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data-v-31549b30><!--[--><p class="text" data-v-31549b30>Container</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="/getting-started/files.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Files</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="/getting-started/skills.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Skills</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="/getting-started/supermarket.html" data-v-31549b30><!--[--><p 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data-v-31549b30>Browser</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="/getting-started/memory.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Memory</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="/getting-started/compaction.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Context Compaction</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="/getting-started/heartbeat.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Heartbeat</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="/getting-started/schedule.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Scheduled Tasks</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="/getting-started/search-provider.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Web Search</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="/getting-started/email.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Email</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="/getting-started/slash-commands.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Slash Commands</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>Memory Providers</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="/memory-providers/index.html" 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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 Providers</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="/tts-providers/index.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Overview</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="/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>Channels</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="/channels/index.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Overview</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="/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="/channels/feishu.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Feishu (Lark)</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="/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="/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="/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="/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="/channels/dingtalk.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>DingTalk</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="/channels/wecom.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>WeCom (WeWork)</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="/channels/weixin.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>WeChat</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="/channels/wechatoa.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>WeChat Official Account</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="/channels/slack.html" data-v-31549b30><!--[--><p class="text" data-v-31549b30>Slack</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 _memory-providers_builtin" data-v-888acc39><div><h1 id="built-in-memory-provider" tabindex="-1">Built-in Memory Provider <a class="header-anchor" href="#built-in-memory-provider" aria-label="Permalink to "Built-in Memory Provider""></a></h1><p>The built-in memory provider is the standard memory backend shipped with Memoh. It works with Memoh's memory pipeline and supports:</p><ul><li>Automatic memory extraction from conversations</li><li>Semantic memory retrieval during chat</li><li>Manual memory creation and editing</li><li>Memory compaction and rebuild workflows</li></ul><p>The built-in provider operates in one of three <strong>memory modes</strong>, each with different infrastructure requirements and retrieval capabilities.</p><hr><h2 id="memory-modes" tabindex="-1">Memory Modes <a class="header-anchor" href="#memory-modes" aria-label="Permalink to "Memory Modes""></a></h2><table tabindex="0"><thead><tr><th>Mode</th><th>Index</th><th>Requirements</th><th>Use Case</th></tr></thead><tbody><tr><td><strong>Off</strong></td><td>File-based only</td><td>None</td><td>Lightweight setup, no vector search</td></tr><tr><td><strong>Sparse</strong></td><td>Neural sparse vectors</td><td>Sparse service + Qdrant (<code>--profile sparse</code>)</td><td>Good retrieval quality without embedding API costs</td></tr><tr><td><strong>Dense</strong></td><td>Dense embeddings</td><td>Embedding model + Qdrant (<code>--profile qdrant</code>)</td><td>Highest-quality semantic search</td></tr></tbody></table><h3 id="how-sparse-mode-works" tabindex="-1">How Sparse Mode Works <a class="header-anchor" href="#how-sparse-mode-works" aria-label="Permalink to "How Sparse Mode Works""></a></h3><p>Sparse mode uses the <a href="https://huggingface.co/opensearch-project/opensearch-neural-sparse-encoding-multilingual-v1" target="_blank" rel="noreferrer"><code>opensearch-neural-sparse-encoding-multilingual-v1</code></a> model (from the OpenSearch project) to convert text into sparse vectors — compact lists of token indices with importance weights. Unlike dense mode, which requires an external embedding API, the sparse model runs locally in the <code>sparse</code> container with no API key or cost. It supports multiple languages and provides significantly better retrieval quality than keyword-only search.</p><hr><h2 id="creating-a-built-in-provider" tabindex="-1">Creating a Built-in Provider <a class="header-anchor" href="#creating-a-built-in-provider" aria-label="Permalink to "Creating a Built-in Provider""></a></h2><ol><li>Navigate to the <strong>Memory Providers</strong> page.</li><li>Click <strong>Add Memory Provider</strong>.</li><li>Fill in the following fields: <ul><li><strong>Name</strong>: A display name for this provider.</li><li><strong>Provider Type</strong>: Select <code>builtin</code>.</li></ul></li><li>Click <strong>Create</strong>.</li></ol><hr><h2 id="configuring-a-built-in-provider" tabindex="-1">Configuring a Built-in Provider <a class="header-anchor" href="#configuring-a-built-in-provider" aria-label="Permalink to "Configuring a Built-in Provider""></a></h2><p>After creating a provider, select it from the list and configure its settings.</p><table tabindex="0"><thead><tr><th>Field</th><th>Description</th></tr></thead><tbody><tr><td><strong>Memory Mode</strong></td><td><code>off</code> (default), <code>sparse</code>, or <code>dense</code>. Controls how memories are indexed and retrieved.</td></tr><tr><td><strong>Embedding Model</strong></td><td>Embedding model for dense vector search. Only used in <code>dense</code> mode.</td></tr><tr><td><strong>Qdrant Collection</strong></td><td>Qdrant collection name. Defaults to <code>memory_sparse</code>.</td></tr></tbody></table><h3 id="managing-providers" tabindex="-1">Managing Providers <a class="header-anchor" href="#managing-providers" aria-label="Permalink to "Managing Providers""></a></h3><ul><li><strong>Edit</strong>: Select a provider and update its settings.