[{"data":1,"prerenderedAt":7096},["ShallowReactive",2],{"blog-\u002Fblog\u002F2024\u002F07\u002Fcalling-python-script-from-node-red":3,"featureCatalog":6166,"changelog-titles":6561,"blog-all-for-related":7095},{"id":4,"title":5,"authors":6,"body":8,"cta":6137,"date":6141,"description":6142,"extension":6143,"features":6144,"image":6145,"lastUpdated":6146,"meta":6147,"navigation":6153,"path":6154,"release":6144,"seo":6155,"sitemap":6156,"stem":6157,"subtitle":6158,"tags":6159,"tldr":6164,"video":6144,"__hash__":6165},"blog\u002Fblog\u002F2024\u002F07\u002Fcalling-python-script-from-node-red.md","Calling a Python script from Node-RED (2026)",[7],"sumit-shinde",{"type":9,"value":10,"toc":6127},"minimark",[11,15,20,23,26,30,41,44,67,75,78,90,101,105,108,1130,1138,1152,1159,1168,2208,2215,2219,2222,2230,2250,2253,2260,2269,4142,4146,4149,5090,5112,5127,6116,6120,6123],[12,13,14],"p",{},"Python's robust data processing capabilities and extensive libraries are well-known in programming. When combined with Node-RED, these technologies can synergize to elevate data analytics and automation. This guide walks you through integrating Python scripts with Node-RED. You'll gain practical insights, troubleshooting tips, and effective techniques for executing scripts, enabling you to leverage this powerful combination for your IoT projects.",[16,17,19],"h2",{"id":18},"why-use-python-with-node-red","Why use python with Node-RED",[12,21,22],{},"Integrating Python and Node-RED can significantly enhance your IoT and automation initiatives by leveraging their distinct strengths. Node-RED excels in creating easy workflows, efficiently processing data streams, and integrating hardware, APIs, and. Meanwhile, Python offers a rich set of libraries for advanced tasks such as machine learning and AI, pivotal in realizing Industry 4.0 concepts.",[12,24,25],{},"This combination allows developers to build robust and flexible solutions. For instance, while Node-RED manages data flow and device communication, Python can perform complex analytics, and predictive modeling, or integrate with AI frameworks. This integration bridges the gap between data collection and actionable insights, enabling systems to make informed decisions autonomously.",[16,27,29],{"id":28},"installing-python","Installing Python",[12,31,32,33,40],{},"When executing Python scripts, it's essential to have the Python runtime installed on your system. Before proceeding, make sure you have it installed. You can follow the ",[34,35,39],"a",{"href":36,"rel":37},"https:\u002F\u002Fwiki.python.org\u002Fmoin\u002FBeginnersGuide\u002FDownload",[38],"nofollow","official guide"," for instructions.",[12,42,43],{},"To verify if Python is installed, open your terminal and execute:",[45,46,51],"pre",{"className":47,"code":48,"language":49,"meta":50,"style":50},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","python --version\n","bash","",[52,53,54],"code",{"__ignoreMap":50},[55,56,59,63],"span",{"class":57,"line":58},"line",1,[55,60,62],{"class":61},"sBMFI","python",[55,64,66],{"class":65},"sfazB"," --version\n",[12,68,69],{},[70,71],"img",{"alt":72,"dataZoomable":50,"src":73,"title":74},"\"Screenshot of terminal showing the python version installed, conforming it is installed\"","\u002Fblog\u002F2024\u002F07\u002Fimages\u002Fcalling-python-script-from-node-red-py-conformation.png","Screenshot of terminal showing the python version installed, conforming it is installed",[12,76,77],{},"The above command displays the version of Python installed on your system as shown in the above image. If the above command doesn't work, try:",[45,79,81],{"className":47,"code":80,"language":49,"meta":50,"style":50},"python3 --version\n",[52,82,83],{"__ignoreMap":50},[55,84,85,88],{"class":57,"line":58},[55,86,87],{"class":61},"python3",[55,89,66],{"class":65},[12,91,92,93,96,97,100],{},"The specific command to use depends on how Python was installed and configured on your system. However, make sure to use ",[52,94,95],{},"python \u003Cfilename>.py"," if the first command works, or ",[52,98,99],{},"python3 \u003Cfilename>.py"," if the second command works, while executing Python scripts.",[16,102,104],{"id":103},"executing-python-script-from-node-red","Executing Python Script from Node-RED",[12,106,107],{},"Let's now see how to call a Python script from Node-RED. First, we'll create a basic script file that contains a function to print text in the console based on input. Currently, the function uses hardcoded input. To create this file using Node-RED, import the following flow, deploy it, and press the inject button:",[109,110,111],"render-flow",{},[45,112,116],{"className":113,"code":114,"language":115,"meta":50,"style":50},"language-json shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","[{\"id\":\"b9d7d6aff0016631\",\"type\":\"inject\",\"z\":\"FFF0000000000001\",\"name\":\"\",\"props\":[{\"p\":\"payload\"},{\"p\":\"topic\",\"vt\":\"str\"}],\"repeat\":\"\",\"crontab\":\"\",\"once\":false,\"onceDelay\":0.1,\"topic\":\"\",\"payload\":\"\",\"payloadType\":\"date\",\"x\":240,\"y\":100,\"wires\":[[\"2e1daccf2a7b3d0f\"]]},{\"id\":\"d2d1450deaa588f4\",\"type\":\"file\",\"z\":\"FFF0000000000001\",\"name\":\"\",\"filename\":\".\\\\example.py\",\"filenameType\":\"str\",\"appendNewline\":true,\"createDir\":false,\"overwriteFile\":\"true\",\"encoding\":\"none\",\"x\":570,\"y\":100,\"wires\":[[\"e140a8508fb10d96\"]]},{\"id\":\"e140a8508fb10d96\",\"type\":\"debug\",\"z\":\"FFF0000000000001\",\"name\":\"debug 1\",\"active\":true,\"tosidebar\":true,\"console\":false,\"tostatus\":false,\"complete\":\"false\",\"statusVal\":\"\",\"statusType\":\"auto\",\"x\":760,\"y\":100,\"wires\":[]},{\"id\":\"2e1daccf2a7b3d0f\",\"type\":\"template\",\"z\":\"FFF0000000000001\",\"name\":\"\",\"field\":\"payload\",\"fieldType\":\"msg\",\"format\":\"handlebars\",\"syntax\":\"mustache\",\"template\":\"def main():\\n    # Hardcoded value\\n    user_input = 20  \\n    \\n    # Check if the input is numeric\\n    if isinstance(user_input, int) or (isinstance(user_input, str) and user_input.isdigit()):\\n        number = int(user_input) if isinstance(user_input, str) else user_input\\n        \\n        # Conditionally render based on the input value\\n        if number \u003C 0:\\n            print(\\\"Negative number entered\\\")\\n        elif number == 0:\\n            print(\\\"Zero entered\\\")\\n        else:\\n            print(\\\"Positive number entered\\\")\\n    else:\\n        print(\\\"Invalid input. Please enter a valid number.