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<title data-rh="true">Enhanced Code Editing with AI Models | codename goose</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:image" content="https://block.github.io/goose/img/home-banner.png"><meta data-rh="true" name="twitter:image" content="https://block.github.io/goose/img/home-banner.png"><meta data-rh="true" property="og:url" content="https://block.github.io/goose/docs/guides/enhanced-code-editing"><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="Enhanced Code Editing with AI Models | codename goose"><meta data-rh="true" name="description" content="Use AI models to intelligently apply code changes"><meta data-rh="true" property="og:description" content="Use AI models to intelligently apply code changes"><link data-rh="true" rel="icon" href="/goose/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://block.github.io/goose/docs/guides/enhanced-code-editing"><link data-rh="true" rel="alternate" href="https://block.github.io/goose/docs/guides/enhanced-code-editing" hreflang="en"><link data-rh="true" rel="alternate" href="https://block.github.io/goose/docs/guides/enhanced-code-editing" hreflang="x-default"><link rel="alternate" type="application/rss+xml" href="/goose/blog/rss.xml" title="codename goose RSS Feed">
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itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/goose/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/goose/docs/category/guides"><span itemprop="name">Guides</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Enhanced Code Editing</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Enhanced Code Editing with AI Models</h1></header><p>The <a href="/goose/docs/mcp/developer-mcp">Developer extension</a> supports using AI models for enhanced code editing through the <code>str_replace</code> command. When configured, it intelligently applies code changes using an AI model instead of simple string replacement.</p>
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<p>The use of models specializing in code editing can reduce the load on the main LLM providers while increasing accuracy, quality, and speed and lowering cost. This enhanced approach provides:</p>
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<ul>
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<li><strong>Context-aware editing</strong>: The AI understands code structure and can make more intelligent changes</li>
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<li><strong>Better formatting</strong>: Maintains consistent code style and formatting</li>
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<li><strong>Error prevention</strong>: Can catch and fix potential issues during the edit</li>
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<li><strong>Flexible model support</strong>: Works with any OpenAI-compatible API</li>
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<li><strong>Clean implementation</strong>: Uses proper control flow instead of exception handling for configuration checks</li>
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</ul>
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<h2 class="anchor anchorWithStickyNavbar_LWe7" id="configuration">Configuration<a href="#configuration" class="hash-link" aria-label="Direct link to Configuration" title="Direct link to Configuration"></a></h2>
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<p>Set these <a href="/goose/docs/guides/environment-variables#enhanced-code-editing">environment variables</a> to enable AI-powered code editing:</p>
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<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><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">export GOOSE_EDITOR_API_KEY="your-api-key-here"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export GOOSE_EDITOR_HOST="https://api.openai.com/v1"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export GOOSE_EDITOR_MODEL="gpt-4o"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
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<p><strong>All three environment variables must be set and non-empty for the feature to activate.</strong></p>
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<p>This optional feature is completely backwards compatible - if not configured, the extension works exactly as before with simple string replacement.</p>
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<h3 class="anchor anchorWithStickyNavbar_LWe7" id="supported-providers">Supported Providers<a href="#supported-providers" class="hash-link" aria-label="Direct link to Supported Providers" title="Direct link to Supported Providers"></a></h3>
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<p>Any OpenAI-compatible API endpoint should work. Examples:</p>
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<p><strong>OpenAI:</strong></p>
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<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><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">export GOOSE_EDITOR_API_KEY="sk-..."</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export GOOSE_EDITOR_HOST="https://api.openai.com/v1"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export GOOSE_EDITOR_MODEL="gpt-4o"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
|
||
<p><strong>Anthropic (via OpenAI-compatible proxy):</strong></p>
|
||
