the expected input in plain English.",[630,631],"br",{},"Below is an example schema for a Tool node. It shows how data is defined, its type, and which fields are required along with minimum lengths:",[175,634,636],{"className":266,"code":635,"language":268,"meta":156,"style":156},"{\n  \"type\": \"object\",\n  \"properties\": {\n    \"line\": {\n      \"type\": \"string\",\n      \"description\": \"The production line where maintenance is required\",\n      \"minLength\": 1\n    },\n    \"description\": {\n      \"type\": \"string\",\n      \"description\": \"Description of the maintenance task\",\n      \"minLength\": 1\n    },\n    \"priority\": {\n      \"type\": \"string\",\n      \"description\": \"Priority of the task\",\n      \"enum\": [\n        \"Low\",\n        \"Medium\",\n        \"High\"\n      ]\n    }\n  },\n  \"required\": [\n    \"line\",\n    \"description\",\n    \"priority\"\n  ]\n}\n",[76,637,638,642,661,674,686,705,725,739,744,756,775,795,808,813,827,846,866,881,894,906,916,922,927,933,947,958,969,978,984],{"__ignoreMap":156},[272,639,640],{"class":274,"line":275},[272,641,279],{"class":278},[272,643,644,646,648,650,652,654,657,659],{"class":274,"line":282},[272,645,285],{"class":278},[272,647,331],{"class":288},[272,649,292],{"class":278},[272,651,295],{"class":278},[272,653,314],{"class":278},[272,655,656],{"class":317},"object",[272,658,292],{"class":278},[272,660,323],{"class":278},[272,662,663,665,668,670,672],{"class":274,"line":164},[272,664,285],{"class":278},[272,666,667],{"class":288},"properties",[272,669,292],{"class":278},[272,671,295],{"class":278},[272,673,298],{"class":278},[272,675,676,678,680,682,684],{"class":274,"line":326},[272,677,303],{"class":278},[272,679,274],{"class":306},[272,681,292],{"class":278},[272,683,295],{"class":278},[272,685,298],{"class":278},[272,687,688,690,692,694,696,698,701,703],{"class":274,"line":347},[272,689,364],{"class":278},[272,691,331],{"class":367},[272,693,292],{"class":278},[272,695,295],{"class":278},[272,697,314],{"class":278},[272,699,700],{"class":317},"string",[272,702,292],{"class":278},[272,704,323],{"class":278},[272,706,707,709,712,714,716,718,721,723],{"class":274,"line":361},[272,708,364],{"class":278},[272,710,711],{"class":367},"description",[272,713,292],{"class":278},[272,715,295],{"class":278},[272,717,314],{"class":278},[272,719,720],{"class":317},"The production line where maintenance is required",[272,722,292],{"class":278},[272,724,323],{"class":278},[272,726,727,729,732,734,736],{"class":274,"line":383},[272,728,364],{"class":278},[272,730,731],{"class":367},"minLength",[272,733,292],{"class":278},[272,735,295],{"class":278},[272,737,738],{"class":367}," 1\n",[272,740,741],{"class":274,"line":389},[272,742,743],{"class":278},"    },\n",[272,745,746,748,750,752,754],{"class":274,"line":395},[272,747,303],{"class":278},[272,749,711],{"class":306},[272,751,292],{"class":278},[272,753,295],{"class":278},[272,755,298],{"class":278},[272,757,759,761,763,765,767,769,771,773],{"class":274,"line":758},10,[272,760,364],{"class":278},[272,762,331],{"class":367},[272,764,292],{"class":278},[272,766,295],{"class":278},[272,768,314],{"class":278},[272,770,700],{"class":317},[272,772,292],{"class":278},[272,774,323],{"class":278},[272,776,778,780,782,784,786,788,791,793],{"class":274,"line":777},11,[272,779,364],{"class":278},[272,781,711],{"class":367},[272,783,292],{"class":278},[272,785,295],{"class":278},[272,787,314],{"class":278},[272,789,790],{"class":317},"Description of the maintenance task",[272,792,292],{"class":278},[272,794,323],{"class":278},[272,796,798,800,802,804,806],{"class":274,"line":797},12,[272,799,364],{"class":278},[272,801,731],{"class":367},[272,803,292],{"class":278},[272,805,295],{"class":278},[272,807,738],{"class":367},[272,809,811],{"class":274,"line":810},13,[272,812,743],{"class":278},[272,814,816,818,821,823,825],{"class":274,"line":815},14,[272,817,303],{"class":278},[272,819,820],{"class":306},"priority",[272,822,292],{"class":278},[272,824,295],{"class":278},[272,826,298],{"class":278},[272,828,830,832,834,836,838,840,842,844],{"class":274,"line":829},15,[272,831,364],{"class":278},[272,833,331],{"class":367},[272,835,292],{"class":278},[272,837,295],{"class":278},[272,839,314],{"class":278},[272,841,700],{"class":317},[272,843,292],{"class":278},[272,845,323],{"class":278},[272,847,849,851,853,855,857,859,862,864],{"class":274,"line":848},16,[272,850,364],{"class":278},[272,852,711],{"class":367},[272,854,292],{"class":278},[272,856,295],{"class":278},[272,858,314],{"class":278},[272,860,861],{"class":317},"Priority of the task",[272,863,292],{"class":278},[272,865,323],{"class":278},[272,867,869,871,874,876,878],{"class":274,"line":868},17,[272,870,364],{"class":278},[272,872,873],{"class":367},"enum",[272,875,292],{"class":278},[272,877,295],{"class":278},[272,879,880],{"class":278}," [\n",[272,882,884,887,890,892],{"class":274,"line":883},18,[272,885,886],{"class":278},"        \"",[272,888,889],{"class":317},"Low",[272,891,292],{"class":278},[272,893,323],{"class":278},[272,895,897,899,902,904],{"class":274,"line":896},19,[272,898,886],{"class":278},[272,900,901],{"class":317},"Medium",[272,903,292],{"class":278},[272,905,323],{"class":278},[272,907,909,911,914],{"class":274,"line":908},20,[272,910,886],{"class":278},[272,912,913],{"class":317},"High",[272,915,380],{"class":278},[272,917,919],{"class":274,"line":918},21,[272,920,921],{"class":278},"      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]\n",[272,985,987],{"class":274,"line":986},29,[272,988,398],{"class":278},[630,990],{},[153,992],{"alt":993,"dataZoomable":156,"src":994},"MCP