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<title data-rh="true">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="Langflow in OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG leverages Langflow's Agent component to power the OpenRAG OpenSearch Agent flow."><meta data-rh="true" property="og:description" content="OpenRAG leverages Langflow's Agent component to power the OpenRAG OpenSearch Agent flow."><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":"Langflow in OpenRAG","item":"https://docs.openr.ag/agents"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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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, vector 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, vector 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">Docling 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/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="Docling in OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG uses Docling for document ingestion."><meta data-rh="true" property="og:description" content="OpenRAG uses Docling for document ingestion."><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":"Docling in OpenRAG","item":"https://docs.openr.ag/ingestion"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Install OpenRAG with 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/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 TUI | OpenRAG"><meta data-rh="true" name="description" content="Install OpenRAG and then run the OpenRAG Terminal User Interface(TUI) to start your OpenRAG deployment with a guided setup process."><meta data-rh="true" property="og:description" content="Install OpenRAG and then run the OpenRAG Terminal User Interface(TUI) to start your OpenRAG deployment with a guided setup process."><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":"Install OpenRAG with TUI","item":"https://docs.openr.ag/install"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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|
|||
<p>If you prefer running Podman or Docker containers and manually editing <code>.env</code> files, see <a class="" href="/docker">Install OpenRAG Containers</a>.</p>
|
||||
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites" translate="no"></a></h2>
|
||||
<ul>
|
||||
<li class="">Install <a href="https://www.python.org/downloads/release/python-3100/" target="_blank" rel="noopener noreferrer" class="">Python Version 3.10 to 3.13</a></li>
|
||||
<li class="">Install <a href="https://docs.astral.sh/uv/getting-started/installation/" target="_blank" rel="noopener noreferrer" class="">uv</a></li>
|
||||
<li class="">Install <a href="https://podman.io/docs/installation" target="_blank" rel="noopener noreferrer" class="">Podman</a> (recommended) or <a href="https://docs.docker.com/get-docker/" target="_blank" rel="noopener noreferrer" class="">Docker</a></li>
|
||||
<li class="">Install <a href="https://docs.docker.com/compose/install/" target="_blank" rel="noopener noreferrer" class="">Docker Compose</a>. If using Podman, use <a href="https://docs.podman.io/en/latest/markdown/podman-compose.1.html" target="_blank" rel="noopener noreferrer" class="">podman-compose</a> or alias Docker compose commands to Podman commands.</li>
|
||||
<li class="">Optional: Create an <a href="https://platform.openai.com/api-keys" target="_blank" rel="noopener noreferrer" class="">OpenAI API key</a>. During <a href="#application-onboarding" class="">Application Onboarding</a>, you can provide this key or choose a different model provider.</li>
|
||||
<li class="">Optional: Install GPU support with an NVIDIA GPU, <a href="https://docs.nvidia.com/cuda/" target="_blank" rel="noopener noreferrer" class="">CUDA</a> support, and compatible NVIDIA drivers on the OpenRAG host machine. If you don't have GPU capabilities, OpenRAG provides an alternate CPU-only deployment.</li>
|
||||
<li class="">
|
||||
<p>All OpenRAG installations require <a href="https://www.python.org/downloads/release/python-3100/" target="_blank" rel="noopener noreferrer" class="">Python</a> version 3.10 to 3.13.</p>
|
||||
</li>
|
||||
<li class="">
|
||||
<p>If you aren't using the automatic installer script, install the following:</p>
|
||||
<ul>
|
||||
<li class=""><a href="https://docs.astral.sh/uv/getting-started/installation/" target="_blank" rel="noopener noreferrer" class="">uv</a>.</li>
|
||||
<li class=""><a href="https://podman.io/docs/installation" target="_blank" rel="noopener noreferrer" class="">Podman</a> (recommended) or <a href="https://docs.docker.com/get-docker/" target="_blank" rel="noopener noreferrer" class="">Docker</a>.</li>
|
||||
<li class=""><a href="https://docs.podman.io/en/latest/markdown/podman-compose.1.html" target="_blank" rel="noopener noreferrer" class=""><code>podman-compose</code></a> or <a href="https://docs.docker.com/compose/install/" target="_blank" rel="noopener noreferrer" class="">Docker Compose</a>. To use Docker Compose with Podman, you must alias Docker Compose commands to Podman commands.</li>
|
||||
</ul>
|
||||
</li>
|
||||
<li class="">
|
||||
<p>Microsoft Windows only: To run OpenRAG on Windows, you must use the Windows Subsystem for Linux (WSL).</p>
|
||||
<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Install WSL for OpenRAG</summary><div><div class="collapsibleContent_i85q"><ol>
|
||||
<li class="">
|
||||
<p><a href="https://learn.microsoft.com/en-us/windows/wsl/install" target="_blank" rel="noopener noreferrer" class="">Install WSL</a> with the Ubuntu distribution using WSL 2:</p>
|
||||
<div class="language-powershell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-powershell 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">wsl --install -d Ubuntu</span><br></span></code></pre></div></div>
|
||||
<p>For new installations, the <code>wsl --install</code> command uses WSL 2 and Ubuntu by default.</p>
|
||||
<p>For existing WSL installations, you can <a href="https://learn.microsoft.com/en-us/windows/wsl/install#change-the-default-linux-distribution-installed" target="_blank" rel="noopener noreferrer" class="">change the distribution</a> and <a href="https://learn.microsoft.com/en-us/windows/wsl/install#upgrade-version-from-wsl-1-to-wsl-2" target="_blank" rel="noopener noreferrer" class="">check the WSL version</a>.</p>
|
||||
</li>
|
||||
<li class="">
|
||||
<p><a href="https://learn.microsoft.com/en-us/windows/wsl/install#ways-to-run-multiple-linux-distributions-with-wsl" target="_blank" rel="noopener noreferrer" class="">Start your WSL Ubuntu distribution</a> if it doesn't start automatically.</p>
|
||||
</li>
|
||||
