[{"data":1,"prerenderedAt":1137},["ShallowReactive",2],{"docs-page-cn-\u002Fcn\u002Fmemos_cloud\u002Fgetting_started\u002Fagent_usage":3,"surround-cn-\u002Fcn\u002Fmemos_cloud\u002Fgetting_started\u002Fagent_usage":1122},{"id":4,"title":5,"avatar":6,"banner":6,"body":7,"category":6,"desc":1115,"description":13,"extension":1116,"links":6,"meta":1117,"navigation":6,"path":1118,"seo":1119,"stem":1120,"__hash__":1121},"docs\u002Fcn\u002Fmemos_cloud\u002Fgetting_started\u002Fagent_usage.md","在 Agent 中使用",null,{"type":8,"value":9,"toc":1100},"minimark",[10,14,27,30,33,37,49,51,55,58,60,64,72,112,115,117,121,124,140,148,150,153,157,167,169,173,436,445,447,451,458,752,761,763,767,770,775,960,989,991,995,1062,1064,1067,1096],[11,12,13],"p",{},"除了自行接入云服务接口，如果你正在使用：",[15,16,17,21,24],"ul",{},[18,19,20],"li",{},"OpenClaw、Hermes 等 Agent 框架",[18,22,23],{},"Cursor、VS Code、Claude Desktop 等 AI 客户端",[18,25,26],{},"任何可以执行命令行的 Agent 或开发环境",[11,28,29],{},"可以通过 MemOS 插件、MCP、CLI 等形式，将 MemOS 接入到你的 AI 工作流中，节省 Token，同时提升长期记忆能力。",[31,32],"br",{},[34,35,36],"h2",{"id":36},"前期准备",[15,38,39],{},[18,40,41,42],{},"注册并登录 MemOS 云平台 ",[43,44,48],"a",{"href":45,"rel":46},"https:\u002F\u002Fmemos-dashboard.openmem.net\u002Fquickstart",[47],"nofollow","（点击注册）",[31,50],{},[34,52,54],{"id":53},"快速接入推荐","快速接入（推荐）",[11,56,57],{},"你可以通过与Agent自然对话的方式自动接入 MemOS，接入完成后即可进行对话，无需其他操作。",[31,59],{},[61,62,63],"h3",{"id":63},"接入插件",[11,65,66,67,71],{},"MemOS 目前提供深度适配 ",[68,69,70],"strong",{},"OpenClaw"," 的云服务插件，如果你正在使用 OpenClaw，优先考虑插件接入。将以下提示词复制并粘贴到你的 OpenClaw 聊天中：",[73,74,84,85,84,95],"details",{"className":75},[76,77,78,79,80,81,82,83],"not-prose","my-5","rounded-md","border","border-default","bg-muted\u002F30","px-4","py-3","\n  ",[86,87,94],"summary",{"className":88},[89,90,91,92,93],"cursor-pointer","select-none","text-sm","font-medium","text-highlighted","\n    展开查看 OpenClaw 插件配置提示词\n  ",[96,97,100,84],"div",{"className":98},[99],"mt-4",[101,102,108],"pre",{"className":103,"code":105,"language":106,"meta":107},[104],"language-text","帮我配置 MemOS OpenClaw 插件，按以下步骤执行：\n\n1. 确认 API Key\n   检查第 2 步命令中 MEMOS_API_KEY 的值：\n   - 如果已是以 mpg- 开头的真实 API Key，直接进入第 2 步\n   - 如果是中文占位符，引导用户打开 https:\u002F\u002Fmemos-dashboard.openmem.net\u002Fcn\u002Fquickstart\u002F\n     获取 API Key，并用真实 Key 替换命令中的占位符\n\n2. 配置 API Key 环境变量\n   首先检测当前操作系统，然后按对应方式写入：\n\n   macOS \u002F Linux：\n     mkdir -p ~\u002F.openclaw\n     echo 'MEMOS_API_KEY=用户提供的Key' >> ~\u002F.openclaw\u002F.env\n\n   Windows PowerShell：\n     [System.Environment]::SetEnvironmentVariable(\"MEMOS_API_KEY\", \"用户提供的Key\", \"User\")\n\n3. 安装并启用插件\n   openclaw plugins install @memtensor\u002Fmemos-cloud-openclaw-plugin@latest\n   openclaw gateway restart\n\n4. 