Tool Node Configuration","\u002Fblog\u002F2025\u002F10\u002Fimages\u002Fmcp-tools.png",[159,996,997],{},"Setting up an MCP Tool in FlowFuse",[57,999,247,1000,1003],{},[159,1001,1002],{},"Done",", then deploy your flow.",[12,1005,1006],{},"At this stage, the tool becomes discoverable by connected AI clients. However, it will not perform any action until it is linked to a flow that executes a task, such as an HTTP Request node performing a POST operation, a Query node inserting data into a database, or an OPC UA Write node controlling a device.",[103,1008,1009,1017],{"start":389},[57,1010,1011,1012],{},"Drag the MCP Response node and connect its input to the output of the final node in your action flow.",[87,1013,1014],{},[12,1015,1016],{},"The MCP Response node is necessary because the AI needs to receive the outcome of the action, whether it was successful or not. Errors are also fed back to the MCP Response node, enabling the AI to handle them appropriately.",[57,1018,1019],{},"Deploy the flow once again.",[12,1021,1022],{},"Your MCP Tool is now active. When an AI agent invokes it, the connected flow executes the defined action and returns the result to the agent.",[499,1024,1026],{"id":1025},"example-scheduling-maintenance-for-production-lines","Example: Scheduling Maintenance for Production Lines",[12,1028,1029],{},"In this example, the flow includes a tool that triggers a POST request to the maintenance system API, which was developed using FlowFuse and the FlowFuse Dashboard. The AI Assistant was then asked to identify which production line was performing the worst and schedule a maintenance task for it.",[12,1031,1032,1036],{},[153,1033],{"alt":1034,"dataZoomable":156,"src":1035},"Scheduling Maintenance Example","\u002Fblog\u002F2025\u002F10\u002Fimages\u002Ftools-demo.gif",[159,1037,1038],{},"AI agent scheduling maintenance using an MCP Tool",[12,1040,1041],{},"Below is the flow that includes the Resource we created to monitor production lines and the Tool that sends a POST request.",[12,1043,1044],{},[159,1045,1046],{},"Note: The flow uses the FlowFuse Query node and FlowFuse tables, which are only available on the Enterprise tier. If you do not have Enterprise, you can use other data sources instead, such as HTTP Request, OPC UA, or other database nodes.",[1048,1049,1051],"render-flow",{":height":1050},"300",[175,1052,1054],{"className":266,"code":1053,"language":268,"meta":156,"style":156},"[{\"id\":\"c0952d97df3a1491\",\"type\":\"group\",\"z\":\"3831e63ae3acc9b0\",\"style\":{\"stroke\":\"#b2b3bd\",\"stroke-opacity\":\"1\",\"fill\":\"#f2f3fb\",\"fill-opacity\":\"0.5\",\"label\":true,\"label-position\":\"nw\",\"color\":\"#32333b\"},\"nodes\":[\"2da059f0b9465120\",\"5ee2cab1a6affc67\",\"1ea311e63b6b7b89\",\"628139fa99072e2e\"],\"x\":94,\"y\":179,\"w\":712,\"h\":142},{\"id\":\"2da059f0b9465120\",\"type\":\"mcp-response\",\"z\":\"3831e63ae3acc9b0\",\"g\":\"c0952d97df3a1491\",\"name\":\"\",\"x\":700,\"y\":240,\"wires\":[]},{\"id\":\"5ee2cab1a6affc67\",\"type\":\"mcp-resource\",\"z\":\"3831e63ae3acc9b0\",\"g\":\"c0952d97df3a1491\",\"name\":\"Lines MCP Resource\",\"server\":\"460154892784fd4e\",\"resourceUri\":\"mcp:\u002F\u002Fmonitor-all-production-lines\",\"resourceId\":\"all-production-lines\",\"title\":\"Monitoring All Production lines\",\"description\":\"Represents the real-time data stream for all production Line. 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The MCP Prompt node, which allows AI agents to be guided through complex, multi-step tasks, will be explored in a future article.",[39,3476,3478],{"id":3477},"conclusion","Conclusion",[12,3480,3481],{},"This guide demonstrated how to build a fully functional MCP server with FlowFuse and Node-RED, providing AI agents with structured access to industrial systems through Resources and Tools, which enable workflows such as monitoring production lines, scheduling maintenance, and automating operational decisions, all without complex coding.",[12,3483,3484,3485,3489],{},"FlowFuse ",[65,3486,3488],{"href":3487},"\u002Fblog\u002F2025\u002F10\u002Fai-on-flowfuse\u002F","recently added ONNX AI nodes",". With these nodes, you can train custom models, deploy them in Node-RED, and execute tasks tailored to your processes. 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instances, enabling real-time data queries and actions through a single chat interface.","\u002Fdocs\u002Fuser\u002Fexpert\u002Fchat\u002F#insights-mode",{"edge":3527,"hub":3527,"fleet":3527},{"id":3583,"title":3584,"description":3585,"docsLink":83,"tiers":3586},"mcp-servers","Agentic Operations","Expose your Node-RED flows as tools an AI agent can call directly, so agents can query the state of the factory or trigger actions without custom integration work.",{"edge":3527,"hub":3527,"fleet":3527},{"id":3588,"title":3589,"description":3590,"tiers":3591},"onnx-integration","ONNX Integration","Run trained machine learning models directly in your flows, including on edge hardware, without sending data out to an external inference service.",{"edge":3527,"hub":3527,"fleet":3527},{"id":3593,"title":3594,"features":3595},"build","Build",[3596,3602,3608,3618,3624,3630,3634,3640,3646,3654,3660,3664,3668,3677,3685],{"id":3597,"title":3598,"description":3599,"docsLink":3600,"tiers":3601},"edge-development","Edge Development","Develop and test Node-RED flows directly on edge devices with a remote editor proxy.","\u002Fdocs\u002Fdevice-agent\u002Fquickstart\u002F",{"edge":3527,"hub":3564,"fleet":3527},{"id":3603,"title":3604,"description":3605,"docsLink":3606,"tiers":3607},"private-npm-registry","Custom Node-RED Nodes","Create