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aimurphy 2026-01-06 18:22:50 +00:00
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<title data-rh="true">Use Langflow in OpenRAG | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/agents"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Use Langflow in OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG includes a built-in Langflow instance for creating and managing functional application workflows called flows."><meta data-rh="true" property="og:description" content="OpenRAG includes a built-in Langflow instance for creating and managing functional application workflows called flows."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/agents"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/agents" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/agents" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Flows","item":"https://docs.openr.ag/agents"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<meta charset="UTF-8">
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<title data-rh="true">Chat in OpenRAG | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/chat"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Chat in OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="After you upload documents to your knowledge base, you can use the OpenRAG Chat feature to interact with your knowledge through natural language queries."><meta data-rh="true" property="og:description" content="After you upload documents to your knowledge base, you can use the OpenRAG Chat feature to interact with your knowledge through natural language queries."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/chat"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/chat" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/chat" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Chat","item":"https://docs.openr.ag/chat"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Deploy OpenRAG with self-managed services | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/docker"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Deploy OpenRAG with self-managed services | OpenRAG"><meta data-rh="true" name="description" content="To manage your own OpenRAG services, deploy OpenRAG with Docker or Podman."><meta data-rh="true" property="og:description" content="To manage your own OpenRAG services, deploy OpenRAG with Docker or Podman."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/docker"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/docker" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/docker" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Deploy self-managed services","item":"https://docs.openr.ag/docker"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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@ -153,7 +153,7 @@ Additionally, this enables the <a href="https://opensource.apple.com/projects/ml
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Status: running</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">Endpoint: http://127.0.0.1:5001</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">Docs: http://127.0.0.1:5001/docs</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">PID: </span><span class="token number" style="color:#36acaa">27746</span><br></span></code></pre></div></div>
</li>
<li class="">
<p>Deploy the OpenRAG containers locally using the appropriate Docker Compose configuration for your environment.</p>
<p>Deploy the OpenRAG containers locally using the appropriate Docker Compose configuration for your environment:</p>
<ul>
<li class="">
<p><strong>GPU-accelerated deployment</strong>: If your host machine has an NVIDIA GPU with CUDA support and compatible NVIDIA drivers, use the base <code>docker-compose.yml</code> file with the <code>docker-compose.gpu.yml</code> override.</p>

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<title data-rh="true">What is OpenRAG? | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="What is OpenRAG? | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG is an open-source package for building agentic RAG systems that integrates with a wide range of orchestration tools, databases, and LLM providers."><meta data-rh="true" property="og:description" content="OpenRAG is an open-source package for building agentic RAG systems that integrates with a wide range of orchestration tools, databases, and LLM providers."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/" hreflang="x-default"><script data-rh="true">function insertBanner(){var n=document.createElement("div");n.id="__docusaurus-base-url-issue-banner-container";n.innerHTML='\n<div id="__docusaurus-base-url-issue-banner" style="border: thick solid red; background-color: rgb(255, 230, 179); margin: 20px; padding: 20px; font-size: 20px;">\n <p style="font-weight: bold; font-size: 30px;">Your Docusaurus site did not load properly.</p>\n <p>A very common reason is a wrong site <a href="https://docusaurus.io/docs/docusaurus.config.js/#baseUrl" style="font-weight: bold;">baseUrl configuration</a>.</p>\n <p>Current configured baseUrl = <span style="font-weight: bold; color: red;">/</span> (default value)</p>\n <p>We suggest trying baseUrl = <span id="__docusaurus-base-url-issue-banner-suggestion-container" style="font-weight: bold; color: green;"></span></p>\n</div>\n',document.body.prepend(n);var e=document.getElementById("__docusaurus-base-url-issue-banner-suggestion-container"),s=window.location.pathname,o="/"===s.substr(-1)?s:s+"/";e.innerHTML=o}document.addEventListener("DOMContentLoaded",function(){void 0===window.docusaurus&&insertBanner()})</script><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"About OpenRAG","item":"https://docs.openr.ag/"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Ingest knowledge | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/ingestion"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Ingest knowledge | OpenRAG"><meta data-rh="true" name="description" content="Upload documents to your OpenRAG OpenSearch instance to populate your knowledge base with unique content, such as your own company documents, research papers, or websites."