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<span class="menu-text">llms.txt in Different Domains</span></a>
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<li><a href="#install" id="toc-install" class="nav-link active" data-scroll-target="#install">Install</a></li>
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<div class="toc-actions"><ul><li><a href="https://github.com/AnswerDotAI/llms-txt/issues/new" class="toc-action"><i class="bi bi-github"></i>Report an issue</a></li></ul></div><div class="quarto-alternate-formats"><h2>Other Formats</h2><ul><li><a href="intro.html.md"><i class="bi bi-file-code"></i>Markdown</a></li></ul></div></nav>
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<div class="quarto-title">
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<h1 class="title">Python module & CLI</h1>
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<div class="description">
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Read llms.txt files and create XML context documents for LLMs
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</header>
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<!-- WARNING: THIS FILE WAS AUTOGENERATED! DO NOT EDIT! -->
|
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<p>Given an <code>llms.txt</code> file, this provides a CLI and Python API to parse the file and create an XML context file from it. The input file should follow this format:</p>
|
||
<pre><code># FastHTML
|
||
|
||
> FastHTML is a python library which...
|
||
|
||
When writing FastHTML apps remember to:
|
||
|
||
- Thing to remember
|
||
|
||
## Docs
|
||
|
||
- [Surreal](https://host/README.md): Tiny jQuery alternative with Locality of Behavior
|
||
- [FastHTML quick start](https://host/quickstart.html.md): An overview of FastHTML features
|
||
|
||
## Examples
|
||
|
||
- [Todo app](https://host/adv_app.py)
|
||
|
||
## Optional
|
||
|
||
- [Starlette docs](https://host/starlette-sml.md): A subset of the Starlette docs</code></pre>
|
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<section id="install" class="level2">
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<h2 class="anchored" data-anchor-id="install">Install</h2>
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb2"><pre class="sourceCode sh code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip</span> install llms-txt</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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</section>
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<h2 class="anchored" data-anchor-id="how-to-use">How to use</h2>
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<section id="cli" class="level3">
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<h3 class="anchored" data-anchor-id="cli">CLI</h3>
|
||
<p>After installation, <code>llms_txt2ctx</code> is available in your terminal.</p>
|
||
<p>To get help for the CLI:</p>
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb3"><pre class="sourceCode sh code-with-copy"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="ex">llms_txt2ctx</span> <span class="at">-h</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||
<p>To convert an <code>llms.txt</code> file to XML context and save to <code>llms.md</code>:</p>
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb4"><pre class="sourceCode sh code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="ex">llms_txt2ctx</span> llms.txt <span class="op">></span> llms.md</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<p>Pass <code>--optional True</code> to add the ‘optional’ section of the input file.</p>
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</section>
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<section id="python-module" class="level3">
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<h3 class="anchored" data-anchor-id="python-module">Python module</h3>
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<div id="5571f09c" class="cell">
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<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb5"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> llms_txt <span class="im">import</span> <span class="op">*</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb6"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>samp <span class="op">=</span> Path(<span class="st">'llms-sample.txt'</span>).read_text()</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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|
||
<p>Use <code>parse_llms_file</code> to create a data structure with the sections of an llms.txt file (you can also add <code>optional=True</code> if needed):</p>
|
||
<div id="0b59c99f" class="cell">
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb7"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a>parsed <span class="op">=</span> parse_llms_file(samp)</span>
|
||
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="bu">list</span>(parsed)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||
<div class="cell-output cell-output-display">
|
||