and manage your own private npm registry for Node-RED nodes, so you can share custom nodes across your team and devices without publishing them publicly.","\u002Fdocs\u002Fuser\u002Fcustom-npm-packages\u002F",{"edge":3527,"hub":3527,"fleet":3527},{"id":3609,"title":3610,"description":3611,"docsLink":3612,"changelog":3613,"tiers":3617},"flowfuse-tables","FlowFuse Tables","A managed PostgreSQL database for every application, so you can store and query structured data without standing up and maintaining your own database.","\u002Fdocs\u002Fuser\u002Fff-tables\u002F",[3614],{"url":3615,"release":3616},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-tables-automation\u002F","2.33",{"edge":3527,"hub":3527,"fleet":3527},{"id":3619,"title":3620,"description":3621,"docsLink":3622,"tiers":3623},"persistent-files","File Storage","Store and retrieve files from your Node-RED flows, with automatic replication and backup across your devices and hosted instances.","\u002Fdocs\u002Finstall\u002Ffile-storage\u002F",{"edge":3527,"hub":3527,"fleet":3527},{"id":3625,"title":3626,"description":3627,"docsLink":3628,"showOnPricing":3564,"tiers":3629},"persistent-context","Persistent Context","In-memory values defined in a Node-RED flow persist across project restarts and upgrades.","\u002Fdocs\u002Fuser\u002Fpersistent-context\u002F",{"edge":3527,"hub":3527,"fleet":3527},{"id":3631,"title":3632,"showOnPricing":3564,"tiers":3633},"static-assets","Static Assets",{"edge":3527,"hub":3527,"fleet":3527},{"id":3635,"title":3636,"description":3637,"docsLink":3638,"tiers":3639},"team-library","Team Library","Set up standard nodes and flows that can be shared with all team members across your organisation.","\u002Fdocs\u002Fuser\u002Fshared-library\u002F",{"edge":3527,"hub":3527,"fleet":3527},{"id":3641,"title":3642,"description":3643,"docsLink":3644,"tiers":3645},"personalised-multi-user-dashboards","Personalised Multi-User Dashboards","Build applications that provide unique data to each logged-in user using personalised multi-user dashboards.","https:\u002F\u002Fdashboard.flowfuse.com\u002Fuser\u002Fmulti-tenancy.html",{"edge":3527,"hub":3527,"fleet":3527},{"id":3647,"title":3648,"description":3649,"changelog":3650,"subfeature":3527,"showOnPricing":3564,"tiers":3653},"dashboards-view","Dashboards View","Browse and open every dashboard across your team from a dedicated Dashboards view, at both team and application level, without leaving FlowFuse.",[3651],{"url":3652,"release":3616},"\u002Fchangelog\u002F2026\u002F07\u002Fteam-and-application-dashboards\u002F",{"edge":3527,"hub":3527,"fleet":3527},{"id":3655,"title":3656,"description":3657,"docsLink":3658,"tiers":3659},"blueprints-converge","Blueprints","Ready-made starting points for your apps, from cross-team Converge templates to OT and IT specific blueprints.","\u002Fdocs\u002Fuser\u002Fconcepts\u002F#blueprint",{"edge":3527,"hub":3527,"fleet":3527},{"id":3661,"title":3662,"subfeature":3527,"showOnPricing":3564,"tiers":3663},"blueprints-ot-apps","Blueprints - OT APPS",{"edge":3527,"hub":3564,"fleet":3527},{"id":3665,"title":3666,"subfeature":3527,"showOnPricing":3564,"tiers":3667},"blueprints-it-apps","Blueprints - IT APPS",{"edge":3564,"hub":3527,"fleet":3564},{"id":3669,"title":3670,"description":3671,"changelog":3672,"showOnPricing":3564,"tiers":3676},"immersive-editor-snapshots","Snapshot Details in Immersive Editor","View and manage snapshot details directly inside the immersive editor without leaving your editing session.",[3673],{"url":3674,"release":3675},"\u002Fchangelog\u002F2026\u002F03\u002Fsnapshot-detail-modal-immersive-editor\u002F","2.29",{"edge":3527,"hub":3527,"fleet":3527},{"id":3678,"title":3679,"description":3680,"changelog":3681,"showOnPricing":3564,"tiers":3684},"immersive-editor-drawer","Customisable Immersive Editor Drawer","Pin, move, resize, or full-screen the immersive editor drawer. Your preferences are remembered between sessions.",[3682],{"url":3683,"release":3574},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer\u002F",{"edge":3527,"hub":3527,"fleet":3527},{"id":3686,"title":3687,"description":3688,"changelog":3689,"showOnPricing":3564,"tiers":3692},"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.",[3690],{"url":3691,"release":3675},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title\u002F",{"edge":3527,"hub":3527,"fleet":3527},{"id":3694,"title":3695,"features":3696},"deploy","Deploy",[3697,3703,3712,3718,3724,3730,3736,3742,3747],{"id":3698,"title":3699,"description":3700,"docsLink":3701,"tiers":3702},"hosted-instances","Cloud Instances","Run Node-RED instances managed and hosted by FlowFuse.","\u002Fdocs\u002Fuser\u002Fintroduction\u002F#creating-a-node-red-instance",{"edge":3527,"hub":3527,"fleet":3527},{"id":3704,"title":3705,"description":3706,"docsLink":3707,"changelog":3708,"tiers":3711},"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",[3709],{"url":3710,"release":3554},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options\u002F",{"edge":3527,"hub":3564,"fleet":3527},{"id":3713,"title":3714,"description":3715,"docsLink":3716,"tiers":3717},"custom-hostnames","Custom Hostnames","Access your Node-RED application via your own domain name.","\u002Fdocs\u002Fuser\u002Fcustom-hostnames\u002F",{"edge":3564,"hub":3527,"fleet":3564},{"id":3719,"title":3720,"description":3721,"docsLink":3722,"tiers":3723},"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":3527,"hub":3564,"fleet":3527},{"id":3725,"title":3726,"description":3727,"docsLink":3728,"showOnPricing":3564,"tiers":3729},"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":3527,"hub":3527,"fleet":3527},{"id":3731,"title":3732,"description":3733,"docsLink":3734,"tiers":3735},"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":3527,"hub":3527,"fleet":3527},{"id":3737,"title":3738,"description":3739,"docsLink":3740,"tiers":3741},"git-integration","Git Integration","Back up your flows to a remote Git repository through a DevOps Pipeline. 