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<div id="app"><div class="Layout" data-v-c2080d03><!--[--><!--]--><!--[--><span tabindex="-1" data-v-80284609></span><a href="#VPContent" class="VPSkipLink visually-hidden" data-v-80284609>Skip to content</a><!--]--><!----><header class="VPNav" data-v-c2080d03 data-v-714aa3bc><div class="VPNavBar" data-v-714aa3bc data-v-ce4862ea><div class="wrapper" data-v-ce4862ea><div class="container" data-v-ce4862ea><div class="title" data-v-ce4862ea><div class="VPNavBarTitle has-sidebar" data-v-ce4862ea data-v-d49e6955><a class="title" href="/" data-v-d49e6955><!--[--><!--]--><!--[--><img class="VPImage logo" src="/logo.png" alt="Memoh" data-v-1a1c4531><!--]--><span data-v-d49e6955>Memoh</span><!--[--><!--]--></a></div></div><div class="content" data-v-ce4862ea><div class="content-body" data-v-ce4862ea><!--[--><!--]--><div class="VPNavBarSearch search" data-v-ce4862ea><!--[--><!----><div id="local-search"><button type="button" class="DocSearch DocSearch-Button" aria-label="Search"><span 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data-v-d36b375d>Overview</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/getting-started.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>About Memoh</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-195160a8><section class="VPSidebarItem level-0" data-v-195160a8 data-v-d36b375d><div class="item" role="button" tabindex="0" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><h2 class="text" data-v-d36b375d>Installation</h2><!----></div><div class="items" data-v-d36b375d><!--[--><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/installation/docker.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Docker</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/installation/config-toml.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>config.toml</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-195160a8><section class="VPSidebarItem level-0" data-v-195160a8 data-v-d36b375d><div class="item" role="button" tabindex="0" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><h2 class="text" data-v-d36b375d>Getting Started</h2><!----></div><div class="items" data-v-d36b375d><!--[--><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/getting-started/provider-and-model.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Provider and Model</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/getting-started/create-bot.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Create Bot</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/getting-started/platform-telegram.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>telegram platform</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-195160a8><section class="VPSidebarItem level-0 has-active" data-v-195160a8 data-v-d36b375d><div class="item" role="button" tabindex="0" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><h2 class="text" data-v-d36b375d>Concepts</h2><!----></div><div class="items" data-v-d36b375d><!--[--><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/concepts/index.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Overview</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/concepts/bot.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Bot</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/concepts/provider-and-model.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Provider and Model</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/concepts/schedule.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Schedule</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/concepts/memory.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Memory</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/concepts/channel.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Channel</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/concepts/container.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Container</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/concepts/mcp.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>MCP</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/concepts/subagents.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Subagents</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/concepts/skills.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Skills</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/concepts/conversation-and-history.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Conversation and History</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-195160a8><section class="VPSidebarItem level-0" data-v-195160a8 data-v-d36b375d><div class="item" role="button" tabindex="0" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><h2 class="text" data-v-d36b375d>CLI</h2><!----></div><div class="items" data-v-d36b375d><!--[--><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/cli/index.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>Overview</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/cli/auth.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>authentication</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/cli/config.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>config</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/cli/provider.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>provider</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/cli/model.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>model</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/cli/bot.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>bot</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/cli/channel.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>channel</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/cli/schedule.