</li><li><strong>Delete</strong>: Remove a provider you no longer use.</li></ul><hr><h2 id="infrastructure-requirements" tabindex="-1">Infrastructure Requirements <a class="header-anchor" href="#infrastructure-requirements" aria-label="Permalink to "Infrastructure Requirements""></a></h2><h3 id="off-mode" tabindex="-1">Off Mode <a class="header-anchor" href="#off-mode" aria-label="Permalink to "Off Mode""></a></h3><p>No additional infrastructure required. Memories are stored and retrieved using file-based indexing only.</p><h3 id="sparse-mode" tabindex="-1">Sparse Mode <a class="header-anchor" href="#sparse-mode" aria-label="Permalink to "Sparse Mode""></a></h3><p>Requires the <strong>sparse service</strong> (runs the <a href="https://huggingface.co/opensearch-project/opensearch-neural-sparse-encoding-multilingual-v1" target="_blank" rel="noreferrer"><code>opensearch-neural-sparse-encoding-multilingual-v1</code></a> model locally) and <strong>Qdrant</strong> vector database. Enable both with Docker Compose profiles:</p><div class="language-bash vp-adaptive-theme"><button title="Copy Code" class="copy"></button><span class="lang">bash</span><pre class="shiki shiki-themes github-light github-dark vp-code" tabindex="0"><code><span class="line"><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0;">docker</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> compose</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF;"> --profile</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> qdrant</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF;"> --profile</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> sparse</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> up</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF;"> -d</span></span></code></pre></div><p>The following sections must be present in <code>config.toml</code>:</p><div class="language-toml vp-adaptive-theme"><button title="Copy Code" class="copy"></button><span class="lang">toml</span><pre class="shiki shiki-themes github-light github-dark vp-code" tabindex="0"><code><span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;">[</span><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0;">qdrant</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;">]</span></span>
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<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;">base_url = </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;">"http://qdrant:6334"</span></span>
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<span class="line"></span>
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<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;">[</span><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0;">sparse</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;">]</span></span>
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<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;">base_url = </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;">"http://sparse:8085"</span></span></code></pre></div><h3 id="dense-mode" tabindex="-1">Dense Mode <a class="header-anchor" href="#dense-mode" aria-label="Permalink to "Dense Mode""></a></h3><p>Requires an <strong>embedding model</strong> (configured in the provider settings) and <strong>Qdrant</strong>:</p><div class="language-bash vp-adaptive-theme"><button title="Copy Code" class="copy"></button><span class="lang">bash</span><pre class="shiki shiki-themes github-light github-dark vp-code" tabindex="0"><code><span class="line"><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0;">docker</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> compose</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF;"> --profile</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> qdrant</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> up</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF;"> -d</span></span></code></pre></div><p>The Qdrant section must be present in <code>config.toml</code>:</p><div class="language-toml vp-adaptive-theme"><button title="Copy Code" class="copy"></button><span class="lang">toml</span><pre class="shiki shiki-themes github-light github-dark vp-code" tabindex="0"><code><span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;">[</span><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0;">qdrant</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;">]</span></span>
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<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;">base_url = </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;">"http://qdrant:6334"</span></span></code></pre></div><hr><h2 id="assigning-a-memory-provider-to-a-bot" tabindex="-1">Assigning a Memory Provider to a Bot <a class="header-anchor" href="#assigning-a-memory-provider-to-a-bot" aria-label="Permalink to "Assigning a Memory Provider to a Bot""></a></h2><ol><li>Navigate to the <strong>Bots</strong> page and open your bot.</li><li>Go to the <strong>General</strong> tab.</li><li>Find the <strong>Memory Provider</strong> dropdown.</li><li>Select the provider you created.</li><li>Click <strong>Save</strong>.</li></ol><p>If no memory provider is selected, the bot will not use that provider configuration in its runtime settings.</p><hr><h2 id="using-memory-after-setup" tabindex="-1">Using Memory After Setup <a class="header-anchor" href="#using-memory-after-setup" aria-label="Permalink to "Using Memory After Setup""></a></h2><p>Once a memory provider is assigned to the bot, you can manage actual memories from the bot's <strong>Memory</strong> tab:</p><ul><li>Create memories manually</li><li>Extract memories from conversations</li><li>Search, edit, and delete memories</li><li>Compact or rebuild the memory store</li></ul><p>For day-to-day memory operations, continue with <a href="/getting-started/memory.html">Bot Memory Management</a>.</p></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/memory-providers/builtin.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="2026-03-29T12:30:21.000Z" data-v-1cbf3ee4></time></p></div></div><nav class="prev-next" aria-labelledby="doc-footer-aria-label" data-v-64297f89><span class="visually-hidden" id="doc-footer-aria-label" data-v-64297f89>Pager</span><div class="pager" data-v-64297f89><a class="VPLink link pager-link prev" href="/memory-providers/index.html" data-v-64297f89><!--[--><span class="desc" data-v-64297f89>Previous page</span><span class="title" data-v-64297f89>Overview</span><!--]--></a></div><div class="pager" data-v-64297f89><a class="VPLink link pager-link next" href="/memory-providers/mem0.html" data-v-64297f89><!--[--><span class="desc" data-v-64297f89>Next page</span><span class="title" data-v-64297f89>Mem0</span><!--]--></a></div></nav></footer><!--[--><!--]--></div></div></div><!--[--><!--]--></div></div><footer class="VPFooter has-sidebar" data-v-ba7c87da data-v-137d0c52><div class="container" data-v-137d0c52><p class="message" data-v-137d0c52>Published under AGPLv3</p><p class="copyright" data-v-137d0c52>Copyright © 2024 Memoh</p></div></footer><!--[--><!--]--></div></div>
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