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Step through every changed, added, or deleted node and see property and code diffs.",[3781],{"url":3782,"release":3675},"\u002Fchangelog\u002F2026\u002F04\u002Fsnapshot-diff-viewer\u002F",{"edge":3527,"hub":3527,"fleet":3527},{"id":3785,"title":3786,"subfeature":3527,"showOnPricing":3564,"tiers":3787},"version-history-timeline","Version History Timeline",{"edge":3527,"hub":3527,"fleet":3527},{"id":3789,"title":3790,"tiers":3791},"unlimited-workflow-executions","Unlimited Workflow Executions",{"edge":3527,"hub":3527,"fleet":3527},{"id":3793,"title":3794,"description":3795,"tiers":3796},"device-fleet-updates","Device Fleet Updates","Connect to edge devices to quickly assess and update logic. Debug one device and roll out improvements to your fleet in minutes, securely without requiring full device access for your whole organisation.",{"edge":3527,"hub":3564,"fleet":3527},{"id":3798,"title":3799,"description":3800,"docsLink":3801,"tiers":3802},"device-group-management","Device Group Management","Logically group devices assigned to an application and integrate device groups into your DevOps Pipeline for coordinated fleet updates.","\u002Fdocs\u002Fuser\u002Fdevice-groups\u002F",{"edge":3527,"hub":3564,"fleet":3527},{"id":3804,"title":3805,"description":3806,"docsLink":3807,"tiers":3808},"high-availability","High Availability","Leverage horizontal scaling for reliable and scalable processing of your data through Node-RED.","\u002Fdocs\u002Fuser\u002Fhigh-availability\u002F",{"edge":3564,"hub":3527,"fleet":3564},{"id":3810,"title":3811,"description":3812,"tiers":3813},"performance-monitoring","Performance Monitoring & Alerts","Track CPU, memory, and event loop performance across your instances and devices, with email alerts when something needs your attention.",{"edge":3527,"hub":3527,"fleet":3527},{"id":3815,"title":3816,"description":3817,"docsLink":3818,"subfeature":3527,"showOnPricing":3564,"tiers":3819},"instance-monitoring","Instance Monitoring","Enable alerts to be sent via email when your Node-RED instances encounter issues.","\u002Fdocs\u002Fuser\u002Finstance-settings\u002F#alerts",{"edge":3527,"hub":3527,"fleet":3527},{"id":3821,"title":3822,"subfeature":3527,"showOnPricing":3564,"tiers":3823},"email-alerts","Email Alerts",{"edge":3527,"hub":3527,"fleet":3527},{"id":3825,"title":3826,"showOnPricing":3564,"tiers":3827},"api-debug-length-limit","API\u002FDebug Length Limit",{"edge":3527,"hub":3527,"fleet":3527},{"id":3829,"title":3830,"tiers":3831},"protected-instances","Protected Instances",{"edge":3564,"hub":3527,"fleet":3564},{"id":3833,"title":3834,"features":3835},"govern-secure","Govern and Secure",[3836,3845,3851,3857,3862,3868,3874,3880,3888,3894,3900,3906],{"id":3837,"title":3838,"description":3839,"docsLink":3840,"changelog":3841,"tiers":3844},"single-sign-on","Single Sign-On (SSO)","Configure FlowFuse to work with your own SSO provider, allowing users to access FlowFuse with a single set of login credentials.","\u002Fdocs\u002Fadmin\u002Fsso\u002F",[3842],{"url":3843,"release":3616},"\u002Fchangelog\u002F2026\u002F07\u002Fapplication-sso-groups\u002F",{"edge":3527,"hub":3527,"fleet":3527},{"id":3846,"title":3847,"description":3848,"docsLink":3849,"tiers":3850},"two-factor-authentication","Two-Factor Authentication","Two-factor authentication adds an extra layer of security to your FlowFuse account.","\u002Fdocs\u002Fuser\u002Fuser-settings\u002F#two-factor-authentication",{"edge":3527,"hub":3527,"fleet":3527},{"id":3852,"title":3853,"description":3854,"docsLink":3855,"tiers":3856},"certified-nodes-it","Certified Nodes - IT","IT certified node bundle includes: Redis, MQTT, HTTP Request, AI nodes (Gemini, Claude, ChatGPT, Ollama), MCP Server","\u002Fblog\u002F2025\u002F07\u002Fcertified-nodes-v2\u002F",{"edge":3564,"hub":3527,"fleet":3527},{"id":3858,"title":3859,"description":3860,"tiers":3861},"certified-nodes-ot","Certified OT Connections - OPC-UA, Modbus, etc.","OT certified node bundle includes: OPC-UA, Modbus TCP & RTU, RTSP, EtherNet\u002FIP, AI nodes (Gemini, Claude, ChatGPT, Ollama), MCP Server",{"edge":3527,"hub":3564,"fleet":3564},{"id":3863,"title":3864,"description":3865,"docsLink":3866,"tiers":3867},"audit-log","Audit Log","Keep track of everything going on in your Node-RED instances and FlowFuse. Audit Logs provide details on what actions have taken place, when they happened, and who did them.","\u002Fdocs\u002Fuser\u002Flogs\u002F#audit-log",{"edge":3527,"hub":3527,"fleet":3527},{"id":3869,"title":3870,"description":3871,"docsLink":3872,"tiers":3873},"role-based-access-control","Role-Based Access Control","Control who can do what at both the team and application level, from viewers to admins.","\u002Fdocs\u002Fuser\u002Frole-based-access-control\u002F",{"edge":3527,"hub":3527,"fleet":3527},{"id":3875,"title":3876,"description":3877,"docsLink":3878,"subfeature":3527,"showOnPricing":3564,"tiers":3879},"application-level-rbac","Application-Level RBAC","Fine-grained access control per application, allowing team members to have different permission levels across different applications without requiring separate