\\\")\\n\\nif __name__ == \\\"__main__\\\":\\n    main()\\n\",\"output\":\"str\",\"x\":400,\"y\":100,\"wires\":[[\"d2d1450deaa588f4\"]]}]\n","json",[52,117,118],{"__ignoreMap":50},[55,119,120,124,127,131,133,136,138,141,143,146,148,151,153,155,157,160,162,164,166,169,171,173,175,178,180,182,184,187,189,191,194,196,198,201,203,206,208,210,212,214,216,219,221,224,226,228,230,232,234,237,239,241,243,246,248,250,252,255,257,260,262,265,267,269,271,273,275,278,280,282,284,286,288,291,293,296,298,301,303,305,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,340,342,344,346,349,351,353,355,358,360,362,365,367,369,372,374,376,379,381,383,386,388,391,393,396,398,401,403,405,407,409,411,414,416,418,420,422,424,426,428,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,468,470,472,474,477,481,484,486,488,490,493,495,497,499,501,503,505,507,510,512,515,517,520,522,524,526,529,531,533,535,538,540,542,544,547,549,551,553,556,558,560,562,564,566,568,571,573,575,577,579,581,583,585,587,589,591,593,595,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,664,666,668,670,673,675,677,679,682,684,686,688,691,693,695,697,700,702,704,706,709,711,713,715,718,720,722,724,727,729,731,733,735,737,740,742,744,746,749,751,753,755,757,759,761,764,766,768,770,772,774,776,778,780,782,784,787,789,791,793,795,797,799,801,803,805,807,809,811,813,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,853,855,857,859,861,863,865,867,870,872,874,876,879,881,883,885,888,890,892,894,897,899,901,903,906,908,910,912,915,917,919,921,923,925,927,929,932,935,938,940,943,945,948,951,953,956,958,961,963,966,969,971,974,976,979,982,985,987,990,992,995,997,999,1001,1004,1006,1008,1010,1013,1015,1017,1019,1022,1024,1026,1028,1031,1033,1036,1038,1041,1043,1045,1048,1051,1053,1056,1058,1060,1062,1065,1067,1069,1071,1073,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127],{"class":57,"line":58},[55,121,123],{"class":122},"sMK4o","[{",[55,125,126],{"class":122},"\"",[55,128,130],{"class":129},"spNyl","id",[55,132,126],{"class":122},[55,134,135],{"class":122},":",[55,137,126],{"class":122},[55,139,140],{"class":65},"b9d7d6aff0016631",[55,142,126],{"class":122},[55,144,145],{"class":122},",",[55,147,126],{"class":122},[55,149,150],{"class":129},"type",[55,152,126],{"class":122},[55,154,135],{"class":122},[55,156,126],{"class":122},[55,158,159],{"class":65},"inject",[55,161,126],{"class":122},[55,163,145],{"class":122},[55,165,126],{"class":122},[55,167,168],{"class":129},"z",[55,170,126],{"class":122},[55,172,135],{"class":122},[55,174,126],{"class":122},[55,176,177],{"class":65},"FFF0000000000001",[55,179,126],{"class":122},[55,181,145],{"class":122},[55,183,126],{"class":122},[55,185,186],{"class":129},"name",[55,188,126],{"class":122},[55,190,135],{"class":122},[55,192,193],{"class":122},"\"\"",[55,195,145],{"class":122},[55,197,126],{"class":122},[55,199,200],{"class":129},"props",[55,202,126],{"class":122},[55,204,205],{"class":122},":[{",[55,207,126],{"class":122},[55,209,12],{"class":61},[55,211,126],{"class":122},[55,213,135],{"class":122},[55,215,126],{"class":122},[55,217,218],{"class":65},"payload",[55,220,126],{"class":122},[55,222,223],{"class":122},"},{",[55,225,126],{"class":122},[55,227,12],{"class":61},[55,229,126],{"class":122},[55,231,135],{"class":122},[55,233,126],{"class":122},[55,235,236],{"class":65},"topic",[55,238,126],{"class":122},[55,240,145],{"class":122},[55,242,126],{"class":122},[55,244,245],{"class":61},"vt",[55,247,126],{"class":122},[55,249,135],{"class":122},[55,251,126],{"class":122},[55,253,254],{"class":65},"str",[55,256,126],{"class":122},[55,258,259],{"class":122},"}],",[55,261,126],{"class":122},[55,263,264],{"class":129},"repeat",[55,266,126],{"class":122},[55,268,135],{"class":122},[55,270,193],{"class":122},[55,272,145],{"class":122},[55,274,126],{"class":122},[55,276,277],{"class":129},"crontab",[55,279,126],{"class":122},[55,281,135],{"class":122},[55,283,193],{"class":122},[55,285,145],{"class":122},[55,287,126],{"class":122},[55,289,290],{"class":129},"once",[55,292,126],{"class":122},[55,294,295],{"class":122},":false,",[55,297,126],{"class":122},[55,299,300],{"class":129},"onceDelay",[55,302,126],{"class":122},[55,304,135],{"class":122},[55,306,308],{"class":307},"sbssI","0.1",[55,310,145],{"class":122},[55,312,126],{"class":122},[55,314,236],{"class":129},[55,316,126],{"class":122},[55,318,135],{"class":122},[55,320,193],{"class":122},[55,322,145],{"class":122},[55,324,126],{"class":122},[55,326,218],{"class":129},[55,328,126],{"class":122},[55,330,135],{"class":122},[55,332,193],{"class":122},[55,334,145],{"class":122},[55,336,126],{"class":122},[55,338,339],{"class":129},"payloadType",[55,341,126],{"class":122},[55,343,135],{"class":122},[55,345,126],{"class":122},[55,347,348],{"class":65},"date",[55,350,126],{"class":122},[55,352,145],{"class":122},[55,354,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main():",[55,933,934],{"class":479},"\\n",[55,936,937],{"class":65},"    # Hardcoded value",[55,939,934],{"class":479},[55,941,942],{"class":65},"    user_input = 20  ",[55,944,934],{"class":479},[55,946,947],{"class":479},"    \\n",[55,949,950],{"class":65},"    # Check if the input is numeric",[55,952,934],{"class":479},[55,954,955],{"class":65},"    if isinstance(user_input, int) or (isinstance(user_input, str) and user_input.isdigit()):",[55,957,934],{"class":479},[55,959,960],{"class":65},"        number = int(user_input) if isinstance(user_input, str) else user_input",[55,962,934],{"class":479},[55,964,965],{"class":479},"        \\n",[55,967,968],{"class":65},"        # Conditionally render based on the input value",[55,970,934],{"class":479},[55,972,973],{"class":65},"        if number \u003C 0:",[55,975,934],{"class":479},[55,977,978],{"class":65},"            print(",[55,980,981],{"class":479},"\\\"",[55,983,984],{"class":65},"Negative number entered",[55,986,981],{"class":479},[55,988,989],{"class":65},")",[55,991,934],{"class":479},[55,993,994],{"class":65},"        elif number == 0:",[55,996,934],{"class":479},[55,998,978],{"class":65},[55,1000,981],{"class":479},[55,1002,1003],{"class":65},"Zero entered",[55,1005,981],{"class":479},[55,1007,989],{"class":65},[55,1009,934],{"class":479},[55,1011,1012],{"class":65},"        else:",[55,1014,934],{"class":479},[55,1016,978],{"class":65},[55,1018,981],{"class":479},[55,1020,1021],{"class":65},"Positive number entered",[55,1023,981],{"class":479},[55,1025,989],{"class":65},[55,1027,934],{"class":479},[55,1029,1030],{"class":65},"    else:",[55,1032,934],{"class":479},[55,1034,1035],{"class":65},"        print(",[55,1037,981],{"class":479},[55,1039,1040],{"class":65},"Invalid input. Please enter a valid number.",[55,1042,981],{"class":479},[55,1044,989],{"class":65},[55,1046,1047],{"class":479},"\\n\\n",[55,1049,1050],{"class":65},"if __name__ == ",[55,1052,981],{"class":479},[55,1054,1055],{"class":65},"__main__",[55,1057,981],{"class":479},[55,1059,135],{"class":65},[55,1061,934],{"class":479},[55,1063,1064],{"class":65},"    main()",[55,1066,934],{"class":479},[55,1068,126],{"class":122},[55,1070,145],{"class":122},[55,1072,126],{"class":122},[55,1074,1075],{"class":129},"output",[55,1077,126],{"class":122},[55,1079,135],{"class":122},[55,1081,126],{"class":122},[55,1083,254],{"class":65},[55,1085,126],{"class":122},[55,1087,145],{"class":122},[55,1089,126],{"class":122},[55,1091,357],{"class":129},[55,1093,126],{"class":122},[55,1095,135],{"class":122},[55,1097,1098],{"class":307},"400",[55,1100,145],{"class":122},[55,1102,126],{"class":122},[55,1104,371],{"class":129},[55,1106,126],{"class":122},[55,1108,135],{"class":122},[55,1110,378],{"class":307},[55,1112,145],{"class":122},[55,1114,126],{"class":122},[55,1116,385],{"class":129},[55,1118,126],{"class":122},[55,1120,390],{"class":122},[55,1122,126],{"class":122},[55,1124,413],{"class":65},[55,1126,126],{"class":122},[55,1128,1129],{"class":122},"]]}]\n",[12,1131,1132,1133,1137],{},"Now, let's execute this Python script from Node-RED. To do that, we will use Node-RED's ",[34,1134,1136],{"href":1135},"\u002Fnode-red\u002Fcore-nodes\u002Fexec\u002F","Exec"," node, which allows running commands on your system.",[1139,1140,1141,1145],"ol",{},[1142,1143,1144],"li",{},"Drag an Inject node onto the canvas.",[1142,1146,1147,1148,1151],{},"Drag an Exec node onto the canvas and Configure the command to ",[52,1149,1150],{},"python .