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><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">export GOOSE_EDITOR_API_KEY="sk-ant-..."</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export GOOSE_EDITOR_HOST="https://api.anthropic.com/v1"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export GOOSE_EDITOR_MODEL="claude-3-5-sonnet-20241022"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
|
||
<p><strong>Morph:</strong></p>
|
||
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><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">export GOOSE_EDITOR_API_KEY="sk-..."</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export GOOSE_EDITOR_HOST="https://api.morphllm.com/v1"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export GOOSE_EDITOR_MODEL="morph-v0"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
|
||
<p><strong>Relace:</strong></p>
|
||
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><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">export GOOSE_EDITOR_API_KEY="rlc-..."</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export GOOSE_EDITOR_HOST="https://instantapply.endpoint.relace.run/v1/apply"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export GOOSE_EDITOR_MODEL="auto"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
|
||
<p><strong>Local/Custom endpoints:</strong></p>
|
||
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><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">export GOOSE_EDITOR_API_KEY="your-key"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export GOOSE_EDITOR_HOST="http://localhost:8000/v1"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export GOOSE_EDITOR_MODEL="your-model"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
|
||
<h2 class="anchor anchorWithStickyNavbar_LWe7" id="how-it-works">How It Works<a href="#how-it-works" class="hash-link" aria-label="Direct link to How It Works" title="Direct link to How It Works"></a></h2>
|
||
<p>When the <code>str_replace</code> tool is used to edit code:</p>
|
||
<ol>
|
||
<li>
|
||
<p><strong>Configuration Check</strong>: Goose checks if all three environment variables are properly set and non-empty.</p>
|
||
</li>
|
||
<li>
|
||
<p><strong>With AI Enabled</strong>: If configured, Goose sends the original code and your requested change to the configured AI model for processing.</p>
|
||
</li>
|
||
<li>
|
||
<p><strong>Fallback</strong>: If the AI API is not configured or the API call fails, it falls back to simple string replacement.</p>
|
||
</li>
|
||
<li>
|
||
<p><strong>User Feedback</strong>: The first time you use <code>str_replace</code> without AI configuration, you'll see a helpful message explaining how to enable the feature.</p>
|
||
</li>
|
||
</ol></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/goose/docs/guides/smart-context-management"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Smart Context Management</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/goose/docs/category/tutorials"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Tutorials</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="#configuration" class="table-of-contents__link toc-highlight">Configuration</a><ul><li><a href="#supported-providers" class="table-of-contents__link toc-highlight">Supported Providers</a></li></ul></li><li><a href="#how-it-works" class="table-of-contents__link toc-highlight">How It Works</a></li></ul></div></div></div></div></main></div></div></div><footer class="footer"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Quick Links</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/goose/docs/getting-started/installation">Install Goose</a></li><li class="footer__item"><a class="footer__link-item" href="/goose/extensions">Extensions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Community</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/goose/community">Spotlight</a></li><li class="footer__item"><a href="https://discord.gg/block-opensource" target="_blank" rel="noopener noreferrer" class="footer__link-item">Discord<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li class="footer__item"><a href="https://www.youtube.com/@blockopensource" target="_blank" rel="noopener noreferrer" class="footer__link-item">YouTube<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li class="footer__item"><a href="https://www.linkedin.com/company/block-opensource" target="_blank" rel="noopener noreferrer" class="footer__link-item">LinkedIn<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li class="footer__item"><a href="https://x.com/blockopensource" target="_blank" rel="noopener noreferrer" class="footer__link-item">Twitter / X<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li class="footer__item"><a href="https://bsky.app/profile/opensource.block.xyz" target="_blank" rel="noopener noreferrer" class="footer__link-item">BlueSky<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li class="footer__item"><a href="https://njump.me/opensource@block.xyz" target="_blank" rel="noopener noreferrer" class="footer__link-item">Nostr<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">More</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/goose/blog">Blog</a></li><li class="footer__item"><a href="https://github.com/block/goose" target="_blank" rel="noopener noreferrer" class="footer__link-item">GitHub<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div></div><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2025 Block, Inc.</div></div></div></footer></div>
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