teams.","\u002Fdocs\u002Fuser\u002Frole-based-access-control\u002F#application-level-rbac",{"edge":3527,"hub":3527,"fleet":3527},{"id":3881,"title":3882,"description":3883,"changelog":3884,"subfeature":3527,"showOnPricing":3564,"tiers":3887},"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.",[3885],{"url":3886,"release":3616},"\u002Fchangelog\u002F2026\u002F07\u002Fscoped-pats\u002F",{"edge":3527,"hub":3527,"fleet":3527},{"id":3889,"title":3890,"description":3891,"docsLink":3892,"showOnPricing":3564,"tiers":3893},"team-members","Team Members","Invite multiple team members to collaborate on the same Node-RED flows.","\u002Fdocs\u002Fuser\u002Fteam\u002F#teams",{"edge":3527,"hub":3527,"fleet":3527},{"id":3895,"title":3896,"description":3897,"docsLink":3898,"showOnPricing":3564,"tiers":3899},"endpoint-security","Endpoint Security","Secure HTTP endpoints for hosted Node-RED instances using FlowFuse credentials.","\u002Fdocs\u002Fuser\u002Finstance-settings\u002F#security",{"edge":3527,"hub":3527,"fleet":3527},{"id":3901,"title":3902,"description":3903,"docsLink":3904,"tiers":3905},"baa-for-hipaa","BAA for HIPAA","FlowFuse can sign a Business Associate Agreement to ensure proper safeguarding of protected health information handled on your behalf.","\u002Fhandbook\u002Fsales\u002Fsubscription-agreement-1.5\u002F",{"edge":3564,"hub":3527,"fleet":3564},{"id":3907,"title":3908,"description":3909,"tiers":3910},"sbom","Software Bill of Materials","A complete list of all software components used in your Node-RED instances and hosted applications, including version numbers and license information.",{"edge":3564,"hub":3527,"fleet":3564},{"id":3912,"title":3913,"features":3914},"support","Support",[3915,3920,3924],{"id":3916,"title":3917,"docsLink":3918,"tiers":3919},"installation-support","Installation Support","\u002Fdocs\u002Finstall\u002Fintroduction\u002F#do-you-need-help-installation-service",{"edge":3527,"hub":3527,"fleet":3527},{"id":3921,"title":3922,"showOnPricing":3564,"tiers":3923},"live-chat-support","Live Chat Support",{"edge":3527,"hub":3527,"fleet":3527},{"id":3925,"title":3926,"docsLink":3927,"tiers":3928},"enterprise-support","Enterprise Support","\u002Fdocs\u002Fpremium-support\u002F",{"edge":3527,"hub":3527,"fleet":3527},"feature-catalog","0AnkhTIPCECCwP9NmbTWP5HvRYx4FTSao4lG93-HaWM",[3932,3935,3938,3941,3944,3947,3949,3952,3955,3958,3961,3963,3966,3969,3972,3975,3978,3981,3984,3987,3990,3993,3996,3999,4002,4005,4008,4011,4014,4017,4020,4023,4026,4029,4032,4035,4038,4041,4044,4047,4050,4053,4056,4059,4062,4065,4068,4071,4074,4076,4079,4082,4085,4088,4091,4094,4097,4099,4102,4105,4108,4111,4114,4116,4119,4122,4125,4128,4131,4134,4137,4140,4143,4146,4148,4151,4154,4157,4160,4163,4166,4169,4172,4175,4178,4181,4184,4187,4190,4192,4195,4198,4201,4204,4207,4210,4213,4216,4219,4222,4225,4228,4231,4234,4237,4240,4243,4246,4248,4251,4254,4257,4260,4263,4266,4269,4271,4274,4277,4280,4283,4286,4289,4292,4295,4298,4301,4304,4307,4310,4313,4316,4319,4322,4325,4328,4331,4334,4337,4340,4343,4346,4349,4352,4355,4358,4361,4364,4367,4370,4373,4376,4379,4382,4385,4388,4391,4394,4397,4400,4403,4406,4409,4412,4415,4418,4421,4423,4426,4429,4432,4435,4438,4441,4444,4447,4450,4453,4456,4459,4462],{"path":3933,"title":3934},"\u002Fchangelog\u002F2023\u002F09\u002Fcustom-node-support","Custom Node Support",{"path":3936,"title":3937},"\u002Fchangelog\u002F2023\u002F09\u002Fdevops-actions","DevOps Pipeline with action selection",{"path":3939,"title":3940},"\u002Fchangelog\u002F2023\u002F09\u002Fintroduction-enterprise-tier","Introducing the Enterprise Tier",{"path":3942,"title":3943},"\u002Fchangelog\u002F2023\u002F09\u002Fpipeline-api","API Endpoint for DevOps Pipeline",{"path":3945,"title":3946},"\u002Fchangelog\u002F2023\u002F09\u002Fsnapshots-devices","Usability improvements to Device Management",{"path":3948,"title":3656},"\u002Fchangelog\u002F2023\u002F10\u002Fblueprints",{"path":3950,"title":3951},"\u002Fchangelog\u002F2023\u002F10\u002Fcertified-nodes","Certified Nodes",{"path":3953,"title":3954},"\u002Fchangelog\u002F2023\u002F10\u002Fdevice-snapshot-selection","Enhanced Snapshot Selection",{"path":3956,"title":3957},"\u002Fchangelog\u002F2023\u002F10\u002Fpath-bug-fix","Device Agent path bug fix",{"path":3959,"title":3960},"\u002Fchangelog\u002F2023\u002F10\u002Fresource-alerts","Resource Monitoring in Audit Log",{"path":3962,"title":3847},"\u002Fchangelog\u002F2023\u002F11\u002F2fa",{"path":3964,"title":3965},"\u002Fchangelog\u002F2023\u002F11\u002Fdefault-editor","Device Editor enabled by default",{"path":3967,"title":3968},"\u002Fchangelog\u002F2023\u002F11\u002Fdevices-in-pipelines","Devices in DevOps Pipelines",{"path":3970,"title":3971},"\u002Fchangelog\u002F2023\u002F11\u002Fproject-nodes-devices","Project Nodes for Devices",{"path":3973,"title":3974},"\u002Fchangelog\u002F2023\u002F12\u002Fbilling","No Credit Card required for billing",{"path":3976,"title":3977},"\u002Fchangelog\u002F2023\u002F12\u002Fblueprint-selection","Blueprint Selection Update",{"path":3979,"title":3980},"\u002Fchangelog\u002F2023\u002F12\u002Fdevice-groups","Device Groups",{"path":3982,"title":3983},"\u002Fchangelog\u002F2023\u002F12\u002Femail-alerting-node-red-crash","Email Alerts for Audit Log Events",{"path":3985,"title":3986},"\u002Fchangelog\u002F2023\u002F12\u002Fnode-red-updated","Node-RED 3.1.3 now available",{"path":3988,"title":3989},"\u002Fchangelog\u002F2024\u002F01\u002Fdevice-audit-log","Introducing the Device Auditlog Feature",{"path":3991,"title":3992},"\u002Fchangelog\u002F2024\u002F01\u002Fdevice-groups-snapshot","Device Groups - Automatic snapshot assignment",{"path":3994,"title":3995},"\u002Fchangelog\u002F2024\u002F01\u002Ffleet-mode","Renaming \"Default Device Mode\" to \"Fleet