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<p><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-blocks lf-inline-icon" aria-hidden="true" focusable="false" role="presentation"><rect width="7" height="7" x="14" y="3" rx="1"></rect><path d="M10 21V8a1 1 0 0 0-1-1H4a1 1 0 0 0-1 1v12a1 1 0 0 0 1 1h12a1 1 0 0 0 1-1v-5a1 1 0 0 0-1-1H3"></path></svg> <a class="" href="/components-bundle-components"><strong>Bundles</strong></a> contain custom components that support specific third-party integrations with Langflow.</p>
<p>Langflow integrates with <a href="https://github.com/IBM/OpenDsStar" target="_blank" rel="noopener noreferrer" class="">OpenDsStar</a> through a bundle of code-writing agent components that can iteratively plan, write, and execute Python code to solve complex tasks.</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>Code Agents components are in <strong>beta</strong> and can change in future releases.</p></div></div>
<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="">
<p><strong>OpenDsStar package</strong>: Code Agents components require the <code>OpenDsStar</code> package and Python 3.11 or later.</p>
<p>Install the dependency with:</p>
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>uv pip install OpenDsStar</span></div></div><br></code></div></div>
<p>For more information, see <a class="" href="/install-custom-dependencies">Install custom dependencies</a>.</p>
</li>
</ul>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="use-code-agents-components-in-a-flow">Use Code Agents components in a flow<a href="#use-code-agents-components-in-a-flow" class="hash-link" aria-label="Direct link to Use Code Agents components in a flow" title="Direct link to Use Code Agents components in a flow" translate="no"></a></h2>
<p>For an example of using this component, see the <strong>Structured Data Agent</strong> starter template.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="code-agents-components">Code Agents components<a href="#code-agents-components" class="hash-link" aria-label="Direct link to Code Agents components" title="Direct link to Code Agents components" translate="no"></a></h2>
<p>The following sections describe the purpose and configuration options for each component in the <strong>Code Agents</strong> bundle.</p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="codeact-agent-smolagents">CodeAct Agent (Smolagents)<a href="#codeact-agent-smolagents" class="hash-link" aria-label="Direct link to CodeAct Agent (Smolagents)" title="Direct link to CodeAct Agent (Smolagents)" translate="no"></a></h3>
<p>The <strong>CodeAct Agent (Smolagents)</strong> component is a code-writing agent that uses the <a href="https://huggingface.co/docs/smolagents" target="_blank" rel="noopener noreferrer" class="">smolagents</a> <code>CodeAgent</code> to solve tasks by iteratively generating and executing Python code.</p>
<p>At each step the agent writes code, executes it in a sandboxed interpreter, and uses the output to determine the next action until it reaches a final answer.</p>
<p>The component outputs a <a class="" href="/data-types#message"><code>Message</code></a> containing the final answer.</p>
<h4 class="anchor anchorTargetStickyNavbar_Vzrq" id="codeact-agent-smolagents-parameters">CodeAct Agent (Smolagents) parameters<a href="#codeact-agent-smolagents-parameters" class="hash-link" aria-label="Direct link to CodeAct Agent (Smolagents) parameters" title="Direct link to CodeAct Agent (Smolagents) parameters" translate="no"></a></h4>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>input_value</td><td>String</td><td>Input parameter. The message or query to send to the agent.</td></tr><tr><td>llm</td><td>LanguageModel</td><td>Input parameter. The language model to use for code generation. Required.</td></tr><tr><td>tools</td><td>Tool</td><td>Input parameter. Optional tools the agent can call in addition to executing code.</td></tr><tr><td>max_iterations</td><td>Integer</td><td>Input parameter. Maximum number of agent iterations. Default: <code>5</code>. Range: 1–50.</td></tr><tr><td>system_prompt</td><td>String</td><td>Input parameter. A system message to customize agent behavior.</td></tr><tr><td>code_timeout</td><td>Integer</td><td>Input parameter. Maximum time in seconds for each code execution step. Default: <code>30</code>. Range: 5–300.</td></tr><tr><td>show_code_steps</td><td>String</td><td>Input parameter. How to display coding steps in the <strong>Playground</strong>: <code>All Steps</code>, <code>Final Code Only</code>, or <code>None</code>. Default: <code>All Steps</code>.</td></tr><tr><td>handle_parsing_errors</td><td>Boolean</td><td>Input parameter. Whether the agent should attempt to recover from input parsing errors. Default: <code>true</code>.</td></tr><tr><td>verbose</td><td>Boolean</td><td>Input parameter. Enable verbose logging. Default: <code>true</code>.</td></tr><tr><td>chat_history</td><td>Data</td><td>Input parameter. Chat history for multi-turn conversations.</td></tr><tr><td>agent_description</td><td>String</td><td>Input parameter. Description of the agent shown when used in Tool Mode.</td></tr></tbody></table>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="opendsstar-agent">OpenDsStar Agent<a href="#opendsstar-agent" class="hash-link" aria-label="Direct link to OpenDsStar Agent" title="Direct link to OpenDsStar Agent" translate="no"></a></h3>
<p>The <strong>OpenDsStar Agent</strong> component is a structured data analysis agent that uses <a href="https://github.com/IBM/OpenDsStar" target="_blank" rel="noopener noreferrer" class="">OpenDsStar</a> and LangGraph to answer complex questions over structured data files.</p>
<p>The agent executes a multi-step LangGraph workflow: planning → code generation → code execution → verification → routing → finalization.
