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<title data-rh="true">OpenRAG</title><meta data-rh="true" property="og:title" content="OpenRAG"><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/404.html"><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"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/404.html"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/404.html" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/404.html" hreflang="x-default"><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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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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<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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@ -25,11 +25,11 @@ When you inspect this flow, you can edit the components to customize the agent&#
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<p><img decoding="async" loading="lazy" alt="OpenRAG Open Search Agent Flow" src="/assets/images/opensearch-agent-flow-f3b279e02425cd043002eb7749067108.png" width="4084" height="2176" class="img_ev3q"></p>
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<ul>
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<li class="">
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<p><a href="https://docs.langflow.org/components-io" target="_blank" rel="noopener noreferrer" class=""><strong>Chat Input</strong> component</a>: This component starts the flow when it receives a chat message. It is connected to the <strong>Agent</strong> component's <strong>Input</strong> port.
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<p><a href="https://docs.langflow.org/chat-input-and-output#chat-input" target="_blank" rel="noopener noreferrer" class=""><strong>Chat Input</strong> component</a>: This component starts the flow when it receives a chat message. It is connected to the <strong>Agent</strong> component's <strong>Input</strong> port.
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When you use the OpenRAG <strong>Chat</strong>, your chat messages are passed to the <strong>Chat Input</strong> component, which then sends them to the <strong>Agent</strong> component for processing.</p>
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<p><a href="https://docs.langflow.org/agents" target="_blank" rel="noopener noreferrer" class=""><strong>Agent</strong> component</a>: This component orchestrates the entire flow by processing chat messages, searching the knowledge base, and organizing the retrieved information into a cohesive response.
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<p><a href="https://docs.langflow.org/components-agents" target="_blank" rel="noopener noreferrer" class=""><strong>Agent</strong> component</a>: This component orchestrates the entire flow by processing chat messages, searching the knowledge base, and organizing the retrieved information into a cohesive response.
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The agent's general behavior is defined by the prompt in the <strong>Agent Instructions</strong> field and the model connected to the <strong>Language Model</strong> port.
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One or more specialized tools can be attached to the <strong>Tools</strong> port to extend the agent's capabilities. In this case, there are two tools: <strong>MCP Tools</strong> and <strong>OpenSearch</strong>.</p>
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<p>The <strong>Agent</strong> component is the star of this flow because it powers decision making, tool calling, and an LLM-driven conversational experience.</p>
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<p>It is critical that the embedding model used here matches the embedding model used when you <a class="" href="/ingestion">upload documents to your knowledge base</a>. Mismatched models and dimensions can degrade the quality of similarity search results causing the agent to retrieve irrelevant documents from your knowledge base.</p>
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<p><a href="https://docs.langflow.org/components-io" target="_blank" rel="noopener noreferrer" class=""><strong>Text Input</strong> component</a>: Connected to the <strong>OpenSearch</strong> component's <strong>Search Filters</strong> port, this component is populated with a Langflow global variable named <code>OPENRAG-QUERY-FILTER</code>. If a global or chat-level <a class="" href="/knowledge-filters">knowledge filter</a> is set, then the variable contains the filter expression, which limits the documents that the agent can access in the knowledge base.
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<p><a href="https://docs.langflow.org/text-input-and-output#text-input" target="_blank" rel="noopener noreferrer" class=""><strong>Text Input</strong> component</a>: Connected to the <strong>OpenSearch</strong> component's <strong>Search Filters</strong> port, this component is populated with a Langflow global variable named <code>OPENRAG-QUERY-FILTER</code>. If a global or chat-level <a class="" href="/knowledge-filters">knowledge filter</a> is set, then the variable contains the filter expression, which limits the documents that the agent can access in the knowledge base.
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If no knowledge filter is set, then the <code>OPENRAG-QUERY-FILTER</code> variable is empty, and the agent can access all documents in the knowledge base.</p>
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<p><a href="https://docs.langflow.org/components-io" target="_blank" rel="noopener noreferrer" class=""><strong>Chat Output</strong> component</a>: Connected to the <strong>Agent</strong> component's <strong>Output</strong> port, this component returns the agent's generated response as a chat message.</p>
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<p><a href="https://docs.langflow.org/chat-input-and-output#chat-output" target="_blank" rel="noopener noreferrer" class=""><strong>Chat Output</strong> component</a>: Connected to the <strong>Agent</strong> component's <strong>Output</strong> port, this component returns the agent's generated response as a chat message.</p>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="nudges">Nudges<a href="#nudges" class="hash-link" aria-label="Direct link to Nudges" title="Direct link to Nudges" translate="no"></a></h2>
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<p>If the request is successful, the response includes many details about the flow run, including the session ID, inputs, outputs, components, durations, and more.</p>
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<p>In production, you won't pass the raw response to the user in its entirety.