\u002Fexample.py -u",". The -u flag prevents potential output buffering issues when executing Python scripts via exec.",[12,1153,1154],{},[70,1155],{"alt":1156,"dataZoomable":50,"src":1157,"title":1158},"\"Screenshot of the Exec node executing python file\"","\u002Fblog\u002F2024\u002F07\u002Fimages\u002Fcalling-python-scrpt-from-node-red-exec-node.png","Screenshot of the Exec node executing python file",[1139,1160,1162,1165],{"start":1161},3,[1142,1163,1164],{},"Drag a Debug node onto the canvas.",[1142,1166,1167],{},"Connect the output of the Inject node to the input of the Exec node, and the output of the Exec node to the input of Debug node.",[109,1169,1170],{},[45,1171,1173],{"className":113,"code":1172,"language":115,"meta":50,"style":50},"[{\"id\":\"2e26b84c0ce17312\",\"type\":\"exec\",\"z\":\"FFF0000000000001\",\"command\":\"python .\u002Fexample.py 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when you deploy this flow and click on the inject node to execute the file, you should see the text 'Positive number entered' and ",[52,2212,2213],{},"{ code: 0 }",", which indicates your script has been successfully executed.",[16,2216,2218],{"id":2217},"reading-temperature-sensor-using-python-script","Reading Temperature Sensor using Python script",[12,2220,2221],{},"Having explored how to run a Python script within Node-RED with the basic practical example, let's move to a real-world scenario. We'll demonstrate how to read sensor data using Python, despite Node-RED providing numerous community-built nodes for this purpose. This approach provides deeper insights into integrating external scripts, showcasing the flexibility of Node-RED for custom solutions.",[12,2223,2224,2225,2229],{},"Before proceeding, ensure that Node-RED is running on a device connected to a temperature sensor. For detailed instructions, refer to ",[34,2226,2228],{"href":2227},"\u002Fnode-red\u002Fhardware\u002F","Setting Up Node-RED on Different Hardware",", In this case, we are running Node-RED on a Raspberry Pi 5 with a DHT11 sensor connected to it.",[1139,2231,2232,2235,2241,2244,2247],{},[1142,2233,2234],{},"Drag an Inject node onto the canvas, and set repeat to 1 seconds of interval.",[1142,2236,2237,2238,2240],{},"Drag an Exec node and set the path to ",[52,2239,95],{},", replace the filename with the name of the file which reads the sensor data, and make sure the python file doesn't contain the loop.",[1142,2242,2243],{},"Drag the JSON node onto the canvas and set the action to \"Always convert to JSON object\".",[1142,2245,2246],{},"Drag the Debug node onto the canvas.",[1142,2248,2249],{},"Connect the output of the Inject node to the input of the Exec node and output of the Exec node to the input of the JSON node, and finally the JSON node's output to the input of the Debug node.",[12,2251,2252],{},"Below is the complete flow which creates the Python file to read the DHT11 sensor and executes that file after 1 second of interval. After deploying the flow you should able to see the sensor data on the debug sidebar as shown in the below image.",[12,2254,2255],{},[70,2256],{"alt":2257,"dataZoomable":50,"src":2258,"title":2259},"\"Image showing the Node-RED flow executing the python script that reads the sensor data\"","\u002Fblog\u002F2024\u002F07\u002Fimages\u002Fcalling-python-scrpt-from-node-red-output.gif","Image showing the Node-RED flow executing the python script that reads the sensor data",[12,2261,2262,2263,2268],{},"Note: The Python script uses the ",[34,2264,2267],{"href":2265,"rel":2266},"https:\u002F\u002Fdocs.circuitpython.org\u002Fprojects\u002Fdht\u002Fen\u002Flatest\u002Findex.html",[38],"adafruit-circuitpython"," to read the sensor data so make sure to install it. Additionally, the code contained in the template node in the following flow considers that your sensor's signal pin is connected to GPIO 4.",[109,2270,2271],{},[45,2272,2274],{"className":113,"code":2273,"language":115,"meta":50,"style":50},"[{\"id\":\"94bc6fa766c4b397\",\"type\":\"file\",\"z\":\"FFF0000000000001\",\"name\":\"\",\"filename\":\"~\u002Fsensor.py\",\"filenameType\":\"str\",\"appendNewline\":false,\"createDir\":false,\"overwriteFile\":\"true\",\"encoding\":\"none\",\"x\":610,\"y\":520,\"wires\":[[\"9b08eee57f666de5\"]]},{\"id\":\"37453becdf842bd7\",\"type\":\"template\",\"z\":\"FFF0000000000001\",\"name\":\"\",\"field\":\"payload\",\"fieldType\":\"msg\",\"format\":\"handlebars\",\"syntax\":\"mustache\",\"template\":\"import time\\nimport board\\nimport adafruit_dht\\nimport json\\n\\ndef publish():\\n    dhtDevice = adafruit_dht.DHT11(board.D4)\\n    try:\\n        temperature_c = dhtDevice.temperature\\n        humidity = dhtDevice.humidity\\n\\n        # Create JSON object\\n        data = {\\n            \\\"temperature_c\\\": temperature_c,\\n            \\\"humidity\\\": humidity\\n        }\\n\\n        # Convert JSON object to string and print\\n        print(json.dumps(data))\\n\\n    except RuntimeError as error:\\n        print(error.args[0])\\n    except Exception as error:\\n        dhtDevice.exit()\\n        raise error\\n    finally:\\n        dhtDevice.exit()\\n\\ndef run():\\n    publish()\\n\\nif __name__ == '__main__':\\n    run()\\n\",\"output\":\"str\",\"x\":380,\"y\":520,\"wires\":[[\"94bc6fa766c4b397\"]]},{\"id\":\"5b3642d39c122576\",\"type\":\"debug\",\"z\":\"FFF0000000000001\",\"name\":\"debug 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time",[55,2604,934],{"class":479},[55,2606,2607],{"class":65},"import board",[55,2609,934],{"class":479},[55,2611,2612],{"class":65},"import adafruit_dht",[55,2614,934],{"class":479},[55,2616,2617],{"class":65},"import json",[55,2619,1047],{"class":479},[55,2621,2622],{"class":65},"def publish():",[55,2624,934],{"class":479},[55,2626,2627],{"class":65},"    dhtDevice = adafruit_dht.DHT11(board.D4)",[55,2629,934],{"class":479},[55,2631,2632],{"class":65},"    try:",[55,2634,934],{"class":479},[55,2636,2637],{"class":65},"        temperature_c = dhtDevice.temperature",[55,2639,934],{"class":479},[55,2641,2642],{"class":65},"        