><meta data-rh="true" property="og:description" content="Upload documents to your OpenRAG OpenSearch instance to populate your knowledge base with unique content, such as your own company documents, research papers, or websites."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/ingestion"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/ingestion" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/ingestion" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Ingest knowledge","item":"https://docs.openr.ag/ingestion"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Select an installation method | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/install-options"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Select an installation method | OpenRAG"><meta data-rh="true" name="description" content="The OpenRAG architecture is lightweight and container-based with a central OpenRAG backend that orchestrates the various services and external connectors."><meta data-rh="true" property="og:description" content="The OpenRAG architecture is lightweight and container-based with a central OpenRAG backend that orchestrates the various services and external connectors."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/install-options"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-options" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-options" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Select an installation method","item":"https://docs.openr.ag/install-options"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Install OpenRAG in a Python project with uv | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/install-uv"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Install OpenRAG in a Python project with uv | OpenRAG"><meta data-rh="true" name="description" content="Use uv to install OpenRAG as a managed or unmanaged dependency in a new or existing Python project."><meta data-rh="true" property="og:description" content="Use uv to install OpenRAG as a managed or unmanaged dependency in a new or existing Python project."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/install-uv"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-uv" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-uv" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Install OpenRAG with uv","item":"https://docs.openr.ag/install-uv"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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@ -190,7 +190,7 @@ If you aren&#x27;t sure which models or providers to use, you must provide an Op
<p>Optional: Under <strong>Others</strong>, edit the <a class="" href="/knowledge">knowledge base</a> paths if you don&#x27;t want to use the default paths:</p>
<ul>
<li class=""><strong>Documents Paths</strong>: One or more paths to directories are where OpenRAG looks for documents to ingest.</li>
<li class=""><strong>OpenSearch Data PAth</strong>: Specify the path where you want OpenRAG to create your OpenSearch index.</li>
<li class=""><strong>OpenSearch Data Path</strong>: Specify the path where you want OpenRAG to create your OpenSearch index.</li>
</ul>
</li>
<li class="">

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<title data-rh="true">Invoke OpenRAG with uvx | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/install-uvx"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Invoke OpenRAG with uvx | OpenRAG"><meta data-rh="true" name="description" content="Use uvx to invoke OpenRAG outside of a Python project or without modifying your project&#x27;s dependencies."><meta data-rh="true" property="og:description" content="Use uvx to invoke OpenRAG outside of a Python project or without modifying your project&#x27;s dependencies."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/install-uvx"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-uvx" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-uvx" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Invoke OpenRAG with uvx","item":"https://docs.openr.ag/install-uvx"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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@ -146,7 +146,7 @@ If you aren&#x27;t sure which models or providers to use, you must provide an Op
<p>Optional: Under <strong>Others</strong>, edit the <a class="" href="/knowledge">knowledge base</a> paths if you don&#x27;t want to use the default paths:</p>
<ul>
<li class=""><strong>Documents Paths</strong>: One or more paths to directories are where OpenRAG looks for documents to ingest.</li>
<li class=""><strong>OpenSearch Data PAth</strong>: Specify the path where you want OpenRAG to create your OpenSearch index.</li>
<li class=""><strong>OpenSearch Data Path</strong>: Specify the path where you want OpenRAG to create your OpenSearch index.</li>
</ul>
</li>
<li class="">