验证安装\n   读取 ~\u002F.openclaw\u002Fopenclaw.json（Windows 为 %USERPROFILE%\\.openclaw\\openclaw.json），\n   确认 plugins.entries 下 memos-cloud-openclaw-plugin 的 enabled 为 true\n","text","api-key=用户提供的Key",[109,110,105],"code",{"__ignoreMap":111},"",[11,113,114],{},"OpenClaw 会安装插件，并提示你获取 API Key，完成所有配置。",[31,116],{},[61,118,120],{"id":119},"接入-memos-cli","接入 MemOS CLI",[11,122,123],{},"MemOS CLI 提供更通用的 Agent 交互方式，适合任何可执行命令行的 Agent 框架，将以下提示词复制并发送给你的 Agent：",[73,125,84,127,84,131],{"className":126},[76,77,78,79,80,81,82,83],[86,128,130],{"className":129},[89,90,91,92,93],"\n    展开查看 CLI 配置提示词\n  ",[96,132,134,84],{"className":133},[99],[101,135,138],{"className":136,"code":137,"language":106,"meta":107},[104],"帮我配置 MemOS CLI 开发环境，按以下步骤执行：\n1. 安装 MemOS CLI 到全局\nnpm i -g @memtensor\u002Fmemos-cloud-cli\n2. 初始化 CLI 配置\nmemos init --api-key 用户提供的Key --agent \u003Cyour agent>\n执行第 2 步时，根据当前用户使用的 Agent 传入对应的 --agent 参数。\n若 --api-key 的值已是以 mpg- 开头的真实 Key，直接执行；若是中文占位符，\n先引导用户打开 https:\u002F\u002Fmemos-dashboard.openmem.net\u002Fcn\u002F 获取 API Key 并替换。\n",[109,139,137],{"__ignoreMap":111},[11,141,142,143,147],{},"Agent会自动完成 MemOS CLI 的安装，并配置相应的Skill。（",[43,144,146],{"href":145},"\u002Fcn\u002Fmcp_agent\u002Fcli\u002Fguide#_31-%E5%9C%A8-agent-%E4%B8%AD%E4%BD%BF%E7%94%A8","查看支持的Agent","）",[31,149],{},[34,151,152],{"id":152},"手动配置",[61,154,156],{"id":155},"_1-调用前准备","1. 调用前准备",[15,158,159],{},[18,160,161,162],{},"获取 API Key ",[43,163,166],{"href":164,"rel":165},"https:\u002F\u002Fmemos-dashboard.openmem.net\u002Fapikeys",[47],"（点击获取）",[31,168],{},[61,170,172],{"id":171},"_2-使用插件","2. 使用插件",[174,175,177,182,189,203,206,267,270,299,314,321,422,425,428],"steps",{"level":176},"4",[178,179,181],"h4",{"id":180},"配置-api-key","配置 API Key",[11,183,184,185,188],{},"插件会读取 OpenClaw 相关的环境变量或 ",[109,186,187],{},".env"," 文件。最小配置如下：",[101,190,194],{"className":191,"code":192,"language":193,"meta":111,"style":111},"language-env shiki shiki-themes material-theme-lighter github-light-high-contrast github-dark-default","MEMOS_API_KEY=YOUR_API_KEY\n","env",[109,195,196],{"__ignoreMap":111},[197,198,201],"span",{"class":199,"line":200},"line",1,[197,202,192],{},[11,204,205],{},"也可以直接写入 OpenClaw 的环境文件：",[207,208,209,255],"code-group",{},[101,210,215],{"className":211,"code":212,"filename":213,"language":214,"meta":111,"style":111},"language-bash shiki shiki-themes material-theme-lighter github-light-high-contrast github-dark-default","mkdir -p ~\u002F.openclaw\necho 'MEMOS_API_KEY=YOUR_API_KEY' >> ~\u002F.openclaw\u002F.env\n","macOS \u002F Linux","bash",[109,216,217,231],{"__ignoreMap":111},[197,218,219,223,227],{"class":199,"line":200},[197,220,222],{"class":221},"saonL","mkdir",[197,224,226],{"class":225},"sp2SP"," -p",[197,228,230],{"class":229},"sp1uZ"," ~\u002F.openclaw\n",[197,232,234,238,242,245,248,252],{"class":199,"line":233},2,[197,235,237],{"class":236},"svxCd","echo",[197,239,241],{"class":240},"sjUum"," '",[197,243,244],{"class":229},"MEMOS_API_KEY=YOUR_API_KEY",[197,246,247],{"class":240},"'",[197,249,251],{"class":250},"saN0X"," >>",[197,253,254],{"class":229}," ~\u002F.openclaw\u002F.env\n",[101,256,261],{"className":257,"code":258,"filename":259,"language":260,"meta":111,"style":111},"language-powershell shiki shiki-themes material-theme-lighter github-light-high-contrast