humidity = dhtDevice.humidity",[55,2644,1047],{"class":479},[55,2646,2647],{"class":65},"        # Create JSON object",[55,2649,934],{"class":479},[55,2651,2652],{"class":65},"        data = {",[55,2654,934],{"class":479},[55,2656,2657],{"class":479},"            \\\"",[55,2659,2660],{"class":65},"temperature_c",[55,2662,981],{"class":479},[55,2664,2665],{"class":65},": temperature_c,",[55,2667,934],{"class":479},[55,2669,2657],{"class":479},[55,2671,2672],{"class":65},"humidity",[55,2674,981],{"class":479},[55,2676,2677],{"class":65},": humidity",[55,2679,934],{"class":479},[55,2681,2682],{"class":65},"        }",[55,2684,1047],{"class":479},[55,2686,2687],{"class":65},"        # Convert JSON object to string and print",[55,2689,934],{"class":479},[55,2691,2692],{"class":65},"        print(json.dumps(data))",[55,2694,1047],{"class":479},[55,2696,2697],{"class":65},"    except RuntimeError as error:",[55,2699,934],{"class":479},[55,2701,2702],{"class":65},"        print(error.args[0])",[55,2704,934],{"class":479},[55,2706,2707],{"class":65},"    except Exception as error:",[55,2709,934],{"class":479},[55,2711,2712],{"class":65},"        dhtDevice.exit()",[55,2714,934],{"class":479},[55,2716,2717],{"class":65},"        raise 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python file that reads the sensor 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the python file that read the data",[55,4093,126],{"class":122},[55,4095,145],{"class":122},[55,4097,126],{"class":122},[55,4099,3987],{"class":129},[55,4101,126],{"class":122},[55,4103,135],{"class":122},[55,4105,193],{"class":122},[55,4107,145],{"class":122},[55,4109,126],{"class":122},[55,4111,357],{"class":129},[55,4113,126],{"class":122},[55,4115,135],{"class":122},[55,4117,4118],{"class":307},"500",[55,4120,145],{"class":122},[55,4122,126],{"class":122},[55,4124,371],{"class":129},[55,4126,126],{"class":122},[55,4128,135],{"class":122},[55,4130,4131],{"class":307},"580",[55,4133,145],{"class":122},[55,4135,126],{"class":122},[55,4137,385],{"class":129},[55,4139,126],{"class":122},[55,4141,2207],{"class":122},[16,4143,4145],{"id":4144},"executing-python-script-with-arguments-from-node-red","Executing Python Script with Arguments from Node-RED",[12,4147,4148],{},"Now, let's revisit our first example. In that example, we executed a simple Python file with a hardcoded value. Now, we'll learn how to pass arguments or inputs to the Python script when executing from Node-RED. For this, we'll need to update the file. Import the following flow, deploy it, and click on the inject button to create the file.",[109,4150,4151],{},[45,4152,4154],{"className":113,"code":4153,"language":115,"meta":50,"style":50},"[{\"id\":\"b9d7d6aff0016631\",\"type\":\"inject\",\"z\":\"FFF0000000000001\",\"name\":\"\",\"props\":[{\"p\":\"payload\"},{\"p\":\"topic\",\"vt\":\"str\"}],\"repeat\":\"\",\"crontab\":\"\",\"once\":false,\"onceDelay\":0.1,\"topic\":\"\",\"payload\":\"\",\"payloadType\":\"date\",\"x\":300,\"y\":440,\"wires\":[[\"2e1daccf2a7b3d0f\"]]},{\"id\":\"d2d1450deaa588f4\",\"type\":\"file\",\"z\":\"FFF0000000000001\",\"name\":\"\",\"filename\":\".\u002Fexample.py\",\"filenameType\":\"str\",\"appendNewline\":true,\"createDir\":false,\"overwriteFile\":\"true\",\"encoding\":\"none\",\"x\":630,\"y\":440,\"wires\":[[\"e140a8508fb10d96\"]]},{\"id\":\"e140a8508fb10d96\",\"type\":\"debug\",\"z\":\"FFF0000000000001\",\"name\":\"debug 1\",\"active\":true,\"tosidebar\":true,\"console\":false,\"tostatus\":false,\"complete\":\"false\",\"statusVal\":\"\",\"statusType\":\"auto\",\"x\":820,\"y\":440,\"wires\":[]},{\"id\":\"2e1daccf2a7b3d0f\",\"type\":\"template\",\"z\":\"FFF0000000000001\",\"name\":\"\",\"field\":\"payload\",\"fieldType\":\"msg\",\"format\":\"handlebars\",\"syntax\":\"mustache\",\"template\":\"import sys\\n\\ndef main():\\n    if len(sys.argv) != 2:\\n        print(\\\"Usage: python your_script.py \u003Cnumber>\\\")\\n        return\\n    \\n    user_input = sys.argv[1]\\n    \\n    # Check if the input is numeric\\n    if user_input.isdigit() or (user_input[0] == '-' and user_input[1:].isdigit()):\\n        number = int(user_input)\\n        \\n        # Conditionally render based on the input value\\n        if number \u003C 0:\\n            print(\\\"Negative number entered\\\")\\n        elif number == 0:\\n            print(\\\"Zero entered\\\")\\n        else:\\n            print(\\\"Positive number entered\\\")\\n    else:\\n        print(\\\"Invalid input. Please enter a valid number.\\\")\\n\\nif __name__ == \\\"__main__\\\":\\n    main()\\n\",\"output\":\"str\",\"x\":460,\"y\":440,\"wires\":[[\"d2d1450deaa588f4\"]]}]\n",[52,4155,4156],{"__ignoreMap":50},[55,4157,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4892,4894,4896,4898,4901,4903,4905,4907,4910,4912,4914,4916,4919,4921,4923,4926,4928,4930,4932,4934,4937,4939,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088],{"class":57,"line":58},[55,4159,123],{"class":122},[55,4161,126],{"class":122},[55,4163,130],{"class":129},[55,4165,126],{"class":122},[55,4167,135],{"class":122},[55,4169,126],{"class":122},[55,4171,140],{"class":65},[55,4173,126],{"class":122},[55,4175,145],{"class":122},[55,4177,126],{"class":122},[55,4179,150],{"class":129},[55,4181,126],{"class":122},[55,4183,135],{"class":122},[55,4185,126],{"class":122},[55,4187,159],{"class":65},[55,4189,126],{"class":122},[55,4191,145],{"class":122},[55,4193,126],{"class":122},[55,4195,168],{"class":129},[55,4197,126],{"class":122},[55,4199,135],{"class":122},[55,4201,126],{"class":122},[55,4203,177],{"class":65},[55,4205,126],{"class":122},[55,4207,145],{"class":122},[55,4209,126],{"class":122},[55,4211,186],{"class":129},[55,4213,126],{"class":122},[55,4215,135],{"class":122},[55,4217,193],{"class":122},[55,4219,145],{"class":122},[55,4221,126],{"class":122},[55,4223,200],{"class":129},[55,4225,126],{"class":122},[55,4227,205],{"class":122},[55,4229,126],{"class":122},[55,4231,12],{"class":61},[55,4233,126],{"class":122},[55,4235,135],{"class":122},[55,4237,126],{"class":122},[55,4239,218],{"class":65},[55,4241,126],{"class":122},[55,4243,223],{"class":122},[55,4245,126],{"class":122},[55,4247,12],{"class":61},[55,4249,126],{"class":122},[55,4251,135],{"class":122},[55,4253,126],{"class":122},[55,4255,236],{"class":65},[55,4257,126],{"class":122},[55,4259,145],{"class":122},[55,4261,126],{"class":122},[55,4263,245],{"class":61},[55,4265,126],{"class":122},[55,4267,135],{"class":122},[55,4269,126],{"class":122},[55,4271,254],{"class":65},[55,4273,126],{"class":122},[55,4275,259],{"class":122},[55,4277,126],{"class":122},[55,4279,264],{"class":129},[55,4281,126],{"class":122},[55,4283,135],{"class":122},[55,4285,193],{"class":122},[55,4287,145],{"class":122},[55,4289,126],{"class":122},[55,4291,277],{"class":129},[55,4293,126],{"class":122},[55,4295,135],{"class":122},[55,4297,193],{"class":122},[55,4299,145],{"class":122},[55,4301,126],{"class":122},[55,4303,290],{"class":129},[55,4305,126],{"class":122},[55,4307,295],{"class":122},[55,4309,126],{"class":122},[55,4311,300],{"class":129},[55,4313,126],{"class":122},[55,4315,135],{"class":122},[55,4317,308],{"class":307},[55,4319,145],{"class":122},[55,4321,126],{"class":122},[55,4323,236],{"class":129},[55,4325,126],{"class":122},[55,4327,135],{"class":122},[55,4329,193],{"class":122},[55,4331,145],{"class":122},[55,4333,126],{"class":122},[55,4335,218],{"class":129},[55,4337,126],{"class":122},[55,4339,135],{"class":122},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sys",[55,4893,1047],{"class":479},[55,4895,931],{"class":65},[55,4897,934],{"class":479},[55,4899,4900],{"class":65},"    