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<title data-rh="true">Install OpenRAG on Microsoft Windows | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/install-windows"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Install OpenRAG on Microsoft Windows | OpenRAG"><meta data-rh="true" name="description" content="If you&#x27;re using Windows, you must install OpenRAG within the Windows Subsystem for Linux (WSL)."><meta data-rh="true" property="og:description" content="If you&#x27;re using Windows, you must install OpenRAG within the Windows Subsystem for Linux (WSL)."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/install-windows"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-windows" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-windows" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Install OpenRAG on Windows","item":"https://docs.openr.ag/install-windows"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Install OpenRAG with the automatic installer script | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/install"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Install OpenRAG with the automatic installer script | OpenRAG"><meta data-rh="true" name="description" content="To quickly install and test OpenRAG&#x27;s core features, try the quickstart."><meta data-rh="true" property="og:description" content="To quickly install and test OpenRAG&#x27;s core features, try the quickstart."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/install"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Run the installer script","item":"https://docs.openr.ag/install"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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@ -134,7 +134,7 @@ If you aren&#x27;t sure which models or providers to use, you must provide an Op
<p>Optional: Under <strong>Others</strong>, edit the <a class="" href="/knowledge">knowledge base</a> paths if you don&#x27;t want to use the default paths:</p>
<ul>
<li class=""><strong>Documents Paths</strong>: One or more paths to directories are where OpenRAG looks for documents to ingest.</li>
<li class=""><strong>OpenSearch Data PAth</strong>: Specify the path where you want OpenRAG to create your OpenSearch index.</li>
<li class=""><strong>OpenSearch Data Path</strong>: Specify the path where you want OpenRAG to create your OpenSearch index.</li>
</ul>
</li>
<li class="">

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<title data-rh="true">Filter knowledge | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/knowledge-filters"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Filter knowledge | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG&#x27;s knowledge filters help you organize and manage your knowledge base by creating pre-defined views of your documents."><meta data-rh="true" property="og:description" content="OpenRAG&#x27;s knowledge filters help you organize and manage your knowledge base by creating pre-defined views of your documents."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/knowledge-filters"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/knowledge-filters" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/knowledge-filters" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Filter knowledge","item":"https://docs.openr.ag/knowledge-filters"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Configure knowledge | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/knowledge"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Configure knowledge | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG includes a built-in OpenSearch instance that serves as the underlying datastore for your knowledge (documents)."><meta data-rh="true" property="og:description" content="OpenRAG includes a built-in OpenSearch instance that serves as the underlying datastore for your knowledge (documents)."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/knowledge"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/knowledge" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/knowledge" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Configure knowledge","item":"https://docs.openr.ag/knowledge"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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@ -119,7 +119,7 @@ The default value is 200 characters, which represents an overlap of 20 percent i
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="set-the-local-documents-path">Set the local documents path<a href="#set-the-local-documents-path" class="hash-link" aria-label="Direct link to Set the local documents path" title="Direct link to Set the local documents path" translate="no">​</a></h3>
<p>The default path for local uploads is <code>~/.openrag/documents</code>. This is mounted to the <code>/app/openrag-documents/</code> directory inside the OpenRAG container. Files added to the host or container directory are visible in both locations.</p>
<p>To change this location, modify the <strong>Documents Paths</strong> variable in either the <a class="" href="/install#setup"><strong>Advanced Setup</strong> menu</a> or in your <a class="" href="/reference/configuration">OpenRAG <code>.env</code> file</a>.</p>
<p>To change this location, modify the <strong>Documents Paths</strong> variable in either the <a class="" href="/install#setup"><strong>Basic/Advanced Setup</strong> menu</a> or in your <a class="" href="/reference/configuration">OpenRAG <code>.env</code> file</a>.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="delete-knowledge">Delete knowledge<a href="#delete-knowledge" class="hash-link" aria-label="Direct link to Delete knowledge" title="Direct link to Delete knowledge" translate="no">​</a></h2>