Mode\"",{"path":3997,"title":3998},"\u002Fchangelog\u002F2024\u002F01\u002Fhelm-v2","Helm Chart v2.0",{"path":4000,"title":4001},"\u002Fchangelog\u002F2024\u002F01\u002Fnew-blueprints","New Blueprints added",{"path":4003,"title":4004},"\u002Fchangelog\u002F2024\u002F01\u002Fsecurity-updates","Security Updates",{"path":4006,"title":4007},"\u002Fchangelog\u002F2024\u002F01\u002Fsso-team-membership","Managing Team Membership via SSO",{"path":4009,"title":4010},"\u002Fchangelog\u002F2024\u002F01\u002Fstreamlined-device-assignment","Streamlined Device assignment",{"path":4012,"title":4013},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-auto-snapshot","Device Auto Snapshots",{"path":4015,"title":4016},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-instance-audit-logs","Device Instance Audit Logging",{"path":4018,"title":4019},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-onboarding-improvements","Device Onboarding Improvements",{"path":4021,"title":4022},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-pricing-change","Pricing change for Devices",{"path":4024,"title":4025},"\u002Fchangelog\u002F2024\u002F02\u002Finstance-auto-snapshots","Instance Auto Snapshots",{"path":4027,"title":4028},"\u002Fchangelog\u002F2024\u002F02\u002Fpostgresql-upgrade","PostgreSQL Version update",{"path":4030,"title":4031},"\u002Fchangelog\u002F2024\u002F03\u002Fbearer-token-authentication","Bearer Token Authentication for Node-RED Instances",{"path":4033,"title":4034},"\u002Fchangelog\u002F2024\u002F03\u002Finstance-protection-mode","Instance Protection Mode",{"path":4036,"title":4037},"\u002Fchangelog\u002F2024\u002F03\u002Flimits-debug-payload","Configure HTTP Payload and Debug Message size",{"path":4039,"title":4040},"\u002Fchangelog\u002F2024\u002F03\u002Frestart-devices-remotly","Remote Device Restart",{"path":4042,"title":4043},"\u002Fchangelog\u002F2024\u002F04\u002Fcustom-nodes-on-devices","Custom Nodes Support on Devices",{"path":4045,"title":4046},"\u002Fchangelog\u002F2024\u002F04\u002Fdevice-auto-snapshot","Direct Dashboard Access",{"path":4048,"title":4049},"\u002Fchangelog\u002F2024\u002F04\u002Fimproving-device-groups","Improving Device Groups",{"path":4051,"title":4052},"\u002Fchangelog\u002F2024\u002F04\u002Fpricing-change","Pricing change Enterprise & Teams Tier",{"path":4054,"title":4055},"\u002Fchangelog\u002F2024\u002F04\u002Ftougher-rate-limiting","Tougher Rate Limiting on Public Routes",{"path":4057,"title":4058},"\u002Fchangelog\u002F2024\u002F05\u002Finstance-healthcheck","Customizing instance health-check settings",{"path":4060,"title":4061},"\u002Fchangelog\u002F2024\u002F05\u002Flibrary-blueprints","Blueprints added to Library",{"path":4063,"title":4064},"\u002Fchangelog\u002F2024\u002F05\u002Flibrary-flowviewer","Team Library - Flow Viewer",{"path":4066,"title":4067},"\u002Fchangelog\u002F2024\u002F05\u002Fmanaging-node-red-version-on-devices","Managing Node-RED versions on Devices",{"path":4069,"title":4070},"\u002Fchangelog\u002F2024\u002F05\u002Fsnapshot-improvements","Snapshot Improvements",{"path":4072,"title":4073},"\u002Fchangelog\u002F2024\u002F05\u002Fsnapshot-improvements-pt3","Snapshot Upload",{"path":4075,"title":4073},"\u002Fchangelog\u002F2024\u002F05\u002Fsnapshot-upload",{"path":4077,"title":4078},"\u002Fchangelog\u002F2024\u002F06\u002Fdevice-agent-proxy-support","Running the Device Agent behind an HTTP proxy",{"path":4080,"title":4081},"\u002Fchangelog\u002F2024\u002F06\u002Flibrary-blueprints","Custom hostnames for your instances",{"path":4083,"title":4084},"\u002Fchangelog\u002F2024\u002F06\u002Fmultiline-env-vars","Multi-line Environment Variables",{"path":4086,"title":4087},"\u002Fchangelog\u002F2024\u002F06\u002Fsnapshot-flow-compare","Compare Snapshots flows",{"path":4089,"title":4090},"\u002Fchangelog\u002F2024\u002F07\u002Fapplications-search","Applications Search",{"path":4092,"title":4093},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-group-clear-snapshot","Device Groups Snapshots",{"path":4095,"title":4096},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-management-bulk-delete","Managing devices",{"path":4098,"title":4096},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-management-bulk-move",{"path":4100,"title":4101},"\u002Fchangelog\u002F2024\u002F07\u002Fedit-snapshots","Edit Snapshots",{"path":4103,"title":4104},"\u002Fchangelog\u002F2024\u002F07\u002Fflowfuse-assistant","The FlowFuse Expert",{"path":4106,"title":4107},"\u002Fchangelog\u002F2024\u002F07\u002Fflowfuse-assistant-json","FlowFuse Expert Writes JSON",{"path":4109,"title":4110},"\u002Fchangelog\u002F2024\u002F07\u002Fimmersive-editor","Immersive Editor Experience",{"path":4112,"title":4113},"\u002Fchangelog\u002F2024\u002F07\u002Fnotifications-inbox","Notifications Inbox",{"path":4115,"title":4113},"\u002Fchangelog\u002F2024\u002F07\u002Fnotifications-update",{"path":4117,"title":4118},"\u002Fchangelog\u002F2024\u002F07\u002Fpersistent-storage","Persistent Storage on FlowFuse Cloud",{"path":4120,"title":4121},"\u002Fchangelog\u002F2024\u002F07\u002Fsso","Single Sign On Updates",{"path":4123,"title":4124},"\u002Fchangelog\u002F2024\u002F08\u002Fbill-of-materials","Bill of Materials",{"path":4126,"title":4127},"\u002Fchangelog\u002F2024\u002F08\u002Fenterprise-license-update","Enforcing Enterprise Restrictions",{"path":4129,"title":4130},"\u002Fchangelog\u002F2024\u002F08\u002Fldap-sso-groups","LDAP Single Sign On Updates",{"path":4132,"title":4133},"\u002Fchangelog\u002F2024\u002F08\u002Fstatic-file-service-navigation-visibility","Static File Service Navigation and