if len(sys.argv) != 2:",[55,4902,934],{"class":479},[55,4904,1035],{"class":65},[55,4906,981],{"class":479},[55,4908,4909],{"class":65},"Usage: python your_script.py \u003Cnumber>",[55,4911,981],{"class":479},[55,4913,989],{"class":65},[55,4915,934],{"class":479},[55,4917,4918],{"class":65},"        return",[55,4920,934],{"class":479},[55,4922,947],{"class":479},[55,4924,4925],{"class":65},"    user_input = sys.argv[1]",[55,4927,934],{"class":479},[55,4929,947],{"class":479},[55,4931,950],{"class":65},[55,4933,934],{"class":479},[55,4935,4936],{"class":65},"    if user_input.isdigit() or (user_input[0] == '-' and user_input[1:].isdigit()):",[55,4938,934],{"class":479},[55,4940,4941],{"class":65},"        number = int(user_input)",[55,4943,934],{"class":479},[55,4945,965],{"class":479},[55,4947,968],{"class":65},[55,4949,934],{"class":479},[55,4951,973],{"class":65},[55,4953,934],{"class":479},[55,4955,978],{"class":65},[55,4957,981],{"class":479},[55,4959,984],{"class":65},[55,4961,981],{"class":479},[55,4963,989],{"class":65},[55,4965,934],{"class":479},[55,4967,994],{"class":65},[55,4969,934],{"class":479},[55,4971,978],{"class":65},[55,4973,981],{"class":479},[55,4975,1003],{"class":65},[55,4977,981],{"class":479},[55,4979,989],{"class":65},[55,4981,934],{"class":479},[55,4983,1012],{"class":65},[55,4985,934],{"class":479},[55,4987,978],{"class":65},[55,4989,981],{"class":479},[55,4991,1021],{"class":65},[55,4993,981],{"class":479},[55,4995,989],{"class":65},[55,4997,934],{"class":479},[55,4999,1030],{"class":65},[55,5001,934],{"class":479},[55,5003,1035],{"class":65},[55,5005,981],{"class":479},[55,5007,1040],{"class":65},[55,5009,981],{"class":479},[55,5011,989],{"class":65},[55,5013,1047],{"class":479},[55,5015,1050],{"class":65},[55,5017,981],{"class":479},[55,5019,1055],{"class":65},[55,5021,981],{"class":479},[55,5023,135],{"class":65},[55,5025,934],{"class":479},[55,5027,1064],{"class":65},[55,5029,934],{"class":479},[55,5031,126],{"class":122},[55,5033,145],{"class":122},[55,5035,126],{"class":122},[55,5037,1075],{"class":129},[55,5039,126],{"class":122},[55,5041,135],{"class":122},[55,5043,126],{"class":122},[55,5045,254],{"class":65},[55,5047,126],{"class":122},[55,5049,145],{"class":122},[55,5051,126],{"class":122},[55,5053,357],{"class":129},[55,5055,126],{"class":122},[55,5057,135],{"class":122},[55,5059,1342],{"class":307},[55,5061,145],{"class":122},[55,5063,126],{"class":122},[55,5065,371],{"class":129},[55,5067,126],{"class":122},[55,5069,135],{"class":122},[55,5071,4019],{"class":307},[55,5073,145],{"class":122},[55,5075,126],{"class":122},[55,5077,385],{"class":129},[55,5079,126],{"class":122},[55,5081,390],{"class":122},[55,5083,126],{"class":122},[55,5085,413],{"class":65},[55,5087,126],{"class":122},[55,5089,1129],{"class":122},[1139,5091,5092,5095,5106,5109],{},[1142,5093,5094],{},"Drag the Inject node onto the canvas.",[1142,5096,5097,5098,5101,5102,5105],{},"Drag the Exec node onto the canvas, set the command to ",[52,5099,5100],{},"python -u .\u002Fexample.py \u003Carg>",", and replace the ",[52,5103,5104],{},"\u003Carg>"," with your argument.",[1142,5107,5108],{},"Now Drag the Debug node onto the canvas.",[1142,5110,5111],{},"Connect the output of the Inject node to the input of the Exec node, and the output of the Exec node to the input of the Debug node.",[12,5113,5114,5115,5118,5119,5122,5123,5126],{},"If you examine the Python file we've created, you'll notice the use of the 'sys' module, which allows us to read command-line arguments. In our context, we execute the command ",[52,5116,5117],{},"python .\u002Fexample.py -30",". By accessing ",[52,5120,5121],{},"sys.argv[1]",", we retrieve the argument -30. The index 1 is used because ",[52,5124,5125],{},"sys.argv[0]"," provides the filename of the script being executed. Additionally, Python supports passing multiple arguments, so that you can pass as many arguments as you want.",[109,5128,5129],{},[45,5130,5132],{"className":113,"code":5131,"language":115,"meta":50,"style":50},"[{\"id\":\"2e26b84c0ce17312\",\"type\":\"exec\",\"z\":\"FFF0000000000001\",\"command\":\"python -u .\u002Fexample.py  -30\",\"addpay\":\"\",\"append\":\"\",\"useSpawn\":\"false\",\"timer\":\"\",\"winHide\":false,\"oldrc\":false,\"name\":\"\",\"x\":520,\"y\":580,\"wires\":[[\"89589c56117004e0\"],[\"7fdb901b144749c2\"],[\"3f49b49308941782\"]]},{\"id\":\"739e08c1ec77c2a1\",\"type\":\"inject\",\"z\":\"FFF0000000000001\",\"name\":\"\",\"props\":[{\"p\":\"payload\"}],\"repeat\":\"\",\"crontab\":\"\",\"once\":false,\"onceDelay\":0.1,\"topic\":\"\",\"payload\":\"\",\"payloadType\":\"date\",\"x\":280,\"y\":580,\"wires\":[[\"2e26b84c0ce17312\"]]},{\"id\":\"89589c56117004e0\",\"type\":\"debug\",\"z\":\"FFF0000000000001\",\"name\":\"Output\",\"active\":true,\"tosidebar\":true,\"console\":false,\"tostatus\":false,\"complete\":\"payload\",\"targetType\":\"msg\",\"statusVal\":\"\",\"statusType\":\"auto\",\"x\":730,\"y\":540,\"wires\":[]},{\"id\":\"7fdb901b144749c2\",\"type\":\"debug\",\"z\":\"FFF0000000000001\",\"name\":\"Error\",\"active\":true,\"tosidebar\":true,\"console\":false,\"tostatus\":false,\"complete\":\"payload\",\"targetType\":\"msg\",\"statusVal\":\"\",\"statusType\":\"auto\",\"x\":730,\"y\":580,\"wires\":[]},{\"id\":\"3f49b49308941782\",\"type\":\"debug\",\"z\":\"FFF0000000000001\",\"name\":\"Return code\",\"active\":true,\"tosidebar\":true,\"console\":false,\"tostatus\":false,\"complete\":\"payload\",\"targetType\":\"msg\",\"statusVal\":\"\",\"statusType\":\"auto\",\"x\":750,\"y\":620,\"wires\":[]}]\n",[52,5133,5134],{"__ignoreMap":50},[55,5135,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5715,5717,5719,5721,5723,5725,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6093,6095,6097,6099,6101,6103,6106,6108,6110,6112,6114],{"class":57,"line":58},[55,5137,123],{"class":122},[55,5139,126],{"class":122},[55,5141,130],{"class":129},[55,5143,126],{"class":122},[55,5145,135],{"class":122},[55,5147,126],{"class":122},[55,5149,1191],{"class":65},[55,5151,126],{"class":122},[55,5153,145],{"class":122},[55,5155,126],{"class":122},[55,5157,150],{"class":129},[55,5159,126],{"class":122},[55,5161,135],{"class":122},[55,5163,126],{"class":122},[55,5165,1208],{"class":65},[55,5167,126],{"class":122},[55,5169,145],{"class":122},[55,5171,126],{"class":122},[55,5173,168],{"class":129},[55,5175,126],{"class":122},[55,5177,135],{"class":122},[55,5179,126],{"class":122},[55,5181,177],{"class":65},[55,5183,126],{"class":122},[55,5185,145],{"class":122},[55,5187,126],{"class":122},[55,5189,1233],{"class":129},[55,5191,126],{"class":122},[55,5193,135],{"class":122},[55,5195,126],{"class":122},[55,5197,5198],{"class":65},"python 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Deploy to edge devices, collaborate with your team, and scale from one device to thousands. Start free today.","2024-07-10","Learn how to run a Python script from Node-RED using the Exec node. 