<pre><code>['title', 'summary', 'info', 'sections']</code></pre>
|
||
</div>
|
||
</div>
|
||
<div id="4c5965a8" class="cell">
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb9"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>parsed.title,parsed.summary</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||
<div class="cell-output cell-output-display">
|
||
<pre><code>('FastHTML',
|
||
'FastHTML is a python library which brings together Starlette, Uvicorn, HTMX, and fastcore\'s `FT` "FastTags" into a library for creating server-rendered hypermedia applications.')</code></pre>
|
||
</div>
|
||
</div>
|
||
<div id="1c60b672" class="cell">
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb11"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="bu">list</span>(parsed.sections)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||
<div class="cell-output cell-output-display">
|
||
<pre><code>['Docs', 'Examples', 'Optional']</code></pre>
|
||
</div>
|
||
</div>
|
||
<div id="78cdef90" class="cell">
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb13"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a>parsed.sections.Optional[<span class="dv">0</span>]</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||
<div class="cell-output cell-output-display cell-output-markdown">
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb14"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="fu">{</span> <span class="er">'desc'</span><span class="fu">:</span> <span class="er">'A</span> <span class="er">subset</span> <span class="er">of</span> <span class="er">the</span> <span class="er">Starlette</span> <span class="er">documentation</span> <span class="er">useful</span> <span class="er">for</span> <span class="er">FastHTML</span> <span class="er">'</span></span>
|
||
<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a> <span class="er">'development.'</span><span class="fu">,</span></span>
|
||
<span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a> <span class="er">'title'</span><span class="fu">:</span> <span class="er">'Starlette</span> <span class="er">full</span> <span class="er">documentation'</span><span class="fu">,</span></span>
|
||
<span id="cb14-4"><a href="#cb14-4" aria-hidden="true" tabindex="-1"></a> <span class="er">'url'</span><span class="fu">:</span> <span class="er">'https://gist.githubusercontent.com/jph00/</span><span class="dv">809e4</span><span class="er">a4808d4510be0e3dc9565e9cbd3/raw/</span><span class="dv">9</span><span class="er">b717589ca44cedc8aaf00b2b8cacef922964c0f/starlette-sml.md'</span><span class="fu">}</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||
</div>
|
||
</div>
|
||
<p>Use <code>create_ctx</code> to create an LLM context file with XML sections, suitable for systems such as Claude (this is what the CLI calls behind the scenes).</p>
|
||
<div id="b6ac01c2" class="cell">
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb15"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a>ctx <span class="op">=</span> create_ctx(samp)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||
</div>
|
||
<div id="e4b21f2c" class="cell">
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb16"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(ctx[:<span class="dv">300</span>])</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||
<div class="cell-output cell-output-stdout">
|
||
<pre><code><project title="FastHTML" summary='FastHTML is a python library which brings together Starlette, Uvicorn, HTMX, and fastcore&#39;s `FT` "FastTags" into a library for creating server-rendered hypermedia applications.'>
|
||
Remember:
|
||
|
||
- Use `serve()` for running uvicorn (`if __name__ == "__main__"` is not</code></pre>
|
||
</div>
|
||
</div>
|
||
</section>
|
||
<section id="implementation-and-tests" class="level3">
|
||
<h3 class="anchored" data-anchor-id="implementation-and-tests">Implementation and tests</h3>
|
||
<p>To show how simple it is to parse <code>llms.txt</code> files, here’s a complete parser in <20 lines of code with no dependencies:</p>
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb18"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> pathlib <span class="im">import</span> Path</span>
|
||
<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> re,itertools</span>
|
||
<span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a></span>
|
||
<span id="cb18-4"><a href="#cb18-4" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> chunked(it, chunk_sz):</span>
|
||
<span id="cb18-5"><a href="#cb18-5" aria-hidden="true" tabindex="-1"></a> it <span class="op">=</span> <span class="bu">iter</span>(it)</span>
|
||
<span id="cb18-6"><a href="#cb18-6" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> <span class="bu">iter</span>(<span class="kw">lambda</span>: <span class="bu">list</span>(itertools.islice(it, chunk_sz)), [])</span>
|
||
<span id="cb18-7"><a href="#cb18-7" aria-hidden="true" tabindex="-1"></a></span>
|
||
<span id="cb18-8"><a href="#cb18-8" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> parse_llms_txt(txt):</span>
|
||