Visibility",{"path":4135,"title":4136},"\u002Fchangelog\u002F2024\u002F10\u002Fdevice-group-env-vars","Environment Variables for your Device Groups",{"path":4138,"title":4139},"\u002Fchangelog\u002F2024\u002F10\u002Fmqtt-service","MQTT Broker Service",{"path":4141,"title":4142},"\u002Fchangelog\u002F2024\u002F10\u002Fnotifications-bulk-actions","Managing Notifications",{"path":4144,"title":4145},"\u002Fchangelog\u002F2024\u002F10\u002Fsnapshot-download-upload-options","Snapshot Upload and Download Improvements",{"path":4147,"title":3786},"\u002Fchangelog\u002F2024\u002F10\u002Fversion-history-timeline",{"path":4149,"title":4150},"\u002Fchangelog\u002F2024\u002F11\u002Faudit-log-hierarchy","Audit logs show hierarchical events",{"path":4152,"title":4153},"\u002Fchangelog\u002F2024\u002F11\u002Fdevice-agent-release","Device Agent 3.0 released",{"path":4155,"title":4156},"\u002Fchangelog\u002F2024\u002F11\u002Fmqtt-topic-hierarchy","MQTT Topic Hierarchy view",{"path":4158,"title":4159},"\u002Fchangelog\u002F2024\u002F11\u002Fteam-search","Team-wide search",{"path":4161,"title":4162},"\u002Fchangelog\u002F2024\u002F12\u002Fdashboad-iframe","Allow Dashboards to be embedded in iFrames",{"path":4164,"title":4165},"\u002Fchangelog\u002F2024\u002F12\u002Fdevice-editor-cache","Device Editor Access Speed Up",{"path":4167,"title":4168},"\u002Fchangelog\u002F2024\u002F12\u002Fteam-bom-timeline","Team BOM and Pipeline Views",{"path":4170,"title":4171},"\u002Fchangelog\u002F2025\u002F01\u002Ffree-tier-onboarding","New Onboarding Tour for Free Tier Users",{"path":4173,"title":4174},"\u002Fchangelog\u002F2025\u002F01\u002Fhidden-env-vars","Hidden Environment Variables",{"path":4176,"title":4177},"\u002Fchangelog\u002F2025\u002F01\u002Fimproved-diagnostics","Improved Diagnostics",{"path":4179,"title":4180},"\u002Fchangelog\u002F2025\u002F01\u002Fteam-level-groups","Team level view of Groups",{"path":4182,"title":4183},"\u002Fchangelog\u002F2025\u002F02\u002Fadditional-device-version-history-events","New Remote Instances Version History Events",{"path":4185,"title":4186},"\u002Fchangelog\u002F2025\u002F02\u002Fbroker-error-feedback","Improved Broker Connection Feedback",{"path":4188,"title":4189},"\u002Fchangelog\u002F2025\u002F02\u002Fdevice-agent-updates","FlowFuse User Authentication on Remote Instances",{"path":4191,"title":3786},"\u002Fchangelog\u002F2025\u002F02\u002Fdevice-version-history-timeline",{"path":4193,"title":4194},"\u002Fchangelog\u002F2025\u002F02\u002Fexternal-brokers","External MQTT Brokers",{"path":4196,"title":4197},"\u002Fchangelog\u002F2025\u002F02\u002Fmqtt-schema-suggestions","MQTT Smart Schema Suggestions",{"path":4199,"title":4200},"\u002Fchangelog\u002F2025\u002F02\u002Fresend-and-extend-team-invitation-expiration","Re-send Team Invitations",{"path":4202,"title":4203},"\u002Fchangelog\u002F2025\u002F02\u002Fschema-docs","Personalized Schema Documentation",{"path":4205,"title":4206},"\u002Fchangelog\u002F2025\u002F02\u002Ftopic-hierarchy-search","Search & Filter for Topic Hierarchy List",{"path":4208,"title":4209},"\u002Fchangelog\u002F2025\u002F03\u002Fcontainer-tags","Changes to tags for flowfuse\u002Fnode-red",{"path":4211,"title":4212},"\u002Fchangelog\u002F2025\u002F03\u002Fdevice-groups","Multiple Device Groups in a pipeline",{"path":4214,"title":4215},"\u002Fchangelog\u002F2025\u002F03\u002Fdevice-local-login","Local Login for Remote Instances",{"path":4217,"title":4218},"\u002Fchangelog\u002F2025\u002F03\u002Ffree-tier","Free Tier now more accessible to all",{"path":4220,"title":4221},"\u002Fchangelog\u002F2025\u002F03\u002Fresource-notifications","Resource Alerts",{"path":4223,"title":4224},"\u002Fchangelog\u002F2025\u002F03\u002Fsnapshot-filter","Filtering Snapshots",{"path":4226,"title":4227},"\u002Fchangelog\u002F2025\u002F03\u002Fteam-npm-registry","NPM Package Hosting",{"path":4229,"title":4230},"\u002Fchangelog\u002F2025\u002F03\u002Ftopic-deletion","MQTT Topic Management",{"path":4232,"title":4233},"\u002Fchangelog\u002F2025\u002F04\u002Fdevice-provisioning","Remote Instance Provisioning",{"path":4235,"title":4236},"\u002Fchangelog\u002F2025\u002F04\u002Fgit-integration","Git Integration with Pipelines",{"path":4238,"title":4239},"\u002Fchangelog\u002F2025\u002F04\u002Finstance-log-browsing","Better Node-RED log handling",{"path":4241,"title":4242},"\u002Fchangelog\u002F2025\u002F05\u002Fimport-node-red-flows","Import Node-RED Flows During Remote Instance Setup",{"path":4244,"title":4245},"\u002Fchangelog\u002F2025\u002F06\u002Fflowfuse-assistant","FlowFuse Expert just got smarter",{"path":4247,"title":4245},"\u002Fchangelog\u002F2025\u002F06\u002Fflowfuse-assistant-2",{"path":4249,"title":4250},"\u002Fchangelog\u002F2025\u002F06\u002Fgit-integration","Pulling snapshots from Git with Pipelines",{"path":4252,"title":4253},"\u002Fchangelog\u002F2025\u002F06\u002Finstance-performance-memory","Memory Metrics in Instance Performance View",{"path":4255,"title":4256},"\u002Fchangelog\u002F2025\u002F06\u002Fnew-home-page","Introducing the New Home Page Experience",{"path":4258,"title":4259},"\u002Fchangelog\u002F2025\u002F06\u002Fteam-performance","Team Performance Feature",{"path":4261,"title":4262},"\u002Fchangelog\u002F2025\u002F06\u002Fteam-performance-view","Instance Performance View",{"path":4264,"title":4265},"\u002Fchangelog\u002F2025\u002F06\u002Fui-refresh","Navigation UI Refresh",{"path":4267,"title":4268},"\u002Fchangelog\u002F2025\u002F07\u002Fbrowse-node-red-flows","Browse for Node-RED Flows During Remote Instance Setup",{"path":4270,"title":3610},"\u002Fchangelog\u002F2025\u002F07\u002Fflowfuse-tables",{"path":4272,"title":4273},"\u002Fchangelog\u002F2025\u002F07\u002Fimport-blueprints","Import