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This pairs Node-RED's visual flow logic with Python's libraries for tasks like sensor reading, data processing, and machine learning.","YNuy5aXlaWYNlVlKV31r0QKD7bhoR2qiUiTAfHZfCi8",{"id":6167,"extension":6168,"meta":6169,"sections":6170,"stem":6559,"__hash__":6560},"featureCatalog\u002Ffeature-catalog.yml","yml",{},[6171,6222,6323,6385,6462,6541],{"id":6172,"title":6173,"features":6174},"ai-automation","AI & Automation",[6175,6185,6195,6205,6211,6217],{"id":6176,"title":6177,"description":6178,"docsLink":6179,"changelog":6180,"tiers":6184},"flowfuse-expert-ai","FlowFuse Expert AI","Build industrial apps with agents, and query the state of the factory with an agent. Adapt your current hardware and machines so agentic work can be done against them, without ripping and replacing what's already on the plant floor.","\u002Fdocs\u002Fuser\u002Fexpert\u002F",[6181],{"url":6182,"release":6183},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner\u002F","2.28",{"edge":6153,"hub":6153,"fleet":6153},{"id":6186,"title":6187,"description":6188,"docsLink":6189,"changelog":6190,"subfeature":6153,"showOnPricing":6193,"tiers":6194},"flowfuse-expert-support-mode","Support Mode","Chat-based assistance for FlowFuse and Node-RED, including Node-RED instance management through natural language.","\u002Fdocs\u002Fuser\u002Fexpert\u002Fchat\u002F#support-mode",[6191],{"url":6192,"release":6183},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context\u002F",false,{"edge":6153,"hub":6153,"fleet":6153},{"id":6196,"title":6197,"description":6198,"docsLink":6199,"changelog":6200,"subfeature":6153,"showOnPricing":6193,"tiers":6204},"flowfuse-expert-application-building","Application Building","Describe what you want to build and FlowFuse Expert assembles it on your workspace, adding tabs, wiring nodes, and configuring properties.","\u002Fdocs\u002Fuser\u002Fexpert\u002Fchat\u002F",[6201],{"url":6202,"release":6203},"\u002Fchangelog\u002F2026\u002F05\u002Fexpert-application-building\u002F","2.30",{"edge":6153,"hub":6153,"fleet":6153},{"id":6206,"title":6207,"description":6208,"docsLink":6209,"subfeature":6153,"beta":6153,"showOnPricing":6193,"tiers":6210},"flowfuse-expert-insights-mode","Insights Mode","Connects FlowFuse Expert to MCP servers in your Node-RED instances, enabling real-time data queries and actions through a single chat interface.","\u002Fdocs\u002Fuser\u002Fexpert\u002Fchat\u002F#insights-mode",{"edge":6153,"hub":6153,"fleet":6153},{"id":6212,"title":6213,"description":6214,"docsLink":6215,"tiers":6216},"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.","\u002Fnode-red\u002Fflowfuse\u002Fmcp\u002F",{"edge":6153,"hub":6153,"fleet":6153},{"id":6218,"title":6219,"description":6220,"tiers":6221},"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":6153,"hub":6153,"fleet":6153},{"id":6223,"title":6224,"features":6225},"build","Build",[6226,6232,6238,6248,6254,6260,6264,6270,6276,6284,6290,6294,6298,6307,6315],{"id":6227,"title":6228,"description":6229,"docsLink":6230,"tiers":6231},"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":6153,"hub":6193,"fleet":6153},{"id":6233,"title":6234,"description":6235,"docsLink":6236,"tiers":6237},"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":6153,"hub":6153,"fleet":6153},{"id":6239,"title":6240,"description":6241,"docsLink":6242,"changelog":6243,"tiers":6247},"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",[6244],{"url":6245,"release":6246},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-tables-automation\u002F","2.33",{"edge":6153,"hub":6153,"fleet":6153},{"id":6249,"title":6250,"description":6251,"docsLink":6252,"tiers":6253},"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":6153,"hub":6153,"fleet":6153},{"id":6255,"title":6256,"description":6257,"docsLink":6258,"showOnPricing":6193,"tiers":6259},"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":6153,"hub":6153,"fleet":6153},{"id":6261,"title":6262,"showOnPricing":6193,"tiers":6263},"static-assets","Static Assets",{"edge":6153,"hub":6153,"fleet":6153},{"id":6265,"title":6266,"description":6267,"docsLink":6268,"tiers":6269},"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":6153,"hub":6153,"fleet":6153},{"id":6271,"title":6272,"description":6273,"docsLink":6274,"tiers":6275},"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":6153,"hub":6153,"fleet":6153},{"id":6277,"title":6278,"description":6279,"changelog":6280,"subfeature":6153,"showOnPricing":6193,"tiers":6283},"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.",[6281],{"url":6282,"release":6246},"\u002Fchangelog\u002F2026\u002F07\u002Fteam-and-application-dashboards\u002F",{"edge":6153,"hub":6153,"fleet":6153},{"id":6285,"title":6286,"description":6287,"docsLink":6288,"tiers":6289},"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":6153,"hub":6153,"fleet":6153},{"id":6291,"title":6292,"subfeature":6153,"showOnPricing":6193,"tiers":6293},"blueprints-ot-apps","Blueprints - OT APPS",{"edge":6153,"hub":6193,"fleet":6153},{"id":6295,"title":6296,"subfeature":6153,"showOnPricing":6193,"tiers":6297},"blueprints-it-apps","Blueprints - IT APPS",{"edge":6193,"hub":6153,"fleet":6193},{"id":6299,"title":6300,"description":6301,"changelog":6302,"showOnPricing":6193,"tiers":6306},"immersive-editor-snapshots","Snapshot Details in Immersive Editor","View and manage snapshot details directly inside the immersive editor without leaving your editing session.",[6303],{"url":6304,"release":6305},"\u002Fchangelog\u002F2026\u002F03\u002Fsnapshot-detail-modal-immersive-editor\u002F","2.29",{"edge":6153,"hub":6153,"fleet":6153},{"id":6308,"title":6309,"description":6310,"changelog":6311,"showOnPricing":6193,"tiers":6314},"immersive-editor-drawer","Customisable Immersive Editor Drawer","Pin, move, resize, or full-screen the immersive editor drawer. Your preferences are remembered between sessions.",[6312],{"url":6313,"release":6203},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer\u002F",{"edge":6153,"hub":6153,"fleet":6153},{"id":6316,"title":6317,"description":6318,"changelog":6319,"showOnPricing":6193,"tiers":6322},"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.",[6320],{"url":6321,"release":6305},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title\u002F",{"edge":6153,"hub":6153,"fleet":6153},{"id":6324,"title":6325,"features":6326},"deploy","Deploy",[6327,6333,6342,6348,6354,6360,6366,6372,6377],{"id":6328,"title":6329,"description":6330,"docsLink":6331,"tiers":6332},"hosted-instances","Cloud