Each step is streamed to the <strong>Playground</strong> as it runs.
Charts and images returned by the agent are rendered inline.</p>
<p>The component outputs a <a class="" href="/data-types#message"><code>Message</code></a> containing the final answer.</p>
<h4 class="anchor anchorTargetStickyNavbar_Vzrq" id="opendsstar-agent-parameters">OpenDsStar Agent parameters<a href="#opendsstar-agent-parameters" class="hash-link" aria-label="Direct link to OpenDsStar Agent parameters" title="Direct link to OpenDsStar Agent parameters" translate="no"></a></h4>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>input_value</td><td>String</td><td>Input parameter. The message or query to send to the agent.</td></tr><tr><td>llm</td><td>LanguageModel</td><td>Input parameter. The language model to use for the agent. Required.</td></tr><tr><td>tools</td><td>Tool</td><td>Input parameter. Optional tools the agent can use, such as <strong>File Content Retriever</strong> or vector store search.</td></tr><tr><td>max_iterations</td><td>Integer</td><td>Input parameter. Maximum number of agent steps. Default: <code>10</code>. Range: 1–100.</td></tr><tr><td>code_execution_mode</td><td>String</td><td>Input parameter. Code execution mode. <code>stepwise</code> executes each step separately; <code>full</code> executes all steps together. Default: <code>stepwise</code>.</td></tr><tr><td>system_prompt</td><td>String</td><td>Input parameter. A system message to customize agent behavior.</td></tr><tr><td>handle_parsing_errors</td><td>Boolean</td><td>Input parameter. Whether the agent should attempt to recover from input parsing errors. Default: <code>true</code>.</td></tr><tr><td>code_timeout</td><td>Integer</td><td>Input parameter. Maximum execution time in seconds for each code step. Default: <code>60</code>. Range: 10–300.</td></tr><tr><td>verbose</td><td>Boolean</td><td>Input parameter. Enable verbose logging. Default: <code>true</code>.</td></tr><tr><td>chat_history</td><td>Data</td><td>Input parameter. Chat history for multi-turn conversations.</td></tr><tr><td>agent_description</td><td>String</td><td>Input parameter. Description of the agent shown when used in Tool Mode.</td></tr></tbody></table>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="see-also">See also<a href="#see-also" class="hash-link" aria-label="Direct link to See also" title="Direct link to See also" translate="no"></a></h2>
<ul>
<li class=""><a class="" href="/bundles-files-ingestion">File Processing bundle</a> — file ingestion and retrieval components designed to work with Code Agents</li>
<li class=""><a href="https://github.com/IBM/OpenDsStar" target="_blank" rel="noopener noreferrer" class="">OpenDsStar GitHub repository</a></li>
<li class=""><a href="https://huggingface.co/docs/smolagents" target="_blank" rel="noopener noreferrer" class="">smolagents documentation</a></li>
</ul></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/bundles-cleanlab"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Cleanlab</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/bundles-clickhouse"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">ClickHouse</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#use-code-agents-components-in-a-flow" class="table-of-contents__link toc-highlight">Use Code Agents components in a flow</a></li><li><a href="#code-agents-components" class="table-of-contents__link toc-highlight">Code Agents components</a><ul><li><a href="#codeact-agent-smolagents" class="table-of-contents__link toc-highlight">CodeAct Agent (Smolagents)</a></li><li><a href="#opendsstar-agent" class="table-of-contents__link toc-highlight">OpenDsStar Agent</a></li></ul></li><li><a href="#see-also" class="table-of-contents__link toc-highlight">See also</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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