blueprints directly into your existing instances",{"path":4275,"title":4276},"\u002Fchangelog\u002F2025\u002F07\u002Fsimplified-applications-overview","Simplified Applications Page with Summary Tiles",{"path":4278,"title":4279},"\u002Fchangelog\u002F2025\u002F07\u002Fsmart-suggestions","Smart Suggestions",{"path":4281,"title":4282},"\u002Fchangelog\u002F2025\u002F07\u002Fteam-to-pro-plan-rename","Team Plan Renamed to Pro Plan",{"path":4284,"title":4285},"\u002Fchangelog\u002F2025\u002F08\u002Fai-generated-snapshot-descriptions-hosted","Generate snapshot descriptions with AI",{"path":4287,"title":4288},"\u002Fchangelog\u002F2025\u002F08\u002Fai-generated-snapshot-descriptions-remote","AI Snapshot Descriptions Now Work with Remote Instances",{"path":4290,"title":4291},"\u002Fchangelog\u002F2025\u002F08\u002Fdevice-performance","FlowFuse Remote Instance Performance Data",{"path":4293,"title":4294},"\u002Fchangelog\u002F2025\u002F08\u002Fdirect-sso","Direct SSO Login",{"path":4296,"title":4297},"\u002Fchangelog\u002F2025\u002F08\u002Fflowfuse-assistant","FlowFuse Expert documents your flows",{"path":4299,"title":4300},"\u002Fchangelog\u002F2025\u002F08\u002Fflowfuse-mqtt","FlowFuse MQTT",{"path":4302,"title":4303},"\u002Fchangelog\u002F2025\u002F08\u002Fhttp-cors","Configure HTTP CORS",{"path":4305,"title":4306},"\u002Fchangelog\u002F2025\u002F08\u002Fsubflow-export","Export SubFlow as Node-RED module",{"path":4308,"title":4309},"\u002Fchangelog\u002F2025\u002F08\u002Ftables-assistant","FlowFuse Tables with a little help from the Assistant",{"path":4311,"title":4312},"\u002Fchangelog\u002F2025\u002F09\u002Fexpose-saml-groups-to-dashboard","Allow SSO groups to be shared with the Node-RED Dashboard",{"path":4314,"title":4315},"\u002Fchangelog\u002F2025\u002F09\u002Finline-assist","FlowFuse Expert can help you write code",{"path":4317,"title":4318},"\u002Fchangelog\u002F2025\u002F09\u002Fretiring-flowforge-device-agent","No more @flowforge\u002Fflowforge-device-agent releases",{"path":4320,"title":4321},"\u002Fchangelog\u002F2025\u002F09\u002Frevised-instance-snapshot-ui","Streamlined Snapshot Management",{"path":4323,"title":4324},"\u002Fchangelog\u002F2025\u002F09\u002Fteam-broker-async-api","Capture Async API data from FlowFuse Team Broker",{"path":4326,"title":4327},"\u002Fchangelog\u002F2025\u002F10\u002Fapplication-level-rbac","Application-level access control for Enterprise teams",{"path":4329,"title":4330},"\u002Fchangelog\u002F2025\u002F10\u002Fbulk-device-group-assignment","Easier Access to Bulk Device Group Management",{"path":4332,"title":4333},"\u002Fchangelog\u002F2025\u002F10\u002Fduplicate-instances-across-applications","Duplicate Instances Across Different Applications",{"path":4335,"title":4336},"\u002Fchangelog\u002F2025\u002F10\u002Fimport-flows-on-instance-creation","Import flows during instance creation",{"path":4338,"title":4339},"\u002Fchangelog\u002F2025\u002F10\u002Fmcp-nodes","FlowFuse MCP Server Nodes",{"path":4341,"title":4342},"\u002Fchangelog\u002F2025\u002F10\u002Fonnx-nodes","FlowFuse AI Nodes",{"path":4344,"title":4345},"\u002Fchangelog\u002F2025\u002F10\u002Fsettings-page-device-group-management","Device Group Management from Settings Page",{"path":4347,"title":4348},"\u002Fchangelog\u002F2025\u002F11\u002Fff-expert-update","FlowFuse Expert Update",{"path":4350,"title":4351},"\u002Fchangelog\u002F2025\u002F11\u002Fminimum-nodejs-version","Node.js v20 Minimum Version Requirement",{"path":4353,"title":4354},"\u002Fchangelog\u002F2025\u002F11\u002Fsso-session","SSO control over Session life",{"path":4356,"title":4357},"\u002Fchangelog\u002F2025\u002F12\u002Fff-expert-mcp-insights","FlowFuse Expert: Now with MCP-Powered Insights",{"path":4359,"title":4360},"\u002Fchangelog\u002F2025\u002F12\u002Fscheduled-maintenance","Scheduled Maintenance Mode",{"path":4362,"title":4363},"\u002Fchangelog\u002F2026\u002F01\u002Fdevice-agent-containers","Device Agent Docker Containers updated",{"path":4365,"title":4366},"\u002Fchangelog\u002F2026\u002F01\u002Fff-expert-manage-palette","FlowFuse Expert: Enhanced Palette Integration",{"path":4368,"title":4369},"\u002Fchangelog\u002F2026\u002F01\u002Fff-expert-nr-actions","FlowFuse Expert: Integration with Node-RED",{"path":4371,"title":4372},"\u002Fchangelog\u002F2026\u002F01\u002Fff-expert-palette-queries","FlowFuse Expert: Palette Queries",{"path":4374,"title":4375},"\u002Fchangelog\u002F2026\u002F01\u002Fff-expert-select-flows","FlowFuse Expert: Ask about your flows",{"path":4377,"title":4378},"\u002Fchangelog\u002F2026\u002F01\u002Fmcp-rbacs","FlowFuse Expert: MCP-Powered Insights with RBACs",{"path":4380,"title":4381},"\u002Fchangelog\u002F2026\u002F01\u002Fmcp-security","FlowFuse Expert: MCP-Powered Insights",{"path":4383,"title":4384},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options","Set Node.js Options for Remote Instances",{"path":4386,"title":4387},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context","FlowFuse Expert: Helping you make sense of your debug log",{"path":4389,"title":4390},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner","FlowFuse Expert: Never Miss an Update",{"path":4392,"title":4393},"\u002Fchangelog\u002F2026\u002F02\u002Fha-instance-rolling-restart","HA Hosted Instance Rolling Restart",{"path":4395,"title":4396},"\u002Fchangelog\u002F2026\u002F02\u002Fremote-instances-immersive-editor","Immersive Mode for Remote Instances",{"path":4398,"title":4399},"\u002Fchangelog\u002F2026\u002F02\u002Frestoring-snapshots-to-remote-instances","Restoring snapshots to developer-mode Remote 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