Instances","Run Node-RED instances managed and hosted by FlowFuse.","\u002Fdocs\u002Fuser\u002Fintroduction\u002F#creating-a-node-red-instance",{"edge":6153,"hub":6153,"fleet":6153},{"id":6334,"title":6335,"description":6336,"docsLink":6337,"changelog":6338,"tiers":6341},"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",[6339],{"url":6340,"release":6183},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options\u002F",{"edge":6153,"hub":6193,"fleet":6153},{"id":6343,"title":6344,"description":6345,"docsLink":6346,"tiers":6347},"custom-hostnames","Custom Hostnames","Access your Node-RED application via your own domain name.","\u002Fdocs\u002Fuser\u002Fcustom-hostnames\u002F",{"edge":6193,"hub":6153,"fleet":6193},{"id":6349,"title":6350,"description":6351,"docsLink":6352,"tiers":6353},"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":6153,"hub":6193,"fleet":6153},{"id":6355,"title":6356,"description":6357,"docsLink":6358,"showOnPricing":6193,"tiers":6359},"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":6153,"hub":6153,"fleet":6153},{"id":6361,"title":6362,"description":6363,"docsLink":6364,"tiers":6365},"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":6153,"hub":6153,"fleet":6153},{"id":6367,"title":6368,"description":6369,"docsLink":6370,"tiers":6371},"git-integration","Git Integration","Back up your flows to a remote Git repository through a DevOps Pipeline. Supports GitHub and Azure DevOps repositories.","\u002Fdocs\u002Fuser\u002Fdevops-pipelines\u002F#git-repository-stage",{"edge":6193,"hub":6153,"fleet":6193},{"id":6373,"title":6374,"description":6375,"docsLink":6370,"subfeature":6153,"showOnPricing":6193,"tiers":6376},"git-integration-github","GitHub","Push and pull snapshots to GitHub repositories through DevOps Pipeline Git Stages.",{"edge":6193,"hub":6153,"fleet":6193},{"id":6378,"title":6379,"description":6380,"docsLink":6370,"changelog":6381,"subfeature":6153,"showOnPricing":6193,"tiers":6384},"git-integration-azure","Azure DevOps","Push and pull snapshots to Azure DevOps repositories through DevOps Pipeline Git Stages.",[6382],{"url":6383,"release":6305},"\u002Fchangelog\u002F2026\u002F03\u002Fazure-dev-ops-gitops\u002F",{"edge":6193,"hub":6153,"fleet":6193},{"id":6386,"title":6387,"features":6388},"operate-maintain","Operate & Maintain",[6389,6395,6401,6406,6414,6418,6422,6427,6433,6439,6444,6450,6454,6458],{"id":6390,"title":6391,"description":6392,"docsLink":6393,"tiers":6394},"snapshots","Snapshots & Version History","Automatic snapshots on remote devices and hosted instances, plus a full version history timeline so you can roll back to any prior state.","\u002Fdocs\u002Fuser\u002Fsnapshots\u002F",{"edge":6153,"hub":6153,"fleet":6153},{"id":6396,"title":6397,"description":6398,"docsLink":6399,"subfeature":6153,"showOnPricing":6193,"tiers":6400},"auto-snapshot-remote","Auto Snapshot (Remote)","Automatically capture a snapshot every time a remote instance is deployed, so you always have a recoverable history of what was running on each device.","\u002Fdocs\u002Fuser\u002Fsnapshots\u002F#auto-snapshots",{"edge":6153,"hub":6153,"fleet":6153},{"id":6402,"title":6403,"description":6404,"docsLink":6399,"subfeature":6153,"showOnPricing":6193,"tiers":6405},"auto-snapshot-hosted","Auto Snapshot (Hosted)","Automatically capture a snapshot every time a hosted instance is deployed, so you always have a recoverable history of what was running.",{"edge":6153,"hub":6153,"fleet":6153},{"id":6407,"title":6408,"description":6409,"changelog":6410,"subfeature":6153,"showOnPricing":6193,"tiers":6413},"snapshot-comparison","Snapshot Comparison","Compare two snapshots side-by-side with a navigable diff view. Step through every changed, added, or deleted node and see property and code diffs.",[6411],{"url":6412,"release":6305},"\u002Fchangelog\u002F2026\u002F04\u002Fsnapshot-diff-viewer\u002F",{"edge":6153,"hub":6153,"fleet":6153},{"id":6415,"title":6416,"subfeature":6153,"showOnPricing":6193,"tiers":6417},"version-history-timeline","Version History Timeline",{"edge":6153,"hub":6153,"fleet":6153},{"id":6419,"title":6420,"tiers":6421},"unlimited-workflow-executions","Unlimited Workflow Executions",{"edge":6153,"hub":6153,"fleet":6153},{"id":6423,"title":6424,"description":6425,"tiers":6426},"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":6153,"hub":6193,"fleet":6153},{"id":6428,"title":6429,"description":6430,"docsLink":6431,"tiers":6432},"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":6153,"hub":6193,"fleet":6153},{"id":6434,"title":6435,"description":6436,"docsLink":6437,"tiers":6438},"high-availability","High Availability","Leverage horizontal scaling for reliable and scalable processing of your data through Node-RED.","\u002Fdocs\u002Fuser\u002Fhigh-availability\u002F",{"edge":6193,"hub":6153,"fleet":6193},{"id":6440,"title":6441,"description":6442,"tiers":6443},"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":6153,"hub":6153,"fleet":6153},{"id":6445,"title":6446,"description":6447,"docsLink":6448,"subfeature":6153,"showOnPricing":6193,"tiers":6449},"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":6153,"hub":6153,"fleet":6153},{"id":6451,"title":6452,"subfeature":6153,"showOnPricing":6193,"tiers":6453},"email-alerts","Email Alerts",{"edge":6153,"hub":6153,"fleet":6153},{"id":6455,"title":6456,"showOnPricing":6193,"tiers":6457},"api-debug-length-limit","API\u002FDebug Length Limit",{"edge":6153,"hub":6153,"fleet":6153},{"id":6459,"title":6460,"tiers":6461},"protected-instances","Protected Instances",{"edge":6193,"hub":6153,"fleet":6193},{"id":6463,"title":6464,"features":6465},"govern-secure","Govern and Secure",[6466,6475,6481,6487,6492,6498,6504,6510,6518,6524,6530,6536],{"id":6467,"title":6468,"description":6469,"docsLink":6470,"changelog":6471,"tiers":6474},"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",[6472],{"url":6473,"release":6246},"\u002Fchangelog\u002F2026\u002F07\u002Fapplication-sso-groups\u002F",{"edge":6153,"hub":6153,"fleet":6153},{"id":6476,"title":6477,"description":6478,"docsLink":6479,"tiers":6480},"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":6153,"hub":6153,"fleet":6153},{"id":6482,"title":6483,"description":6484,"docsLink":6485,"tiers":6486},"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":6193,"hub":6153,"fleet":6153},{"id":6488,"title":6489,"description":6490,"tiers":6491},"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":6153,"hub":6193,"fleet":6193},{"id":6493,"title":6494,"description":6495,"docsLink":6496,"tiers":6497},"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":6153,"hub":6153,"fleet":6153},{"id":6499,"title":6500,"description":6501,"docsLink":6502,"tiers":6503},"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":6153,"hub":6153,"fleet":6153},{"id":6505,"title":6506,"description":6507,"docsLink":6508,"subfeature":6153,"showOnPricing":6193,"tiers":6509},"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":6153,"hub":6153,"fleet":6153},{"id":6511,"title":6512,"description":6513,"changelog":6514,"subfeature":6153,"showOnPricing":6193,"tiers":6517},"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.",[6515],{"url":6516,"release":6246},"\u002Fchangelog\u002F2026\u002F07\u002Fscoped-pats\u002F",{"edge":6153,"hub":6153,"fleet":6153},{"id":6519,"title":6520,"description":6521,"docsLink":6522,"showOnPricing":6193,"tiers":6523},"team-members","Team