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Instead, you extract and reformat relevant fields for different use cases, as demonstrated in the <a href="https://docs.langflow.org/quickstart#extract-data-from-the-response" target="_blank" rel="noopener noreferrer" class="">Langflow quickstart</a>.
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Instead, you extract and reformat relevant fields for different use cases, as demonstrated in the <a href="https://docs.langflow.org/get-started-quickstart#extract-data-from-the-response" target="_blank" rel="noopener noreferrer" class="">Langflow quickstart</a>.
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For example, you could pass the chat output text to a front-end user-facing application, and store specific fields in logs and backend data stores for monitoring, chat history, or analytics.
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You could also pass the output from one flow as input to another flow.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="row margin-top--sm theme-doc-footer-edit-meta-row"><div class="col noPrint_WFHX"><a href="https://github.com/openrag/openrag/tree/main/docs/docs/core-components/chat.mdx" target="_blank" rel="noopener noreferrer" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_JAkA"></div></div></footer></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/knowledge-filters"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Filter knowledge</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/reference/configuration"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Environment variables</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#flow" class="table-of-contents__link toc-highlight">OpenRAG OpenSearch Agent flow</a></li><li><a href="#nudges" class="table-of-contents__link toc-highlight">Nudges</a></li><li><a href="#upload-documents-to-the-chat" class="table-of-contents__link toc-highlight">Upload documents to the chat</a></li><li><a href="#inspect-tool-calls-and-knowledge" class="table-of-contents__link toc-highlight">Inspect tool calls and knowledge</a></li><li><a href="#integrate-openrag-chat-into-an-application" class="table-of-contents__link toc-highlight">Integrate OpenRAG chat into an application</a></li></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class="footer__title"></div><ul class="footer__items clean-list"><li class="footer__item"><div class="footer-links">
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<span>© 2025 OpenRAG</span>
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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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<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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@ -43,10 +43,10 @@ By default, this flow uses Docling Serve to import and process documents.</p><p>
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<p><a href="https://docs.langflow.org/bundles-docling#export-doclingdocument" target="_blank" rel="noopener noreferrer" class=""><strong>Export DoclingDocument</strong> component</a>: Exports processed <code>DoclingDocument</code> data to Markdown format with image placeholders. This conversion standardizes the document data in preparation for further processing.</p>
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<p><a href="https://docs.langflow.org/components-processing#dataframe-operations" target="_blank" rel="noopener noreferrer" class=""><strong>DataFrame Operations</strong> component</a>: Three of these components run sequentially to add metadata to the document data: <code>filename</code>, <code>file_size</code>, and <code>mimetype</code>.</p>
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<p><a href="https://docs.langflow.org/dataframe-operations" target="_blank" rel="noopener noreferrer" class=""><strong>DataFrame Operations</strong> component</a>: Three of these components run sequentially to add metadata to the document data: <code>filename</code>, <code>file_size</code>, and <code>mimetype</code>.</p>
|
||||
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|
||||
<li class="">
|
||||
<p><a href="https://docs.langflow.org/components-processing#split-text" target="_blank" rel="noopener noreferrer" class=""><strong>Split Text</strong> component</a>: Splits the processed text into chunks, based on the configured <a class="" href="/knowledge#knowledge-ingestion-settings">chunk size and overlap settings</a>.</p>
|
||||
<p><a href="https://docs.langflow.org/split-text" target="_blank" rel="noopener noreferrer" class=""><strong>Split Text</strong> component</a>: Splits the processed text into chunks, based on the configured <a class="" href="/knowledge#knowledge-ingestion-settings">chunk size and overlap settings</a>.</p>
|
||||
</li>
|
||||
<li class="">
|
||||
<p><strong>Secret Input</strong> component: If needed, four of these components securely fetch the <a class="" href="/knowledge#auth">OAuth authentication</a> configuration variables: <code>CONNECTOR_TYPE</code>, <code>OWNER</code>, <code>OWNER_EMAIL</code>, and <code>OWNER_NAME</code>.</p>
|
||||
|
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@ -170,10 +170,10 @@ By default, this flow uses Docling Serve to import and process documents.</p><p>
|
|||
<p><a href="https://docs.langflow.org/bundles-docling#export-doclingdocument" target="_blank" rel="noopener noreferrer" class=""><strong>Export DoclingDocument</strong> component</a>: Exports processed <code>DoclingDocument</code> data to Markdown format with image placeholders. This conversion standardizes the document data in preparation for further processing.</p>
|
||||
</li>
|
||||
<li class="">
|
||||
<p><a href="https://docs.langflow.org/components-processing#dataframe-operations" target="_blank" rel="noopener noreferrer" class=""><strong>DataFrame Operations</strong> component</a>: Three of these components run sequentially to add metadata to the document data: <code>filename</code>, <code>file_size</code>, and <code>mimetype</code>.</p>
|
||||
<p><a href="https://docs.langflow.org/dataframe-operations" target="_blank" rel="noopener noreferrer" class=""><strong>DataFrame Operations</strong> component</a>: Three of these components run sequentially to add metadata to the document data: <code>filename</code>, <code>file_size</code>, and <code>mimetype</code>.</p>
|
||||
</li>
|
||||
<li class="">
|
||||
<p><a href="https://docs.langflow.org/components-processing#split-text" target="_blank" rel="noopener noreferrer" class=""><strong>Split Text</strong> component</a>: Splits the processed text into chunks, based on the configured <a class="" href="/knowledge#knowledge-ingestion-settings">chunk size and overlap settings</a>.</p>