github-dark-default","[System.Environment]::SetEnvironmentVariable(\"MEMOS_API_KEY\", \"YOUR_API_KEY\", \"User\")\n","Windows PowerShell","powershell",[109,262,263],{"__ignoreMap":111},[197,264,265],{"class":199,"line":200},[197,266,258],{},[178,268,269],{"id":269},"安装并启用插件",[101,271,273],{"className":211,"code":272,"language":214,"meta":111,"style":111},"openclaw plugins install @memtensor\u002Fmemos-cloud-openclaw-plugin@latest\nopenclaw gateway restart\n",[109,274,275,289],{"__ignoreMap":111},[197,276,277,280,283,286],{"class":199,"line":200},[197,278,279],{"class":221},"openclaw",[197,281,282],{"class":229}," plugins",[197,284,285],{"class":229}," install",[197,287,288],{"class":229}," @memtensor\u002Fmemos-cloud-openclaw-plugin@latest\n",[197,290,291,293,296],{"class":199,"line":233},[197,292,279],{"class":221},[197,294,295],{"class":229}," gateway",[197,297,298],{"class":229}," restart\n",[300,301,302],"tip",{},[11,303,304,305,308,309,313],{},"Windows 用户如果遇到 ",[109,306,307],{},"Error: spawn EINVAL","，可以查看 ",[43,310,312],{"href":311},"\u002Fcn\u002Fopenclaw\u002Fguide","OpenClaw 云插件 - 手动安装"," 使用替代安装方式。",[11,315,316,317,320],{},"确认 ",[109,318,319],{},"~\u002F.openclaw\u002Fopenclaw.json"," 中插件已启用：",[101,322,326],{"className":323,"code":324,"language":325,"meta":111,"style":111},"language-json shiki shiki-themes material-theme-lighter github-light-high-contrast github-dark-default","{\n  \"plugins\": {\n    \"entries\": {\n      \"memos-cloud-openclaw-plugin\": { \"enabled\": true }\n    }\n  }\n}\n","json",[109,327,328,334,353,369,404,410,416],{"__ignoreMap":111},[197,329,330],{"class":199,"line":200},[197,331,333],{"class":332},"suWxN","{\n",[197,335,336,340,344,347,350],{"class":199,"line":233},[197,337,339],{"class":338},"sfJrv","  \"",[197,341,343],{"class":342},"skH7o","plugins",[197,345,346],{"class":338},"\"",[197,348,349],{"class":332},":",[197,351,352],{"class":332}," {\n",[197,354,356,359,363,365,367],{"class":199,"line":355},3,[197,357,358],{"class":338},"    \"",[197,360,362],{"class":361},"smon8","entries",[197,364,346],{"class":338},[197,366,349],{"class":332},[197,368,352],{"class":332},[197,370,372,375,379,381,383,386,389,393,395,397,401],{"class":199,"line":371},4,[197,373,374],{"class":338},"      \"",[197,376,378],{"class":377},"s_fzf","memos-cloud-openclaw-plugin",[197,380,346],{"class":338},[197,382,349],{"class":332},[197,384,385],{"class":332}," {",[197,387,388],{"class":338}," \"",[197,390,392],{"class":391},"sw4Oa","enabled",[197,394,346],{"class":338},[197,396,349],{"class":332},[197,398,400],{"class":399},"smHB8"," true",[197,402,403],{"class":332}," }\n",[197,405,407],{"class":199,"line":406},5,[197,408,409],{"class":332},"    }\n",[197,411,413],{"class":199,"line":412},6,[197,414,415],{"class":332},"  }\n",[197,417,419],{"class":199,"line":418},7,[197,420,421],{"class":332},"}\n",[178,423,424],{"id":424},"开始对话",[11,426,427],{},"现在，可以与你的 OpenClaw 进行多轮对话：",[15,429,430,433],{},[18,431,432],{},"第一次会话：「我偏好使用 Python 语言」",[18,434,435],{},"第二次会话（新启动）：「你还记得我喜欢用什么编程语言吗？」",[300,437,438],{},[11,439,440,441,444],{},"OpenClaw 插件还有多 Agent 隔离、Config UI、过滤和更细的配置项。