<div class="theme-admonition theme-admonition-warning admonition_xJq3 alert alert--warning"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 16 16"><path fill-rule="evenodd" d="M8.893 1.5c-.183-.31-.52-.5-.887-.5s-.703.19-.886.5L.138 13.499a.98.98 0 0 0 0 1.001c.193.31.53.501.886.501h13.964c.367 0 .704-.19.877-.5a1.03 1.03 0 0 0 .01-1.002L8.893 1.5zm.133 11.497H6.987v-2.003h2.039v2.003zm0-3.004H6.987V5.987h2.039v4.006z"></path></svg></span>warning</div><div class="admonitionContent_BuS1"><p>This is a destructive operation that cannot be undone.</p></div></div>
<p>To clear your entire knowledge base, <a class="" href="/manage-services#reset-containers">reset your OpenRAG containers</a> or <a class="" href="/reinstall">reinstall OpenRAG</a>.</p>

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<title data-rh="true">Quickstart | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/quickstart"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Quickstart | OpenRAG"><meta data-rh="true" name="description" content="Use this quickstart to install OpenRAG, and then try some of OpenRAG&#x27;s core features."><meta data-rh="true" property="og:description" content="Use this quickstart to install OpenRAG, and then try some of OpenRAG&#x27;s core features."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/quickstart"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/quickstart" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/quickstart" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Quickstart","item":"https://docs.openr.ag/quickstart"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Environment variables | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/reference/configuration"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Environment variables | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG&#x27;s .env file is the primary configuration file for OpenRAG."><meta data-rh="true" property="og:description" content="OpenRAG&#x27;s .env file is the primary configuration file for OpenRAG."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/reference/configuration"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/reference/configuration" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/reference/configuration" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Environment variables","item":"https://docs.openr.ag/reference/configuration"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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@ -44,7 +44,7 @@ Some of these variables are immutable and can only be changed by redeploying Ope
<table><thead><tr><th>Variable</th><th>Default</th><th>Description</th></tr></thead><tbody><tr><td><code>EMBEDDING_MODEL</code></td><td><code>text-embedding-3-small</code></td><td>Embedding model for generating vector embeddings for documents in the knowledge base and similarity search queries. Can be changed after the application onboarding process. Accepts one or more models.</td></tr><tr><td><code>LLM_MODEL</code></td><td><code>gpt-4o-mini</code></td><td>Language model for language processing and text generation in the <strong>Chat</strong> feature.</td></tr><tr><td><code>MODEL_PROVIDER</code></td><td><code>openai</code></td><td>Model provider, as one of <code>openai</code>, <code>watsonx</code>, <code>ollama</code>, or <code>anthropic</code>.</td></tr><tr><td><code>ANTHROPIC_API_KEY</code></td><td>Not set</td><td>API key for the Anthropic language model provider.</td></tr><tr><td><code>OPENAI_API_KEY</code></td><td>Not set</td><td>API key for the OpenAI model provider, which is also the default model provider.</td></tr><tr><td><code>OLLAMA_ENDPOINT</code></td><td>Not set</td><td>Custom provider endpoint for the Ollama model provider.</td></tr><tr><td><code>WATSONX_API_KEY</code></td><td>Not set</td><td>API key for the IBM watsonx.ai model provider.</td></tr><tr><td><code>WATSONX_ENDPOINT</code></td><td>Not set</td><td>Custom provider endpoint for the IBM watsonx.ai model provider.</td></tr><tr><td><code>WATSONX_PROJECT_ID</code></td><td>Not set</td><td>Project ID for the IBM watsonx.ai model provider.</td></tr></tbody></table>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="document-processing-settings">Document processing settings<a href="#document-processing-settings" class="hash-link" aria-label="Direct link to Document processing settings" title="Direct link to Document processing settings" translate="no">​</a></h2>
<p>Control how OpenRAG <a class="" href="/ingestion">processes and ingests documents</a> into your knowledge base.</p>
<table><thead><tr><th>Variable</th><th>Default</th><th>Description</th></tr></thead><tbody><tr><td><code>CHUNK_OVERLAP</code></td><td><code>200</code></td><td>Overlap between chunks.</td></tr><tr><td><code>CHUNK_SIZE</code></td><td><code>1000</code></td><td>Text chunk size for document processing.</td></tr><tr><td><code>DISABLE_INGEST_WITH_LANGFLOW</code></td><td><code>false</code></td><td>Disable Langflow ingestion pipeline.</td></tr><tr><td><code>DOCLING_OCR_ENGINE</code></td><td>Set by OS</td><td>OCR engine for document processing. For macOS, <code>ocrmac</code>. For any other OS, <code>easyocr</code>.</td></tr><tr><td><code>OCR_ENABLED</code></td><td><code>false</code></td><td>Enable OCR for image processing.</td></tr><tr><td><code>OPENRAG_DOCUMENTS_PATHS</code></td><td><code>~/.openrag/documents</code></td><td>Document paths for ingestion.</td></tr><tr><td><code>PICTURE_DESCRIPTIONS_ENABLED</code></td><td><code>false</code></td><td>Enable picture descriptions.</td></tr></tbody></table>