Members","Invite multiple team members to collaborate on the same Node-RED flows.","\u002Fdocs\u002Fuser\u002Fteam\u002F#teams",{"edge":6153,"hub":6153,"fleet":6153},{"id":6525,"title":6526,"description":6527,"docsLink":6528,"showOnPricing":6193,"tiers":6529},"endpoint-security","Endpoint Security","Secure HTTP endpoints for hosted Node-RED instances using FlowFuse credentials.","\u002Fdocs\u002Fuser\u002Finstance-settings\u002F#security",{"edge":6153,"hub":6153,"fleet":6153},{"id":6531,"title":6532,"description":6533,"docsLink":6534,"tiers":6535},"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":6193,"hub":6153,"fleet":6193},{"id":6537,"title":6538,"description":6539,"tiers":6540},"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":6193,"hub":6153,"fleet":6193},{"id":6542,"title":6543,"features":6544},"support","Support",[6545,6550,6554],{"id":6546,"title":6547,"docsLink":6548,"tiers":6549},"installation-support","Installation Support","\u002Fdocs\u002Finstall\u002Fintroduction\u002F#do-you-need-help-installation-service",{"edge":6153,"hub":6153,"fleet":6153},{"id":6551,"title":6552,"showOnPricing":6193,"tiers":6553},"live-chat-support","Live Chat Support",{"edge":6153,"hub":6153,"fleet":6153},{"id":6555,"title":6556,"docsLink":6557,"tiers":6558},"enterprise-support","Enterprise 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hierarchical events",{"path":6782,"title":6783},"\u002Fchangelog\u002F2024\u002F11\u002Fdevice-agent-release","Device Agent 3.0 released",{"path":6785,"title":6786},"\u002Fchangelog\u002F2024\u002F11\u002Fmqtt-topic-hierarchy","MQTT Topic Hierarchy view",{"path":6788,"title":6789},"\u002Fchangelog\u002F2024\u002F11\u002Fteam-search","Team-wide search",{"path":6791,"title":6792},"\u002Fchangelog\u002F2024\u002F12\u002Fdashboad-iframe","Allow Dashboards to be embedded in iFrames",{"path":6794,"title":6795},"\u002Fchangelog\u002F2024\u002F12\u002Fdevice-editor-cache","Device Editor Access Speed Up",{"path":6797,"title":6798},"\u002Fchangelog\u002F2024\u002F12\u002Fteam-bom-timeline","Team BOM and Pipeline Views",{"path":6800,"title":6801},"\u002Fchangelog\u002F2025\u002F01\u002Ffree-tier-onboarding","New Onboarding Tour for Free Tier Users",{"path":6803,"title":6804},"\u002Fchangelog\u002F2025\u002F01\u002Fhidden-env-vars","Hidden Environment 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Alerts",{"path":6853,"title":6854},"\u002Fchangelog\u002F2025\u002F03\u002Fsnapshot-filter","Filtering Snapshots",{"path":6856,"title":6857},"\u002Fchangelog\u002F2025\u002F03\u002Fteam-npm-registry","NPM Package Hosting",{"path":6859,"title":6860},"\u002Fchangelog\u002F2025\u002F03\u002Ftopic-deletion","MQTT Topic Management",{"path":6862,"title":6863},"\u002Fchangelog\u002F2025\u002F04\u002Fdevice-provisioning","Remote Instance Provisioning",{"path":6865,"title":6866},"\u002Fchangelog\u002F2025\u002F04\u002Fgit-integration","Git Integration with Pipelines",{"path":6868,"title":6869},"\u002Fchangelog\u002F2025\u002F04\u002Finstance-log-browsing","Better Node-RED log handling",{"path":6871,"title":6872},"\u002Fchangelog\u002F2025\u002F05\u002Fimport-node-red-flows","Import Node-RED Flows During Remote Instance Setup",{"path":6874,"title":6875},"\u002Fchangelog\u002F2025\u002F06\u002Fflowfuse-assistant","FlowFuse Expert just got 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Instances",{"path":6920,"title":6921},"\u002Fchangelog\u002F2025\u002F08\u002Fdevice-performance","FlowFuse Remote Instance Performance Data",{"path":6923,"title":6924},"\u002Fchangelog\u002F2025\u002F08\u002Fdirect-sso","Direct SSO Login",{"path":6926,"title":6927},"\u002Fchangelog\u002F2025\u002F08\u002Fflowfuse-assistant","FlowFuse Expert documents your flows",{"path":6929,"title":6930},"\u002Fchangelog\u002F2025\u002F08\u002Fflowfuse-mqtt","FlowFuse MQTT",{"path":6932,"title":6933},"\u002Fchangelog\u002F2025\u002F08\u002Fhttp-cors","Configure HTTP CORS",{"path":6935,"title":6936},"\u002Fchangelog\u002F2025\u002F08\u002Fsubflow-export","Export SubFlow as Node-RED module",{"path":6938,"title":6939},"\u002Fchangelog\u002F2025\u002F08\u002Ftables-assistant","FlowFuse Tables with a little help from the Assistant",{"path":6941,"title":6942},"\u002Fchangelog\u002F2025\u002F09\u002Fexpose-saml-groups-to-dashboard","Allow SSO groups to be shared with the Node-RED Dashboard",{"path":6944,"title":6945},"\u002Fchangelog\u002F2025\u002F09\u002Finline-assist","FlowFuse Expert can help you write code",{"path":6947,"title":6948},"\u002Fchangelog\u002F2025\u002F09\u002Fretiring-flowforge-device-agent","No more @flowforge\u002Fflowforge-device-agent releases",{"path":6950,"title":6951},"\u002Fchangelog\u002F2025\u002F09\u002Frevised-instance-snapshot-ui","Streamlined Snapshot Management",{"path":6953,"title":6954},"\u002Fchangelog\u002F2025\u002F09\u002Fteam-broker-async-api","Capture Async API data from FlowFuse Team Broker",{"path":6956,"title":6957},"\u002Fchangelog\u002F2025\u002F10\u002Fapplication-level-rbac","Application-level access control for Enterprise teams",{"path":6959,"title":6960},"\u002Fchangelog\u002F2025\u002F10\u002Fbulk-device-group-assignment","Easier Access to Bulk Device Group Management",{"path":6962,"title":6963},"\u002Fchangelog\u002F2025\u002F10\u002Fduplicate-instances-across-applications","Duplicate Instances Across 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RBACs",{"path":7010,"title":7011},"\u002Fchangelog\u002F2026\u002F01\u002Fmcp-security","FlowFuse Expert: MCP-Powered Insights",{"path":7013,"title":7014},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options","Set Node.js Options for Remote Instances",{"path":7016,"title":7017},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context","FlowFuse Expert: Helping you make sense of your debug log",{"path":7019,"title":7020},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner","FlowFuse Expert: Never Miss an Update",{"path":7022,"title":7023},"\u002Fchangelog\u002F2026\u002F02\u002Fha-instance-rolling-restart","HA Hosted Instance Rolling Restart",{"path":7025,"title":7026},"\u002Fchangelog\u002F2026\u002F02\u002Fremote-instances-immersive-editor","Immersive Mode for Remote Instances",{"path":7028,"title":7029},"\u002Fchangelog\u002F2026\u002F02\u002Frestoring-snapshots-to-remote-instances","Restoring snapshots to developer-mode Remote 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