完整配置请查看 ",[43,442,443],{"href":311},"OpenClaw 云插件","。",[31,446],{},[61,448,450],{"id":449},"_3-使用-mcp","3. 使用 MCP",[11,452,453,454,457],{},"支持 MCP 的主流客户端，例如  ",[68,455,456],{},"Cursor、Claude Desktop、Cline、VS Code \u002F Trae 和 Chatbox"," 等。以 Cursor 为例，配置完成后，Cursor 可以直接调用 MemOS 提供的记忆操作工具，实现跨客户端的记忆。",[174,459,460,464,467,473,480,712,723,727,730,736,739],{"level":176},[178,461,463],{"id":462},"添加-mcp-server","添加 MCP Server",[11,465,466],{},"在 Cursor 中进入：",[101,468,471],{"className":469,"code":470,"language":106,"meta":111},[104],"Cursor Settings → Tools & MCP → Add Custom MCP\n",[109,472,470],{"__ignoreMap":111},[11,474,475,476,479],{},"然后在 ",[109,477,478],{},"mcp.json"," 中添加：",[101,481,483],{"className":323,"code":482,"language":325,"meta":111,"style":111},"{\n  \"mcpServers\": {\n    \"memos-api-mcp\": {\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"npx\",\n      \"args\": [\n        \"-y\",\n        \"@memtensor\u002Fmemos-api-mcp@latest\"\n      ],\n      \"env\": {\n        \"MEMOS_API_KEY\": \"YOUR_API_KEY\",\n        \"MEMOS_USER_ID\": \"your-user-id\",\n        \"MEMOS_CHANNEL\": \"MODELSCOPE\"\n      }\n    }\n  }\n}\n",[109,484,485,489,502,515,533,553,573,587,600,611,617,630,651,672,691,697,702,707],{"__ignoreMap":111},[197,486,487],{"class":199,"line":200},[197,488,333],{"class":332},[197,490,491,493,496,498,500],{"class":199,"line":233},[197,492,339],{"class":338},[197,494,495],{"class":342},"mcpServers",[197,497,346],{"class":338},[197,499,349],{"class":332},[197,501,352],{"class":332},[197,503,504,506,509,511,513],{"class":199,"line":355},[197,505,358],{"class":338},[197,507,508],{"class":361},"memos-api-mcp",[197,510,346],{"class":338},[197,512,349],{"class":332},[197,514,352],{"class":332},[197,516,517,519,522,524,526,530],{"class":199,"line":371},[197,518,374],{"class":338},[197,520,521],{"class":377},"timeout",[197,523,346],{"class":338},[197,525,349],{"class":332},[197,527,529],{"class":528},"sJNII"," 60",[197,531,532],{"class":332},",\n",[197,534,535,537,540,542,544,546,549,551],{"class":199,"line":406},[197,536,374],{"class":338},[197,538,539],{"class":377},"type",[197,541,346],{"class":338},[197,543,349],{"class":332},[197,545,388],{"class":240},[197,547,548],{"class":229},"stdio",[197,550,346],{"class":240},[197,552,532],{"class":332},[197,554,555,557,560,562,564,566,569,571],{"class":199,"line":412},[197,556,374],{"class":338},[197,558,559],{"class":377},"command",[197,561,346],{"class":338},[197,563,349],{"class":332},[197,565,388],{"class":240},[197,567,568],{"class":229},"npx",[197,570,346],{"class":240},[197,572,532],{"class":332},[197,574,575,577,580,582,584],{"class":199,"line":418},[197,576,374],{"class":338},[197,578,579],{"class":377},"args",[197,581,346],{"class":338},[197,583,349],{"class":332},[197,585,586],{"class":332}," [\n",[197,588,590,593,596,598],{"class":199,"line":589},8,[197,591,592],{"class":240},"        \"",[197,594,595],{"class":229},"-y",[197,597,346],{"class":240},[197,599,532],{"class":332},[197,601,603,605,608],{"class":199,"line":602},9,[197,604,592],{"class":240},[197,606,607],{"class":229},"@memtensor\u002Fmemos-api-mcp@latest",[197,609,610],{"class":240},"\"\n",[197,612,614],{"class":199,"line":613},10,[197,615,616],{"class":332},"      ],\n",[197,618,620,622,624,626,628],{"class":199,"line":619},11,[197,621,374],{"class":338},[197,623,193],{"class":377},[197,625,346],{"class":338},[197,627,349],{"class":332},[197,629,352],{"class":332},[197,631,633,635,638,640,642,644,647,649],{"class":199,"line":632},12,[197,634,592],{"class":338},[197,636,637],{"class":391},"MEMOS_API_KEY",[197,639,346],{"class":338},[197,641,349],{"class":332},[197,643,388],{"class":240},[197,645,646],{"class":229},"YOUR_API_KEY",[197,648,346],{"class":240},[197,650,532],{"class":332},[197,652,654,656,659,661,663,665,668,670],{"class":199,"line":653},13,[197,655,592],{"class":338},[197,657,658],{"class":391},"MEMOS_USER_ID",[197,660,346],{"class":338},[197,662,349],{"class":332},[197,664,388],{"class":240},[197,666,667],{"class":229},"your-user-id",[197,669,346],{"class":240},[197,671,532],{"class":332},[197,673,675,677,680,682,684,686,689],{"class":199,"line":674},14,[197,676,592],{"class":338},[197,678,679],{"class":391},"MEMOS_CHANNEL",[197,681,346],{"class":338},[197,683,349],{"class":332},[197,685,388],{"class":240},[197,687,688],{"class":229},"MODELSCOPE",[197,690,610],{"class":240},[197,692,694],{"class":199,"line":693},15,[197,695,696],{"class":332},"      }\n",[197,698,700],{"class":199,"line":699},16,[197,701,409],{"class":332},[197,703,705],{"class":199,"line":704},17,[197,706,415],{"class":332},[197,708,710],{"class":199,"line":709},18,[197,711,421],{"class":332},[11,713,714,715,718,719,722],{},"配置后，确认 Cursor 的 MCP 工具列表中能看到 ",[109,716,717],{},"add_message","、",[109,720,721],{},"search_memory"," 等工具。",[178,724,726],{"id":725},"cursor-rules","Cursor Rules",[11,728,729],{},"为了让 Cursor 更稳定地使用记忆，建议在 User Rules 中加入：",[101,731,734],{"className":732,"code":733,"language":106,"meta":111},[104],"回答用户问题前，先调用 MemOS 的 search_memory 搜索与当前任务相关的长期记忆。\n回答完成后，如果本轮对话出现新的用户事实、偏好、项目背景或长期有用的信息，调用 add_message 写入 MemOS。\n只使用和当前任务相关的记忆；如果记忆不相关、过期或主体不一致，应忽略。\n不要向用户暴露“记忆库”“检索结果”等内部实现细节。\n",[109,735,733],{"__ignoreMap":111},[178,737,424],{"id":738},"开始对话-1",[15,740,741],{},[18,742,743,744],{},"现在，可以在聊天框中进行多轮对话：\n",[15,745,746,749],{},[18,747,748],{},"第一次会话：告诉它你是谁、你的爱好、职业，并让它记住",[18,750,751],{},"第二次会话（新启动）：询问它你是谁",[300,753,754],{},[11,755,756,757,444],{},"Claude Desktop、Cline、Chatbox 等客户端的配置方式类似，入口位置不同，更多示例请查看 ",[43,758,760],{"href":759},"\u002Fcn\u002Fmcp_agent\u002Fmcp\u002Fguide","MCP 使用指南",[31,762],{},[61,764,766],{"id":765},"_4-使用-cli","4. 