<li class="">
|
||||
<p><a href="https://learn.microsoft.com/en-us/windows/wsl/setup/environment#set-up-your-linux-username-and-password" target="_blank" rel="noopener noreferrer" class="">Set up a username and password for your WSL distribution</a>.</p>
|
||||
</li>
|
||||
<li class="">
|
||||
<p><a href="https://learn.microsoft.com/en-us/windows/wsl/tutorials/wsl-containers" target="_blank" rel="noopener noreferrer" class="">Install Docker Desktop for Windows with WSL 2</a>. When you reach the Docker Desktop <strong>WSL integration</strong> settings, make sure your Ubuntu distribution is enabled, and then click <strong>Apply & Restart</strong> to enable Docker support in WSL.</p>
|
||||
</li>
|
||||
<li class="">
|
||||
<p>Install and run OpenRAG from within your WSL Ubuntu distribution.</p>
|
||||
</li>
|
||||
</ol>
|
||||
<br>
|
||||
<p>If you encounter issues with port forwarding or the Windows Firewall, you might need to adjust the <a href="https://learn.microsoft.com/en-us/windows/security/operating-system-security/network-security/windows-firewall/hyper-v-firewall" target="_blank" rel="noopener noreferrer" class="">Hyper-V firewall settings</a> to allow communication between your WSL distribution and the Windows host. For more troubleshooting advice for networking issues, see <a href="https://learn.microsoft.com/en-us/windows/wsl/troubleshooting#common-issues" target="_blank" rel="noopener noreferrer" class="">Troubleshooting WLS common issues</a>.</p></div></div></details>
|
||||
</li>
|
||||
<li class="">
|
||||
<p>Prepare model providers and credentials.</p>
|
||||
<p>During <a href="#application-onboarding" class="">Application Onboarding</a>, you must select language model and embedding model providers.
|
||||
If your chosen provider offers both types, you can use the same provider for both selections.
|
||||
If your provider offers only one type, such as Anthropic, you must select two providers.</p>
|
||||
<p>Gather the credentials and connection details for your chosen model providers before starting onboarding:</p>
|
||||
<ul>
|
||||
<li class="">OpenAI: Create an <a href="https://platform.openai.com/api-keys" target="_blank" rel="noopener noreferrer" class="">OpenAI API key</a>.</li>
|
||||
<li class="">Anthropic language models: Create an <a href="https://www.anthropic.com/docs/api/reference" target="_blank" rel="noopener noreferrer" class="">Anthropic API key</a>.</li>
|
||||
<li class="">IBM watsonx.ai: Get your watsonx.ai API endpoint, IBM project ID, and IBM API key from your watsonx deployment.</li>
|
||||
<li class="">Ollama: Use the <a href="https://docs.ollama.com/" target="_blank" rel="noopener noreferrer" class="">Ollama documentation</a> to set up your Ollama instance locally, in the cloud, or on a remote server, and then get your Ollama server's base URL.</li>
|
||||
</ul>
|
||||
</li>
|
||||
<li class="">
|
||||
<p>Optional: Install GPU support with an NVIDIA GPU, <a href="https://docs.nvidia.com/cuda/" target="_blank" rel="noopener noreferrer" class="">CUDA</a> support, and compatible NVIDIA drivers on the OpenRAG host machine. If you don't have GPU capabilities, OpenRAG provides an alternate CPU-only deployment.</p>
|
||||
</li>
|
||||
</ul>
|
||||
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="install">Install OpenRAG<a href="#install" class="hash-link" aria-label="Direct link to Install OpenRAG" title="Direct link to Install OpenRAG" translate="no"></a></h2>
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<div class="theme-admonition theme-admonition-note admonition_xJq3 alert alert--secondary"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>Windows users</div><div class="admonitionContent_BuS1"><p>To use OpenRAG on Windows, use <a href="https://learn.microsoft.com/en-us/windows/wsl/install" target="_blank" rel="noopener noreferrer" class="">WSL (Windows Subsystem for Linux)</a>.</p></div></div>
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<p>Choose an installation method based on your needs:</p>
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<ul>
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<li class="">For new users, the automatic installer script detects and installs prerequisites and then runs OpenRAG.</li>
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<meta charset="UTF-8">
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<meta name="generator" content="Docusaurus v3.9.2">
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<title data-rh="true">OpenSearch 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/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="OpenSearch in OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG uses OpenSearch for its vector-backed knowledge store."><meta data-rh="true" property="og:description" content="OpenRAG uses OpenSearch for its vector-backed knowledge store."><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":"OpenSearch in OpenRAG","item":"https://docs.openr.ag/knowledge"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<meta name="generator" content="Docusaurus v3.9.2">
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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 recognizes environment variables from the following sources:"><meta data-rh="true" property="og:description" content="OpenRAG recognizes environment variables from the following sources:"><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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<script src="/assets/js/runtime~main.1952712d.js" defer="defer"></script>
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<meta charset="UTF-8">
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<title data-rh="true">Troubleshooting | 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/troubleshoot"><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="Troubleshooting | OpenRAG"><meta data-rh="true" name="description" content="This page provides troubleshooting advice for issues you might encounter when using OpenRAG or contributing to OpenRAG."><meta data-rh="true" property="og:description" content="This page provides troubleshooting advice for issues you might encounter when using OpenRAG or contributing to OpenRAG."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/support/troubleshoot"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/support/troubleshoot" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/support/troubleshoot" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Troubleshooting","item":"https://docs.openr.ag/support/troubleshoot"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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