|
||||
<p><a href="https://docs.langflow.org/split-text" target="_blank" rel="noopener noreferrer" class=""><strong>Split Text</strong> component</a>: Splits the processed text into chunks, based on the configured <a class="" href="/knowledge#knowledge-ingestion-settings">chunk size and overlap settings</a>.</p>
|
||||
</li>
|
||||
<li class="">
|
||||
<p><strong>Secret Input</strong> component: If needed, four of these components securely fetch the <a class="" href="/knowledge#auth">OAuth authentication</a> configuration variables: <code>CONNECTOR_TYPE</code>, <code>OWNER</code>, <code>OWNER_EMAIL</code>, and <code>OWNER_NAME</code>.</p>
|
||||
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|
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|
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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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<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'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'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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<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're using Windows, you must install OpenRAG within the Windows Subsystem for Linux (WSL)."><meta data-rh="true" property="og:description" content="If you'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's core features, try the quickstart."><meta data-rh="true" property="og:description" content="To quickly install and test OpenRAG'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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<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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<title data-rh="true">Manage OpenRAG containers and 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/manage-services"><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="Manage OpenRAG containers and services | OpenRAG"><meta data-rh="true" name="description" content="Service management is an essential part of maintaining your OpenRAG deployment."><meta data-rh="true" property="og:description" content="Service management is an essential part of maintaining your OpenRAG deployment."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/manage-services"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/manage-services" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/manage-services" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Manage services","item":"https://docs.openr.ag/manage-services"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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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's core features."><meta data-rh="true" property="og:description" content="Use this quickstart to install OpenRAG, and then try some of OpenRAG'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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@ -180,7 +180,7 @@ This key doesn't grant access to OpenRAG; it is only for authenticating wit
|
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|
||||
<p>If the request is successful, the response includes many details about the flow run, including the session ID, inputs, outputs, components, durations, and more.</p>
|
||||
<p>In production, you won't pass the raw response to the user in its entirety.
|
||||
Instead, you extract and reformat relevant fields for different use cases, as demonstrated in the <a href="https://docs.langflow.org/quickstart#extract-data-from-the-response" target="_blank" rel="noopener noreferrer" class="">Langflow quickstart</a>.
|
||||
Instead, you extract and reformat relevant fields for different use cases, as demonstrated in the <a href="https://docs.langflow.org/get-started-quickstart#extract-data-from-the-response" target="_blank" rel="noopener noreferrer" class="">Langflow quickstart</a>.
|
||||
For example, you could pass the chat output text to a front-end user-facing application, and store specific fields in logs and backend data stores for monitoring, chat history, or analytics.
|
||||
You could also pass the output from one flow as input to another flow.</p>
|
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="next-steps">Next steps<a href="#next-steps" class="hash-link" aria-label="Direct link to Next steps" title="Direct link to Next steps" translate="no"></a></h2>
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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's .env file is the primary configuration file for OpenRAG."><meta data-rh="true" property="og:description" content="OpenRAG'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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<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">Troubleshoot 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/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="Troubleshoot OpenRAG | 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":"Troubleshoot OpenRAG","item":"https://docs.openr.ag/support/troubleshoot"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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|
|||
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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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<meta charset="UTF-8">
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<title data-rh="true">Upgrade 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/upgrade"><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="Upgrade OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="Use these steps to upgrade your OpenRAG deployment to the latest version or a specific version."><meta data-rh="true" property="og:description" content="Use these steps to upgrade your OpenRAG deployment to the latest version or a specific version."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/upgrade"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/upgrade" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/upgrade" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Upgrade OpenRAG","item":"https://docs.openr.ag/upgrade"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<script src="/assets/js/runtime~main.28b5001d.js" defer="defer"></script>
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<script src="/assets/js/runtime~main.0ec053c5.js" defer="defer"></script>
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<script src="/assets/js/main.b10c6137.js" defer="defer"></script>
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