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data-v-31549b30>Docker 安装</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-5df780f0><section class="VPSidebarItem level-0 has-active" data-v-5df780f0 data-v-31549b30><div class="item" role="button" tabindex="0" data-v-31549b30><div class="indicator" data-v-31549b30></div><h2 class="text" data-v-31549b30>入门</h2><!----></div><div class="items" data-v-31549b30><!--[--><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/provider-and-model.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>供应商与模型</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/bot.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>机器人</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/sessions.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>会话</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/access.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>访问控制</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/container.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>容器</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/files.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>文件</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/skills.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>技能</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/supermarket.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>超市</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/mcp.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>MCP</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/channels.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>渠道（入门）</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/browser.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>浏览器</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/memory.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>长期记忆</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/compaction.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>会话上下文压缩</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/heartbeat.html" data-v-31549b30><!--[--><p class="text" 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data-v-31549b30>邮件</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/getting-started/slash-commands.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>斜杠命令</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-5df780f0><section class="VPSidebarItem level-0" data-v-5df780f0 data-v-31549b30><div class="item" role="button" tabindex="0" data-v-31549b30><div class="indicator" data-v-31549b30></div><h2 class="text" data-v-31549b30>记忆提供方</h2><!----></div><div class="items" data-v-31549b30><!--[--><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/memory-providers/index.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>总览</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/memory-providers/builtin.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>内置</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/memory-providers/mem0.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Mem0</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/memory-providers/openviking.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>OpenViking</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-5df780f0><section class="VPSidebarItem level-0" data-v-5df780f0 data-v-31549b30><div class="item" role="button" tabindex="0" data-v-31549b30><div class="indicator" data-v-31549b30></div><h2 class="text" data-v-31549b30>TTS</h2><!----></div><div class="items" data-v-31549b30><!--[--><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/tts-providers/index.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>总览</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/tts-providers/edge.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Edge TTS</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-5df780f0><section class="VPSidebarItem level-0" data-v-5df780f0 data-v-31549b30><div class="item" role="button" tabindex="0" data-v-31549b30><div class="indicator" data-v-31549b30></div><h2 class="text" data-v-31549b30>渠道</h2><!----></div><div class="items" data-v-31549b30><!--[--><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/channels/index.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>总览</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/channels/slack.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Slack</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/channels/telegram.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Telegram</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/channels/feishu.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>飞书</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/channels/discord.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Discord</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/channels/qq.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>QQ</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/channels/matrix.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Matrix</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/channels/misskey.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Misskey</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/channels/dingtalk.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>钉钉</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/channels/wecom.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>企微</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/channels/weixin.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>微信</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-31549b30 data-v-31549b30><div class="item" data-v-31549b30><div class="indicator" data-v-31549b30></div><a class="VPLink link link" href="/zh/channels/wechatoa.