使用 CLI",[11,768,769],{},"如果你的 Agent 框架可以执行 shell 命令（例如 Cursor、Codex、Hermes 等），可以通过 MemOS CLI 一键安装记忆 Skill，让 Agent 根据 Skill 自动检索和写入记忆。",[300,771,772],{},[11,773,774],{},"以 OpenClaw 为例，在 LOCOMO 评测中，单独接入 MemOS CLI 后 Token 消耗降低约 65.5%；接入 MemOS Cloud + CLI 后，正确率从 66.60% 提升到 77.27%。",[174,776,777,781,799,803,838,847,923,926,929,951,954],{"level":176},[178,778,780],{"id":779},"安装-cli","安装 CLI",[101,782,784],{"className":211,"code":783,"language":214,"meta":111,"style":111},"npm install -g @memtensor\u002Fmemos-cloud-cli\n",[109,785,786],{"__ignoreMap":111},[197,787,788,791,793,796],{"class":199,"line":200},[197,789,790],{"class":221},"npm",[197,792,285],{"class":229},[197,794,795],{"class":225}," -g",[197,797,798],{"class":229}," @memtensor\u002Fmemos-cloud-cli\n",[178,800,802],{"id":801},"初始化并安装-skill","初始化并安装 Skill",[101,804,806],{"className":211,"code":805,"language":214,"meta":111,"style":111},"memos init --agent cursor\nmemos init --api-key YOUR_API_KEY --agent cursor\n",[109,807,808,822],{"__ignoreMap":111},[197,809,810,813,816,819],{"class":199,"line":200},[197,811,812],{"class":221},"memos",[197,814,815],{"class":229}," init",[197,817,818],{"class":225}," --agent",[197,820,821],{"class":229}," cursor\n",[197,823,824,826,828,831,834,836],{"class":199,"line":233},[197,825,812],{"class":221},[197,827,815],{"class":229},[197,829,830],{"class":225}," --api-key",[197,832,833],{"class":229}," YOUR_API_KEY",[197,835,818],{"class":225},[197,837,821],{"class":229},[11,839,840,843,844,846],{},[109,841,842],{},"--agent"," 会将 MemOS 记忆 Skill 安装到对应 Agent 的 skills 目录。当前 ",[109,845,842],{}," 为必填参数，不传会直接报错，因为 CLI 需要知道 Skill 应该安装到哪个 Agent 目录。支持的目标：",[101,848,850],{"className":211,"code":849,"language":214,"meta":111,"style":111},"memos init --agent cursor    # ~\u002F.cursor\u002Fskills\u002Fmemos\u002F\nmemos init --agent codex     # ~\u002F.codex\u002Fskills\u002Fmemos\u002F\nmemos init --agent claude    # ~\u002F.claude\u002Fskills\u002Fmemos\u002F\nmemos init --agent openclaw  # ~\u002F.openclaw\u002Fskills\u002Fmemos\u002F\nmemos init --agent hermes    # ~\u002F.hermes\u002Fskills\u002Fmemos\u002F\n",[109,851,852,867,881,895,909],{"__ignoreMap":111},[197,853,854,856,858,860,863],{"class":199,"line":200},[197,855,812],{"class":221},[197,857,815],{"class":229},[197,859,818],{"class":225},[197,861,862],{"class":229}," cursor",[197,864,866],{"class":865},"sfVK4","    # ~\u002F.cursor\u002Fskills\u002Fmemos\u002F\n",[197,868,869,871,873,875,878],{"class":199,"line":233},[197,870,812],{"class":221},[197,872,815],{"class":229},[197,874,818],{"class":225},[197,876,877],{"class":229}," codex",[197,879,880],{"class":865},"     # ~\u002F.codex\u002Fskills\u002Fmemos\u002F\n",[197,882,883,885,887,889,892],{"class":199,"line":355},[197,884,812],{"class":221},[197,886,815],{"class":229},[197,888,818],{"class":225},[197,890,891],{"class":229}," claude",[197,893,894],{"class":865},"    # ~\u002F.claude\u002Fskills\u002Fmemos\u002F\n",[197,896,897,899,901,903,906],{"class":199,"line":371},[197,898,812],{"class":221},[197,900,815],{"class":229},[197,902,818],{"class":225},[197,904,905],{"class":229}," openclaw",[197,907,908],{"class":865},"  # ~\u002F.openclaw\u002Fskills\u002Fmemos\u002F\n",[197,910,911,913,915,917,920],{"class":199,"line":406},[197,912,812],{"class":221},[197,914,815],{"class":229},[197,916,818],{"class":225},[197,918,919],{"class":229}," hermes",[197,921,922],{"class":865},"    # ~\u002F.hermes\u002Fskills\u002Fmemos\u002F\n",[178,924,424],{"id":925},"开始对话-2",[11,927,928],{},"安装后，Agent 启动时会自动加载该 Skill。