[{"data":1,"prerenderedAt":1170},["ShallowReactive",2],{"docs-page-en-\u002Fopenclaw\u002Fexamples\u002Fmulti_agent":3,"surround-en-\u002Fopenclaw\u002Fexamples\u002Fmulti_agent":1155},{"id":4,"title":5,"avatar":6,"banner":6,"body":7,"category":6,"desc":6,"description":51,"extension":1149,"links":6,"meta":1150,"navigation":6,"path":1151,"seo":1152,"stem":1153,"__hash__":1154},"docs\u002Fen\u002Fopenclaw\u002Fexamples\u002Fmulti_agent.md","Multi-Agent Memory Isolation",null,{"type":8,"value":9,"toc":1137},"minimark",[10,15,19,22,27,30,32,37,45,178,181,202,204,208,215,217,221,224,274,276,280,287,739,742,768,784,804,807,973,975,979,1014,1016,1020,1040,1043,1045,1049,1058,1060,1064,1102,1104,1108,1116,1118,1122,1133],[11,12,14],"h2",{"id":13},"cloud-plugin","Cloud Plugin",[16,17,18],"p",{},"The MemOS OpenClaw Cloud plugin supports complete isolation of memory and message history across multiple Agents. Each Agent can only access its own memory, preventing cross-agent interference.",[20,21],"br",{},[23,24,26],"h3",{"id":25},"how-to-use-in-cloud-plugin","How to Use in Cloud Plugin",[16,28,29],{},"With a simple configuration, different Agents can have independent memory spaces. Both auto-detection and static assignment are supported.",[20,31],{},[33,34,36],"h4",{"id":35},"_1-enable-multi-agent-mode","1. Enable Multi-Agent Mode",[16,38,39,40,44],{},"Add the following to your ",[41,42,43],"code",{},"openclaw.json",":",[46,47,52],"pre",{"className":48,"code":49,"language":50,"meta":51,"style":51},"language-json shiki shiki-themes material-theme-lighter github-light-high-contrast github-dark-default","{\n  \"plugins\": {\n    \"entries\": {\n      \"memos-cloud-openclaw-plugin\": {\n        \"config\": {\n          \"multiAgentMode\": true\n        }\n      }\n    }\n  }\n}\n","json","",[41,53,54,63,82,98,114,130,148,154,160,166,172],{"__ignoreMap":51},[55,56,59],"span",{"class":57,"line":58},"line",1,[55,60,62],{"class":61},"suWxN","{\n",[55,64,66,70,74,77,79],{"class":57,"line":65},2,[55,67,69],{"class":68},"sfJrv","  \"",[55,71,73],{"class":72},"skH7o","plugins",[55,75,76],{"class":68},"\"",[55,78,44],{"class":61},[55,80,81],{"class":61}," {\n",[55,83,85,88,92,94,96],{"class":57,"line":84},3,[55,86,87],{"class":68},"    \"",[55,89,91],{"class":90},"smon8","entries",[55,93,76],{"class":68},[55,95,44],{"class":61},[55,97,81],{"class":61},[55,99,101,104,108,110,112],{"class":57,"line":100},4,[55,102,103],{"class":68},"      \"",[55,105,107],{"class":106},"s_fzf","memos-cloud-openclaw-plugin",[55,109,76],{"class":68},[55,111,44],{"class":61},[55,113,81],{"class":61},[55,115,117,120,124,126,128],{"class":57,"line":116},5,[55,118,119],{"class":68},"        \"",[55,121,123],{"class":122},"sw4Oa","config",[55,125,76],{"class":68},[55,127,44],{"class":61},[55,129,81],{"class":61},[55,131,133,136,140,142,144],{"class":57,"line":132},6,[55,134,135],{"class":68},"          \"",[55,137,139],{"class":138},"sleiK","multiAgentMode",[55,141,76],{"class":68},[55,143,44],{"class":61},[55,145,147],{"class":146},"smHB8"," true\n",[55,149,151],{"class":57,"line":150},7,[55,152,153],{"class":61},"        }\n",[55,155,157],{"class":57,"line":156},8,[55,158,159],{"class":61},"      }\n",[55,161,163],{"class":57,"line":162},9,[55,164,165],{"class":61},"    }\n",[55,167,169],{"class":57,"line":168},10,[55,170,171],{"class":61},"  }\n",[55,173,175],{"class":57,"line":174},11,[55,176,177],{"class":61},"}\n",[16,179,180],{},"Or set the environment variable:",[46,182,186],{"className":183,"code":184,"language":185,"meta":51,"style":51},"language-bash shiki shiki-themes material-theme-lighter github-light-high-contrast github-dark-default","MEMOS_MULTI_AGENT_MODE=true\n","bash",[41,187,188],{"__ignoreMap":51},[55,189,190,194,198],{"class":57,"line":58},[55,191,193],{"class":192},"s5ojA","MEMOS_MULTI_AGENT_MODE",[55,195,197],{"class":196},"saN0X","=",[55,199,201],{"class":200},"sp1uZ","true\n",[20,203],{},[33,205,207],{"id":206},"_2-auto-detect-agent","2. Auto-detect Agent",[16,209,210,211,214],{},"Once enabled, the plugin automatically reads ",[41,212,213],{},"ctx.agentId"," and isolates memory for each Agent. No extra configuration is required.",[20,216],{},[33,218,220],{"id":219},"_3-statically-assign-agent-optional","3. Statically Assign Agent (Optional)",[16,222,223],{},"If you need to pin a specific Agent ID, set it in the config:",[46,225,227],{"className":48,"code":226,"language":50,"meta":51,"style":51},"{\n  \"config\": {\n    \"agentId\": \"marketing_agent\"\n  }\n}\n",[41,228,229,233,245,266,270],{"__ignoreMap":51},[55,230,231],{"class":57,"line":58},[55,232,62],{"class":61},[55,234,235,237,239,241,243],{"class":57,"line":65},[55,236,69],{"class":68},[55,238,123],{"class":72},[55,240,76],{"class":68},[55,242,44],{"class":61},[55,244,81],{"class":61},[55,246,247,249,252,254,256,260,263],{"class":57,"line":84},[55,248,87],{"class":68},[55,250,251],{"class":90},"agentId",[55,253,76],{"class":68},[55,255,44],{"class":61},[55,257,259],{"class":258},"sjUum"," \"",[55,261,262],{"class":200},"marketing_agent",[55,264,265],{"class":258},"\"\n",[55,267,268],{"class":57,"line":100},[55,269,171],{"class":61},[55,271,272],{"class":57,"line":116},[55,273,177],{"class":61},[20,275],{},[33,277,279],{"id":278},"_4-configure-parameters-per-agent-optional","4. Configure Parameters Per Agent (Optional)",[16,281,282,283,286],{},"Beyond isolating memory spaces, you can use ",[41,284,285],{},"agentOverrides"," to override parameters for each Agent, such as knowledge bases, recall limits, relevance threshold, and whether memory writes are enabled. Fields that are not specified inherit from the global config.",[46,288,290],{"className":48,"code":289,"language":50,"meta":51,"style":51},"{\n  \"plugins\": {\n    \"entries\": {\n      \"memos-cloud-openclaw-plugin\": {\n        \"enabled\": true,\n        \"config\": {\n          \"multiAgentMode\": true,\n          \"allowedAgents\": [\"research-agent\", \"coding-agent\"],\n          \"knowledgebaseIds\": [],\n          \"memoryLimitNumber\": 6,\n          \"relativity\": 0.45,\n          \"agentOverrides\": {\n            \"research-agent\": {\n              \"knowledgebaseIds\": [\"kb-research-papers\", \"kb-academic\"],\n              \"memoryLimitNumber\": 12,\n              \"relativity\": 0.3,\n              \"includeToolMemory\": true,\n              \"captureStrategy\": \"full_session\",\n              \"queryPrefix\": \"research context: \"\n            },\n            \"coding-agent\": {\n              \"knowledgebaseIds\": [\"kb-codebase\", \"kb-api-docs\"],\n              \"memoryLimitNumber\": 9,\n              \"relativity\": 0.5,\n              \"addEnabled\": false\n            }\n          }\n        }\n      }\n    }\n  }\n}\n",[41,291,292,296,308,320,332,349,361,375,409,423,440,456,469,484,517,533,549,565,586,605,611,624,655,671,687,702,708,714,719,724,729,734],{"__ignoreMap":51},[55,293,294],{"class":57,"line":58},[55,295,62],{"class":61},[55,297,298,300,302,304,306],{"class":57,"line":65},[55,299,69],{"class":68},[55,301,73],{"class":72},[55,303,76],{"class":68},[55,305,44],{"class":61},[55,307,81],{"class":61},[55,309,310,312,314,316,318],{"class":57,"line":84},[55,311,87],{"class":68},[55,313,91],{"class":90},[55,315,76],{"class":68},[55,317,44],{"class":61},[55,319,81],{"class":61},[55,321,322,324,326,328,330],{"class":57,"line":100},[55,323,103],{"class":68},[55,325,107],{"class":106},[55,327,76],{"class":68},[55,329,44],{"class":61},[55,331,81],{"class":61},[55,333,334,336,339,341,343,346],{"class":57,"line":116},[55,335,119],{"class":68},[55,337,338],{"class":122},"enabled",[55,340,76],{"class":68},[55,342,44],{"class":61},[55,344,345],{"class":146}," true",[55,347,348],{"class":61},",\n",[55,350,351,353,355,357,359],{"class":57,"line":132},[55,352,119],{"class":68},[55,354,123],{"class":122},[55,356,76],{"class":68},[55,358,44],{"class":61},[55,360,81],{"class":61},[55,362,363,365,367,369,371,373],{"class":57,"line":150},[55,364,135],{"class":68},[55,366,139],{"class":138},[55,368,76],{"class":68},[55,370,44],{"class":61},[55,372,345],{"class":146},[55,374,348],{"class":61},[55,376,377,379,382,384,386,389,391,394,396,399,401,404,406],{"class":57,"line":156},[55,378,135],{"class":68},[55,380,381],{"class":138},"allowedAgents",[55,383,76],{"class":68},[55,385,44],{"class":61},[55,387,388],{"class":61}," [",[55,390,76],{"class":258},[55,392,393],{"class":200},"research-agent",[55,395,76],{"class":258},[55,397,398],{"class":61},",",[55,400,259],{"class":258},[55,402,403],{"class":200},"coding-agent",[55,405,76],{"class":258},[55,407,408],{"class":61},"],\n",[55,410,411,413,416,418,420],{"class":57,"line":162},[55,412,135],{"class":68},[55,414,415],{"class":138},"knowledgebaseIds",[55,417,76],{"class":68},[55,419,44],{"class":61},[55,421,422],{"class":61}," [],\n",[55,424,425,427,430,432,434,438],{"class":57,"line":168},[55,426,135],{"class":68},[55,428,429],{"class":138},"memoryLimitNumber",[55,431,76],{"class":68},[55,433,44],{"class":61},[55,435,437],{"class":436},"sJNII"," 6",[55,439,348],{"class":61},[55,441,442,444,447,449,451,454],{"class":57,"line":174},[55,443,135],{"class":68},[55,445,446],{"class":138},"relativity",[55,448,76],{"class":68},[55,450,44],{"class":61},[55,452,453],{"class":436}," 0.45",[55,455,348],{"class":61},[55,457,459,461,463,465,467],{"class":57,"line":458},12,[55,460,135],{"class":68},[55,462,285],{"class":138},[55,464,76],{"class":68},[55,466,44],{"class":61},[55,468,81],{"class":61},[55,470,472,475,478,480,482],{"class":57,"line":471},13,[55,473,474],{"class":68},"            \"",[55,476,393],{"class":477},"stPcb",[55,479,76],{"class":68},[55,481,44],{"class":61},[55,483,81],{"class":61},[55,485,487,490,493,495,497,499,501,504,506,508,510,513,515],{"class":57,"line":486},14,[55,488,489],{"class":68},"              \"",[55,491,415],{"class":492},"slCso",[55,494,76],{"class":68},[55,496,44],{"class":61},[55,498,388],{"class":61},[55,500,76],{"class":258},[55,502,503],{"class":200},"kb-research-papers",[55,505,76],{"class":258},[55,507,398],{"class":61},[55,509,259],{"class":258},[55,511,512],{"class":200},"kb-academic",[55,514,76],{"class":258},[55,516,408],{"class":61},[55,518,520,522,524,526,528,531],{"class":57,"line":519},15,[55,521,489],{"class":68},[55,523,429],{"class":492},[55,525,76],{"class":68},[55,527,44],{"class":61},[55,529,530],{"class":436}," 12",[55,532,348],{"class":61},[55,534,536,538,540,542,544,547],{"class":57,"line":535},16,[55,537,489],{"class":68},[55,539,446],{"class":492},[55,541,76],{"class":68},[55,543,44],{"class":61},[55,545,546],{"class":436}," 0.3",[55,548,348],{"class":61},[55,550,552,554,557,559,561,563],{"class":57,"line":551},17,[55,553,489],{"class":68},[55,555,556],{"class":492},"includeToolMemory",[55,558,76],{"class":68},[55,560,44],{"class":61},[55,562,345],{"class":146},[55,564,348],{"class":61},[55,566,568,570,573,575,577,579,582,584],{"class":57,"line":567},18,[55,569,489],{"class":68},[55,571,572],{"class":492},"captureStrategy",[55,574,76],{"class":68},[55,576,44],{"class":61},[55,578,259],{"class":258},[55,580,581],{"class":200},"full_session",[55,583,76],{"class":258},[55,585,348],{"class":61},[55,587,589,591,594,596,598,600,603],{"class":57,"line":588},19,[55,590,489],{"class":68},[55,592,593],{"class":492},"queryPrefix",[55,595,76],{"class":68},[55,597,44],{"class":61},[55,599,259],{"class":258},[55,601,602],{"class":200},"research context: ",[55,604,265],{"class":258},[55,606,608],{"class":57,"line":607},20,[55,609,610],{"class":61},"            },\n",[55,612,614,616,618,620,622],{"class":57,"line":613},21,[55,615,474],{"class":68},[55,617,403],{"class":477},[55,619,76],{"class":68},[55,621,44],{"class":61},[55,623,81],{"class":61},[55,625,627,629,631,633,635,637,639,642,644,646,648,651,653],{"class":57,"line":626},22,[55,628,489],{"class":68},[55,630,415],{"class":492},[55,632,76],{"class":68},[55,634,44],{"class":61},[55,636,388],{"class":61},[55,638,76],{"class":258},[55,640,641],{"class":200},"kb-codebase",[55,643,76],{"class":258},[55,645,398],{"class":61},[55,647,259],{"class":258},[55,649,650],{"class":200},"kb-api-docs",[55,652,76],{"class":258},[55,654,408],{"class":61},[55,656,658,660,662,664,666,669],{"class":57,"line":657},23,[55,659,489],{"class":68},[55,661,429],{"class":492},[55,663,76],{"class":68},[55,665,44],{"class":61},[55,667,668],{"class":436}," 9",[55,670,348],{"class":61},[55,672,674,676,678,680,682,685],{"class":57,"line":673},24,[55,675,489],{"class":68},[55,677,446],{"class":492},[55,679,76],{"class":68},[55,681,44],{"class":61},[55,683,684],{"class":436}," 0.5",[55,686,348],{"class":61},[55,688,690,692,695,697,699],{"class":57,"line":689},25,[55,691,489],{"class":68},[55,693,694],{"class":492},"addEnabled",[55,696,76],{"class":68},[55,698,44],{"class":61},[55,700,701],{"class":146}," false\n",[55,703,705],{"class":57,"line":704},26,[55,706,707],{"class":61},"            }\n",[55,709,711],{"class":57,"line":710},27,[55,712,713],{"class":61},"          }\n",[55,715,717],{"class":57,"line":716},28,[55,718,153],{"class":61},[55,720,722],{"class":57,"line":721},29,[55,723,159],{"class":61},[55,725,727],{"class":57,"line":726},30,[55,728,165],{"class":61},[55,730,732],{"class":57,"line":731},31,[55,733,171],{"class":61},[55,735,737],{"class":57,"line":736},32,[55,738,177],{"class":61},[16,740,741],{},"This configuration means:",[743,744,745,751,756],"ul",{},[746,747,748,750],"li",{},[41,749,393],{}," uses research \u002F academic knowledge bases, recalls more memories, and includes tool memory.",[746,752,753,755],{},[41,754,403],{}," only reads from codebase and API documentation knowledge bases, and disables memory writes.",[746,757,758,759,761,762,764,765,767],{},"Other Agents, if allowed to use memory, inherit global ",[41,760,415],{},", ",[41,763,429],{},", and ",[41,766,446],{},".",[16,769,770,771,774,775,778,779,781,782,44],{},"You can also configure a JSON string in ",[41,772,773],{},".env"," with ",[41,776,777],{},"MEMOS_AGENT_OVERRIDES",", but it has lower priority than ",[41,780,285],{}," in ",[41,783,43],{},[46,785,787],{"className":183,"code":786,"language":185,"meta":51,"style":51},"MEMOS_AGENT_OVERRIDES='{\"research-agent\":{\"memoryLimitNumber\":12,\"relativity\":0.3},\"coding-agent\":{\"memoryLimitNumber\":9,\"addEnabled\":false}}'\n",[41,788,789],{"__ignoreMap":51},[55,790,791,793,795,798,801],{"class":57,"line":58},[55,792,777],{"class":192},[55,794,197],{"class":196},[55,796,797],{"class":258},"'",[55,799,800],{"class":200},"{\"research-agent\":{\"memoryLimitNumber\":12,\"relativity\":0.3},\"coding-agent\":{\"memoryLimitNumber\":9,\"addEnabled\":false}}",[55,802,803],{"class":258},"'\n",[16,805,806],{},"Common overridable fields:",[808,809,810,823],"table",{},[811,812,813],"thead",{},[814,815,816,820],"tr",{},[817,818,819],"th",{},"Field",[817,821,822],{},"Description",[824,825,826,836,845,855,865,874,884,900,910,919,934,943,953,963],"tbody",{},[814,827,828,833],{},[829,830,831],"td",{},[41,832,415],{},[829,834,835],{},"Knowledge base IDs retrieved by the current Agent.",[814,837,838,842],{},[829,839,840],{},[41,841,429],{},[829,843,844],{},"Maximum number of memory items recalled by the current Agent.",[814,846,847,852],{},[829,848,849],{},[41,850,851],{},"preferenceLimitNumber",[829,853,854],{},"Maximum number of preference memories recalled by the current Agent.",[814,856,857,862],{},[829,858,859],{},[41,860,861],{},"includePreference",[829,863,864],{},"Whether to recall preference memories.",[814,866,867,871],{},[829,868,869],{},[41,870,556],{},[829,872,873],{},"Whether to recall tool memories.",[814,875,876,881],{},[829,877,878],{},[41,879,880],{},"toolMemoryLimitNumber",[829,882,883],{},"Maximum number of tool memories to recall.",[814,885,886,890],{},[829,887,888],{},[41,889,446],{},[829,891,892,893,896,897,767],{},"Relevance threshold, usually between ",[41,894,895],{},"0"," and ",[41,898,899],{},"1",[814,901,902,907],{},[829,903,904],{},[41,905,906],{},"recallEnabled",[829,908,909],{},"Whether memory recall is enabled for the current Agent.",[814,911,912,916],{},[829,913,914],{},[41,915,694],{},[829,917,918],{},"Whether memory writes are enabled for the current Agent.",[814,920,921,925],{},[829,922,923],{},[41,924,572],{},[829,926,927,928,931,932,767],{},"Capture strategy, such as ",[41,929,930],{},"last_turn"," or ",[41,933,581],{},[814,935,936,940],{},[829,937,938],{},[41,939,593],{},[829,941,942],{},"Search query prefix for the current Agent.",[814,944,945,950],{},[829,946,947],{},[41,948,949],{},"recallFilterEnabled",[829,951,952],{},"Whether secondary recall filtering is enabled.",[814,954,955,960],{},[829,956,957],{},[41,958,959],{},"allowKnowledgebaseIds",[829,961,962],{},"Knowledge base IDs that the current Agent is allowed to write to.",[814,964,965,970],{},[829,966,967],{},[41,968,969],{},"tags",[829,971,972],{},"Tags attached when writing memories.",[20,974],{},[23,976,978],{"id":977},"principles","Principles",[743,980,981,988,994,1004],{},[746,982,983,987],{},[984,985,986],"strong",{},"\u002Fsearch\u002Fmemory",": Memory retrieval — returns only the current Agent's memories",[746,989,990,993],{},[984,991,992],{},"\u002Fadd\u002Fmessage",": Record insertion — automatically tags data for the current Agent",[746,995,996,999,1000,1003],{},[984,997,998],{},"Config merging",": the plugin reads global config first, then applies ",[41,1001,1002],{},"agentOverrides.\u003CagentId>"," for the current Agent",[746,1005,1006,1009,1010,1013],{},[984,1007,1008],{},"Backward compatibility",": Default Agent ",[41,1011,1012],{},"\"main\""," is ignored to keep existing single-Agent data unaffected",[20,1015],{},[23,1017,1019],{"id":1018},"use-cases","Use Cases",[743,1021,1022,1028,1034],{},[746,1023,1024,1027],{},[984,1025,1026],{},"Multi-role collaboration",": Strategy, business, marketing, and engineering Agents can work in parallel",[746,1029,1030,1033],{},[984,1031,1032],{},"Business-line isolation",": Agents from different business lines run independently without interference",[746,1035,1036,1039],{},[984,1037,1038],{},"Persona consistency",": Preserve each Agent's long-term persona and behavior style",[1041,1042],"hr",{},[20,1044],{},[11,1046,1048],{"id":1047},"local-plugin","Local Plugin",[16,1050,1051,1054,1055,767],{},[41,1052,1053],{},"@memtensor\u002Fmemos-local-plugin"," supports both OpenClaw and Hermes. By default, each agent uses its own runtime home and local database. If multiple sessions \u002F agents share one runtime, retrieval is scoped toward the current agent context. For cross-instance collaboration, enable team sharing from ",[984,1056,1057],{},"Viewer → Settings → Team Sharing",[20,1059],{},[23,1061,1063],{"id":1062},"rules","Rules",[743,1065,1066,1080,1086,1096],{},[746,1067,1068,1071,1072,1075,1076,1079],{},[984,1069,1070],{},"Isolated by default",": OpenClaw uses ",[41,1073,1074],{},"~\u002F.openclaw\u002Fmemos-plugin\u002F",", while Hermes uses ",[41,1077,1078],{},"~\u002F.hermes\u002Fmemos-plugin\u002F",". They do not share databases automatically.",[746,1081,1082,1085],{},[984,1083,1084],{},"Current agent first",": retrieval prioritizes the current agent \u002F session's Traces, Policies, World Models, and Skills.",[746,1087,1088,1091,1092,1095],{},[984,1089,1090],{},"Optional sharing",": when ",[41,1093,1094],{},"hub.enabled"," is on, instances can share locally crystallized Skills and optional trace excerpts over a LAN \u002F VPN.",[746,1097,1098,1101],{},[984,1099,1100],{},"Graceful fallback",": Hub is not on the algorithm critical path. 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