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>微信公众号</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><!--]--><!--[--><!--]--></nav></aside><div class="VPContent has-sidebar" id="VPContent" data-v-ba7c87da data-v-6c992f05><div class="VPDoc has-sidebar has-aside" data-v-6c992f05 data-v-888acc39><!--[--><!--]--><div class="container" data-v-888acc39><div class="aside" data-v-888acc39><div class="aside-curtain" data-v-888acc39></div><div class="aside-container" data-v-888acc39><div class="aside-content" data-v-888acc39><div class="VPDocAside" data-v-888acc39 data-v-8cfe0409><!--[--><!--]--><!--[--><!--]--><nav aria-labelledby="doc-outline-aria-label" class="VPDocAsideOutline" data-v-8cfe0409 data-v-116d4a1f><div class="content" data-v-116d4a1f><div class="outline-marker" data-v-116d4a1f></div><div aria-level="2" class="outline-title" id="doc-outline-aria-label" role="heading" data-v-116d4a1f>On this page</div><ul class="VPDocOutlineItem root" data-v-116d4a1f data-v-ba57d2ed><!--[--><!--]--></ul></div></nav><!--[--><!--]--><div class="spacer" data-v-8cfe0409></div><!--[--><!--]--><!----><!--[--><!--]--><!--[--><!--]--></div></div></div></div><div class="content" data-v-888acc39><div class="content-container" data-v-888acc39><!--[--><!--]--><main class="main" data-v-888acc39><div style="position:relative;" class="vp-doc _zh_getting-started_memory" data-v-888acc39><div><h1 id="长期记忆" tabindex="-1">长期记忆 <a class="header-anchor" href="#长期记忆" aria-label="Permalink to "长期记忆""></a></h1><p>Memoh 的结构化长期记忆让机器人在<strong>多路会话</strong>里也能用上以前留下的事实。用 <strong>Memory</strong> tab 前，先给机器人配好 <strong>Memory Provider</strong>。</p><h2 id="先决条件" tabindex="-1">先决条件 <a class="header-anchor" href="#先决条件" aria-label="Permalink to "先决条件""></a></h2><ol><li>在 <a href="/zh/memory-providers/">记忆提供方</a> 里建一个（内置、Mem0、OpenViking 等）。</li><li>打开机器人 <strong>General</strong>。</li><li><strong>Memory Provider</strong> 里选中。</li><li>保存。</li></ol><p>没选提供方，就没有正在使用的记忆后端。</p><hr><h2 id="在做什么" tabindex="-1">在做什么 <a class="header-anchor" href="#在做什么" aria-label="Permalink to "在做什么""></a></h2><p>记忆条目的存、取、搜都由当前提供方实现；按类型和模式，可能是文件索引、稀疏向量、稠密向量、或外接 API。用户发消息时，Memoh 会尝试取出相关记忆塞进当次上下文。</p><p>本页说 <strong>长期记忆</strong>；<strong>会话写太长</strong> 要压短，是另一件事，见 <a href="/zh/getting-started/compaction.html">会话上下文压缩</a>。</p><hr><h2 id="在界面里" tabindex="-1">在界面里 <a class="header-anchor" href="#在界面里" aria-label="Permalink to "在界面里""></a></h2><h3 id="建记忆" tabindex="-1">建记忆 <a class="header-anchor" href="#建记忆" aria-label="Permalink to "建记忆""></a></h3><ul><li><strong>New Memory</strong>：手打一条。</li><li><strong>From Conversation</strong>：从已有对话里抽成记忆。</li></ul><h3 id="搜与管理" tabindex="-1">搜与管理 <a class="header-anchor" href="#搜与管理" aria-label="Permalink to "搜与管理""></a></h3><ul><li><strong>Search</strong>：按 id 或文字筛。</li><li><strong>Edit</strong>：改内容。</li><li><strong>Delete</strong>：不要就删。</li></ul><hr><h2 id="记忆压缩-注意-不是会话压缩" tabindex="-1">记忆压缩（注意：不是会话压缩） <a class="header-anchor" href="#记忆压缩-注意-不是会话压缩" aria-label="Permalink to "记忆压缩（注意：不是会话压缩）""></a></h2><p>积累多了可以在 <strong>Memory</strong> tab 对<strong>存储侧</strong>做 <strong>Compact</strong>：合并重复、去陈旧、压噪声。有 <strong>Ratio</strong>、<strong>Decay Days</strong> 等参数。</p><p>这和 <a href="/zh/getting-started/compaction.html">会话上下文压缩</a> 不同：后者是<strong>单路会话</strong>里把 prompt 压短，不改库里长期记忆条目的存法与合并结果。</p><hr><h2 id="rebuild" tabindex="-1">Rebuild <a class="header-anchor" href="#rebuild" aria-label="Permalink to "Rebuild""></a></h2><p><strong>Rebuild</strong> 会按当前设置<strong>整库重索引</strong>。换模式、索引乱了、想全量用新设置跑一遍时有用。页面上可跟进度。</p><hr><h2 id="状态" tabindex="-1">状态 <a class="header-anchor" href="#状态" aria-label="Permalink to "状态""></a></h2><p><strong>Memory</strong> tab 会显示当前该机器人的记忆后端的 <strong>Connected / Error</strong>，排障时先看一眼。</p><hr><h2 id="用量" tabindex="-1">用量 <a class="header-anchor" href="#用量" aria-label="Permalink to "用量""></a></h2><p>可看 <strong>总条数</strong>、<strong>索引是否跟上</strong> 等，心里有数再调策略。</p><hr><h2 id="和「会话里那段对话」的对比" tabindex="-1">和「会话里那段对话」的对比 <a class="header-anchor" href="#和「会话里那段对话」的对比" aria-label="Permalink to "和「会话里那段对话」的对比""></a></h2><table tabindex="0"><thead><tr><th>概念</th><th>作用范围</th><th>在哪动</th><th>改变什么</th></tr></thead><tbody><tr><td><strong>记忆压缩</strong></td><td>长期记忆提供方</td><td>Memory tab</td><td>改存储里条目怎么合并/精简</td></tr><tr><td><strong>上下文压缩</strong></td><td>当前这一路会话</td><td>状态区或 <code>/compact</code></td><td>用摘要把<strong>本会话</strong>历史变短，给后面轮次用</td></tr></tbody></table><p>要减「跨会话噪声」、整理记忆库 → 用 <strong>记忆压缩</strong>。<br> 要减「这一路聊太长了」→ 用 <a href="/zh/getting-started/compaction.html">会话上下文压缩</a>。</p><hr><h2 id="和机器人的关系" tabindex="-1">和机器人的关系 <a class="header-anchor" href="#和机器人的关系" aria-label="Permalink to "和机器人的关系""></a></h2><ul><li>聊的时候会按配置去搜记忆。</li><li>具体用哪种后端、什么模式、embedding 等，在<strong>提供方</strong>上配，见 <a href="/zh/memory-providers/">记忆提供方</a>。</li><li>长期记忆是机器人「个性与事实」里很大一块来源。</li></ul></div></div></main><footer class="VPDocFooter" data-v-888acc39 data-v-64297f89><!--[--><!--]--><div class="edit-info" data-v-64297f89><div class="edit-link" data-v-64297f89><a class="VPLink link vp-external-link-icon no-icon edit-link-button" href="https://github.com/memohai/Memoh/edit/main/docs/docs/zh/getting-started/memory.md" target="_blank" rel="noreferrer" data-v-64297f89><!--[--><span class="vpi-square-pen edit-link-icon" data-v-64297f89></span> Edit on GitHub<!--]--></a></div><div class="last-updated" data-v-64297f89><p class="VPLastUpdated" data-v-64297f89 data-v-1cbf3ee4>Last Updated: <time datetime="2026-04-24T06:36:07.000Z" data-v-1cbf3ee4></time></p></div></div><nav class="prev-next" aria-labelledby="doc-footer-aria-label" data-v-64297f89><span 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