在每轮对话中，Agent 会：",[930,931,932,942],"ol",{},[18,933,934,937,938,941],{},[68,935,936],{},"回答前","自动执行 ",[109,939,940],{},"memos search","，检索与当前任务相关的长期记忆",[18,943,944,937,947,950],{},[68,945,946],{},"回答后",[109,948,949],{},"memos add","，将本轮出现的新事实、偏好等写入 MemOS",[11,952,953],{},"你可以用同样的方式验证效果：",[15,955,956,958],{},[18,957,432],{},[18,959,435],{},[300,961,962],{},[11,963,964,965,718,968,718,971,718,974,718,977,980,981,984,985,444],{},"CLI 还支持在终端中手动操作记忆（",[109,966,967],{},"add",[109,969,970],{},"search",[109,972,973],{},"get",[109,975,976],{},"origin",[109,978,979],{},"delete"," 等）。如果只在终端中使用 CLI，不安装 Agent Skill，请通过 ",[109,982,983],{},"memos config set"," 配置 API Key、默认用户 ID 和默认会话 ID。完整命令参考请查看 ",[43,986,988],{"href":987},"\u002Fcn\u002Fmcp_agent\u002Fcli\u002Fguide","MemOS CLI",[31,990],{},[61,992,994],{"id":993},"选择哪种接入方式","选择哪种接入方式？",[996,997,998,1014],"table",{},[999,1000,1001],"thead",{},[1002,1003,1004,1008,1011],"tr",{},[1005,1006,1007],"th",{},"接入方式",[1005,1009,1010],{},"适合谁",[1005,1012,1013],{},"优先级",[1015,1016,1017,1029,1040,1051],"tbody",{},[1002,1018,1019,1023,1026],{},[1020,1021,1022],"td",{},"插件",[1020,1024,1025],{},"OpenClaw 等 MemOS 已深度适配的 Agent 环境",[1020,1027,1028],{},"优先使用，自动化程度最高",[1002,1030,1031,1034,1037],{},[1020,1032,1033],{},"CLI + Skill",[1020,1035,1036],{},"任何可执行命令行的 Agent 框架",[1020,1038,1039],{},"通用性最强，跨框架适用",[1002,1041,1042,1045,1048],{},[1020,1043,1044],{},"MCP",[1020,1046,1047],{},"Cursor、Claude Desktop、Cline、Chatbox 等 AI 客户端",[1020,1049,1050],{},"客户端支持 MCP 协议",[1002,1052,1053,1056,1059],{},[1020,1054,1055],{},"API \u002F SDK",[1020,1057,1058],{},"自研 Agent、Chatbot 或业务应用",[1020,1060,1061],{},"控制力最强，适合生产集成",[31,1063],{},[61,1065,1066],{"id":1066},"下一步",[1068,1069,1070,1077,1083,1089],"card-group",{},[1071,1072,1074],"card",{"icon":1073,"title":443,"to":311},"i-ri-puzzle-line",[11,1075,1076],{},"查看 OpenClaw 插件的完整安装、启用和高级配置",[1071,1078,1080],{"icon":1079,"title":988,"to":987},"i-ri-command-line",[11,1081,1082],{},"查看 CLI 完整命令参考和 Skill 安装说明",[1071,1084,1086],{"icon":1085,"title":760,"to":759},"i-ri-terminal-box-line",[11,1087,1088],{},"查看 Cursor、Claude Desktop、Cline 等客户端如何配置 MCP",[1071,1090,1093],{"icon":1091,"title":1055,"to":1092},"i-ri-file-code-line","\u002Fcn\u002Fmemos_cloud\u002Fgetting_started\u002Fquick_start",[11,1094,1095],{},"如果你在开发自己的 Agent 或应用，从这里开始",[1097,1098,1099],"style",{},"html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .saonL, html code.shiki .saonL{--shiki-light:#E2931D;--shiki-default:#702C00;--shiki-dark:#FFA657}html pre.shiki code .sp2SP, html code.shiki .sp2SP{--shiki-light:#91B859;--shiki-default:#023B95;--shiki-dark:#79C0FF}html pre.shiki code .sp1uZ, html code.shiki .sp1uZ{--shiki-light:#91B859;--shiki-default:#032563;--shiki-dark:#A5D6FF}html pre.shiki code .svxCd, html code.shiki .svxCd{--shiki-light:#6182B8;--shiki-default:#023B95;--shiki-dark:#79C0FF}html pre.shiki code .sjUum, html code.shiki .sjUum{--shiki-light:#39ADB5;--shiki-default:#032563;--shiki-dark:#A5D6FF}html pre.shiki code .saN0X, html code.shiki .saN0X{--shiki-light:#39ADB5;--shiki-default:#A0111F;--shiki-dark:#FF7B72}html pre.shiki code .suWxN, html code.shiki .suWxN{--shiki-light:#39ADB5;--shiki-default:#0E1116;--shiki-dark:#E6EDF3}html pre.shiki code .sfJrv, html code.shiki .sfJrv{--shiki-light:#39ADB5;--shiki-default:#024C1A;--shiki-dark:#7EE787}html pre.shiki code .skH7o, html code.shiki .skH7o{--shiki-light:#9C3EDA;--shiki-default:#024C1A;--shiki-dark:#7EE787}html pre.shiki code .smon8, html code.shiki .smon8{--shiki-light:#E2931D;--shiki-default:#024C1A;--shiki-dark:#7EE787}html pre.shiki code .s_fzf, html code.shiki .s_fzf{--shiki-light:#F76D47;--shiki-default:#024C1A;--shiki-dark:#7EE787}html pre.shiki code .sw4Oa, html code.shiki .sw4Oa{--shiki-light:#E53935;--shiki-default:#024C1A;--shiki-dark:#7EE787}html pre.shiki code .smHB8, html code.shiki .smHB8{--shiki-light:#39ADB5;--shiki-default:#023B95;--shiki-dark:#79C0FF}html pre.shiki code .sJNII, html code.shiki .sJNII{--shiki-light:#F76D47;--shiki-default:#023B95;--shiki-dark:#79C0FF}html pre.shiki code .sfVK4, html code.shiki .sfVK4{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#66707B;--shiki-default-font-style:inherit;--shiki-dark:#8B949E;--shiki-dark-font-style:inherit}",{"title":111,"searchDepth":233,"depth":233,"links":1101},[1102,1103,1107],{"id":36,"depth":233,"text":36},{"id":53,"depth":233,"text":54,"children":1104},[1105,1106],{"id":63,"depth":355,"text":63},{"id":119,"depth":355,"text":120},{"id":152,"depth":233,"text":152,"children":1108},[1109,1110,1111,1112,1113,1114],{"id":155,"depth":355,"text":156},{"id":171,"depth":355,"text":172},{"id":449,"depth":355,"text":450},{"id":765,"depth":355,"text":766},{"id":993,"depth":355,"text":994},{"id":1066,"depth":355,"text":1066},"通过插件、MCP、CLI 等形式，把 MemOS 接入 Agent 工作流。","md",{},"\u002Fcn\u002Fmemos_cloud\u002Fgetting_started\u002Fagent_usage",{"title":5,"description":13},"cn\u002Fmemos_cloud\u002Fgetting_started\u002Fagent_usage","klDFW9tCxo3oNIinbcW68pHZpQX_QxcL7KSMK6b8Ba8",[1123,1131],{"title":1124,"path":1125,"stem":1126,"icon":1127,"framework":6,"module":6,"class":1128,"target":-1,"active":1129,"defaultOpen":1129,"children":-1,"description":1130},"云服务与开源方案","\u002Fcn\u002Fmemos_cloud\u002Fgetting_started\u002Fcloud_and_opensource","memos_cloud\u002Fgetting_started\u002Fcloud_and_opensource","i-ri-dashboard-line",[],false,"选择最适合您需求的 MemOS “记忆”方案。",{"title":1132,"path":1092,"stem":1133,"icon":1134,"framework":6,"module":6,"class":1135,"target":-1,"active":1129,"defaultOpen":1129,"children":-1,"description":1136},"在应用中集成","memos_cloud\u002Fgetting_started\u002Fquick_start","i-ri-rocket-line",[],"配置 MemOS 云服务账户，在 5 分钟内创建你的第一条记忆。",1781252498774]