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>schedule</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-d36b375d data-v-d36b375d><div class="item" data-v-d36b375d><div class="indicator" data-v-d36b375d></div><a class="VPLink link link" href="/cli/chat.html" data-v-d36b375d><!--[--><p class="text" data-v-d36b375d>chat</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><!--]--><!--[--><!--]--></nav></aside><div class="VPContent has-sidebar" id="VPContent" data-v-c2080d03 data-v-16303541><div class="VPDoc has-sidebar has-aside" data-v-16303541 data-v-b1a17dd0><!--[--><!--]--><div class="container" data-v-b1a17dd0><div class="aside" data-v-b1a17dd0><div class="aside-curtain" data-v-b1a17dd0></div><div class="aside-container" data-v-b1a17dd0><div class="aside-content" data-v-b1a17dd0><div class="VPDocAside" data-v-b1a17dd0 data-v-fad92edc><!--[--><!--]--><!--[--><!--]--><nav aria-labelledby="doc-outline-aria-label" class="VPDocAsideOutline" data-v-fad92edc data-v-d2620846><div class="content" data-v-d2620846><div class="outline-marker" data-v-d2620846></div><div aria-level="2" class="outline-title" id="doc-outline-aria-label" role="heading" data-v-d2620846>On this page</div><ul class="VPDocOutlineItem root" data-v-d2620846 data-v-dfc2df69><!--[--><!--]--></ul></div></nav><!--[--><!--]--><div class="spacer" data-v-fad92edc></div><!--[--><!--]--><!----><!--[--><!--]--><!--[--><!--]--></div></div></div></div><div class="content" data-v-b1a17dd0><div class="content-container" data-v-b1a17dd0><!--[--><!--]--><main class="main" data-v-b1a17dd0><div style="position:relative;" class="vp-doc _concepts_provider-and-model" data-v-b1a17dd0><div><h1 id="provider-and-model" tabindex="-1">Provider and Model <a class="header-anchor" href="#provider-and-model" aria-label="Permalink to "Provider and Model""></a></h1><p>In Memoh, <strong>provider</strong> and <strong>model</strong> are separate but connected concepts:</p><ul><li>A <strong>provider</strong> is the LLM service configuration (API endpoint and key)</li><li>A <strong>model</strong> is the concrete chat or embedding model under that provider, including its <strong>client type</strong> which determines which API protocol to use</li></ul><h2 id="client-types" tabindex="-1">Client Types <a class="header-anchor" href="#client-types" aria-label="Permalink to "Client Types""></a></h2><p>Each model has a <code>client_type</code> that determines how Memoh communicates with the LLM service:</p><table tabindex="0"><thead><tr><th>Client Type</th><th>Description</th></tr></thead><tbody><tr><td><code>openai-responses</code></td><td>OpenAI Responses API</td></tr><tr><td><code>openai-completions</code></td><td>OpenAI Chat Completions API (also works with compatible services like Ollama, Mistral, etc.)</td></tr><tr><td><code>anthropic-messages</code></td><td>Anthropic Messages API</td></tr><tr><td><code>google-generative-ai</code></td><td>Google Generative AI API</td></tr></tbody></table><h2 id="typical-setup" tabindex="-1">Typical Setup <a class="header-anchor" href="#typical-setup" aria-label="Permalink to "Typical Setup""></a></h2><p>At minimum, a production-ready bot usually needs:</p><ul><li>One <strong>chat</strong> model for dialog generation</li><li>One <strong>embedding</strong> model for memory indexing and retrieval</li></ul><h2 id="model-assignment-to-bot" tabindex="-1">Model Assignment to Bot <a class="header-anchor" href="#model-assignment-to-bot" aria-label="Permalink to "Model Assignment to Bot""></a></h2><p>Bots reference model IDs in settings:</p><ul><li><code>chat_model_id</code></li><li><code>memory_model_id</code></li><li><code>embedding_model_id</code></li></ul><p>This enables per-bot customization (for quality, latency, or cost).</p><h2 id="web-ui-path" tabindex="-1">Web UI Path <a class="header-anchor" href="#web-ui-path" aria-label="Permalink to "Web UI Path""></a></h2><ul><li><code>Models > Add Provider > Select Provider > Add Model</code></li><li><code>Bots > Select a bot > Settings > Choose chat/memory/embedding models</code></li></ul></div></div></main><footer class="VPDocFooter" data-v-b1a17dd0 data-v-2b0b76c8><!--[--><!--]--><div class="edit-info" data-v-2b0b76c8><div class="edit-link" data-v-2b0b76c8><a class="VPLink link vp-external-link-icon no-icon edit-link-button" href="https://github.com/memohai/Memoh/edit/main/docs/docs/concepts/provider-and-model.md" target="_blank" rel="noreferrer" data-v-2b0b76c8><!--[--><span class="vpi-square-pen edit-link-icon" data-v-2b0b76c8></span> Edit on GitHub<!--]--></a></div><div class="last-updated" data-v-2b0b76c8><p class="VPLastUpdated" data-v-2b0b76c8 data-v-cdbe67d9>Last Updated: <time datetime="2026-02-18T10:30:27.000Z" data-v-cdbe67d9></time></p></div></div><nav class="prev-next" aria-labelledby="doc-footer-aria-label" data-v-2b0b76c8><span class="visually-hidden" id="doc-footer-aria-label" data-v-2b0b76c8>Pager</span><div class="pager" data-v-2b0b76c8><a class="VPLink link pager-link prev" href="/concepts/bot.html" data-v-2b0b76c8><!--[--><span class="desc" data-v-2b0b76c8>Previous page</span><span class="title" data-v-2b0b76c8>Bot</span><!--]--></a></div><div class="pager" data-v-2b0b76c8><a class="VPLink link pager-link next" href="/concepts/schedule.html" data-v-2b0b76c8><!--[--><span class="desc" data-v-2b0b76c8>Next page</span><span class="title" data-v-2b0b76c8>Schedule</span><!--]--></a></div></nav></footer><!--[--><!--]--></div></div></div><!--[--><!--]--></div></div><footer class="VPFooter has-sidebar" data-v-c2080d03 data-v-8c5f7ad8><div class="container" data-v-8c5f7ad8><p class="message" data-v-8c5f7ad8>Published under AGPLv3</p><p class="copyright" data-v-8c5f7ad8>Copyright © 2024 Memoh</p></div></footer><!--[--><!--]--></div></div>
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