<table><thead><tr><th>Variable</th><th>Default</th><th>Description</th></tr></thead><tbody><tr><td><code>CHUNK_OVERLAP</code></td><td><code>200</code></td><td>Overlap between chunks.</td></tr><tr><td><code>CHUNK_SIZE</code></td><td><code>1000</code></td><td>Text chunk size for document processing.</td></tr><tr><td><code>DISABLE_INGEST_WITH_LANGFLOW</code></td><td><code>false</code></td><td>Disable Langflow ingestion pipeline.</td></tr><tr><td><code>DOCLING_OCR_ENGINE</code></td><td>Set by OS</td><td>OCR engine for document processing. For macOS, <code>ocrmac</code>. For any other OS, <code>easyocr</code>.</td></tr><tr><td><code>OCR_ENABLED</code></td><td><code>false</code></td><td>Enable OCR for image processing.</td></tr><tr><td><code>OPENRAG_DOCUMENTS_PATH</code></td><td><code>~/.openrag/documents</code></td><td>The <a class="" href="/knowledge#set-the-local-documents-path">local documents path</a> for ingestion.</td></tr><tr><td><code>PICTURE_DESCRIPTIONS_ENABLED</code></td><td><code>false</code></td><td>Enable picture descriptions.</td></tr></tbody></table>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="langflow-settings">Langflow settings<a href="#langflow-settings" class="hash-link" aria-label="Direct link to Langflow settings" title="Direct link to Langflow settings" translate="no">​</a></h2>
<p>Configure the OpenRAG Langflow server&#x27;s authentication, contact point, and built-in flow definitions.</p>
<div class="theme-admonition theme-admonition-info admonition_xJq3 alert alert--info"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_BuS1"><p>The <code>LANGFLOW_SUPERUSER_PASSWORD</code> is set in your <code>.env</code> file, and this value determines the default values for several other Langflow authentication variables.</p><p>If the <code>LANGFLOW_SUPERUSER_PASSWORD</code> variable isn&#x27;t set, then the Langflow server starts <em>without</em> authentication enabled.</p><p>For better security, it is recommended to set <code>LANGFLOW_SUPERUSER_PASSWORD</code> so the <a href="https://docs.langflow.org/api-keys-and-authentication#start-a-langflow-server-with-authentication-enabled" target="_blank" rel="noopener noreferrer" class="">Langflow server starts with authentication enabled</a>.</p></div></div>

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<title data-rh="true">Reinstall OpenRAG | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/reinstall"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Reinstall OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="You can reset your OpenRAG deployment to its initial state by recreating the containers and deleting accessory data, such as the .env file and ingested documents."><meta data-rh="true" property="og:description" content="You can reset your OpenRAG deployment to its initial state by recreating the containers and deleting accessory data, such as the .env file and ingested documents."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/reinstall"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/reinstall" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/reinstall" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Reinstall OpenRAG","item":"https://docs.openr.ag/reinstall"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Contribute to OpenRAG | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/support/contribute"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Contribute to OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="There are several ways you can interact with the OpenRAG community and contribute to the OpenRAG codebase."><meta data-rh="true" property="og:description" content="There are several ways you can interact with the OpenRAG community and contribute to the OpenRAG codebase."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/support/contribute"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/support/contribute" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/support/contribute" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Contribute to OpenRAG","item":"https://docs.openr.ag/support/contribute"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Use the TUI | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/tui"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Use the TUI | OpenRAG"><meta data-rh="true" name="description" content="The OpenRAG Terminal User Interface (TUI) provides a simplified and guided experience for configuring, managing, and monitoring your OpenRAG deployment directly from the terminal."><meta data-rh="true" property="og:description" content="The OpenRAG Terminal User Interface (TUI) provides a simplified and guided experience for configuring, managing, and monitoring your OpenRAG deployment directly from the terminal."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/tui"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/tui" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/tui" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Use the TUI","item":"https://docs.openr.ag/tui"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Remove OpenRAG | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/uninstall"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Remove OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="If you want to reset your OpenRAG containers without removing OpenRAG entirely, see Reset OpenRAG containers and Reinstall OpenRAG."><meta data-rh="true" property="og:description" content="If you want to reset your OpenRAG containers without removing OpenRAG entirely, see Reset OpenRAG containers and Reinstall OpenRAG."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/uninstall"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/uninstall" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/uninstall" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Remove OpenRAG","item":"https://docs.openr.ag/uninstall"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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