<span id="cb18-9"><a href="#cb18-9" aria-hidden="true" tabindex="-1"></a> <span class="co">"Parse llms.txt file contents in `txt` to a `dict`"</span></span>
|
||
<span id="cb18-10"><a href="#cb18-10" aria-hidden="true" tabindex="-1"></a> <span class="kw">def</span> _p(links):</span>
|
||
<span id="cb18-11"><a href="#cb18-11" aria-hidden="true" tabindex="-1"></a> link_pat <span class="op">=</span> <span class="st">'-</span><span class="er">\</span><span class="st">s*</span><span class="er">\</span><span class="st">[(?P<title>[^</span><span class="er">\</span><span class="st">]]+)</span><span class="er">\</span><span class="st">]</span><span class="er">\</span><span class="st">((?P<url>[^</span><span class="er">\</span><span class="st">)]+)</span><span class="er">\</span><span class="st">)(?::</span><span class="er">\</span><span class="st">s*(?P<desc>.*))?'</span></span>
|
||
<span id="cb18-12"><a href="#cb18-12" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> [re.search(link_pat, l).groupdict()</span>
|
||
<span id="cb18-13"><a href="#cb18-13" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> l <span class="kw">in</span> re.split(<span class="vs">r'</span><span class="ch">\n</span><span class="op">+</span><span class="vs">'</span>, links.strip()) <span class="cf">if</span> l.strip()]</span>
|
||
<span id="cb18-14"><a href="#cb18-14" aria-hidden="true" tabindex="-1"></a></span>
|
||
<span id="cb18-15"><a href="#cb18-15" aria-hidden="true" tabindex="-1"></a> start,<span class="op">*</span>rest <span class="op">=</span> re.split(<span class="vs">fr'</span><span class="dv">^</span><span class="vs">##</span><span class="dv">\s</span><span class="op">*</span><span class="kw">(</span><span class="dv">.</span><span class="op">*?</span><span class="dv">$</span><span class="kw">)</span><span class="vs">'</span>, txt, flags<span class="op">=</span>re.MULTILINE)</span>
|
||
<span id="cb18-16"><a href="#cb18-16" aria-hidden="true" tabindex="-1"></a> sects <span class="op">=</span> {k: _p(v) <span class="cf">for</span> k,v <span class="kw">in</span> <span class="bu">dict</span>(chunked(rest, <span class="dv">2</span>)).items()}</span>
|
||
<span id="cb18-17"><a href="#cb18-17" aria-hidden="true" tabindex="-1"></a> pat <span class="op">=</span> <span class="st">'^#</span><span class="er">\</span><span class="st">s*(?P<title>.+?$)</span><span class="ch">\n</span><span class="st">+(?:^></span><span class="er">\</span><span class="st">s*(?P<summary>.+?$)$)?</span><span class="ch">\n</span><span class="st">+(?P<info>.*)'</span></span>
|
||
<span id="cb18-18"><a href="#cb18-18" aria-hidden="true" tabindex="-1"></a> d <span class="op">=</span> re.search(pat, start.strip(), (re.MULTILINE<span class="op">|</span>re.DOTALL)).groupdict()</span>
|
||
<span id="cb18-19"><a href="#cb18-19" aria-hidden="true" tabindex="-1"></a> d[<span class="st">'sections'</span>] <span class="op">=</span> sects</span>
|
||
<span id="cb18-20"><a href="#cb18-20" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> d</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||
<p>We have provided a test suite in <code>tests/test-parse.py</code> and confirmed that this implementation passes all tests.</p>
|
||
|
||
|
||
</section>
|
||
</section>
|
||
|
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||
});
|
||
}
|
||
}, function(instance) {
|
||
});
|
||
}
|
||
let selectedAnnoteEl;
|
||
const selectorForAnnotation = ( cell, annotation) => {
|
||
let cellAttr = 'data-code-cell="' + cell + '"';
|
||
let lineAttr = 'data-code-annotation="' + annotation + '"';
|
||
const selector = 'span[' + cellAttr + '][' + lineAttr + ']';
|
||
return selector;
|
||
}
|
||
const selectCodeLines = (annoteEl) => {
|
||
const doc = window.document;
|
||
const targetCell = annoteEl.getAttribute("data-target-cell");
|
||
const targetAnnotation = annoteEl.getAttribute("data-target-annotation");
|
||
const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation));
|
||
const lines = annoteSpan.getAttribute("data-code-lines").split(",");
|
||
const lineIds = lines.map((line) => {
|
||
return targetCell + "-" + line;
|
||
})
|
||
let top = null;
|
||
let height = null;
|
||
let parent = null;
|
||
if (lineIds.length > 0) {
|
||
//compute the position of the single el (top and bottom and make a div)
|
||
const el = window.document.getElementById(lineIds[0]);
|
||
top = el.offsetTop;
|
||
height = el.offsetHeight;
|
||
parent = el.parentElement.parentElement;
|
||
if (lineIds.length > 1) {
|
||
const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]);
|
||
const bottom = lastEl.offsetTop + lastEl.offsetHeight;
|
||
height = bottom - top;
|
||
}
|
||
if (top !== null && height !== null && parent !== null) {
|
||
// cook up a div (if necessary) and position it
|
||
let div = window.document.getElementById("code-annotation-line-highlight");
|
||
if (div === null) {
|
||
div = window.document.createElement("div");
|
||
div.setAttribute("id", "code-annotation-line-highlight");
|
||
div.style.position = 'absolute';
|
||
parent.appendChild(div);
|
||
}
|
||
div.style.top = top - 2 + "px";
|
||
div.style.height = height + 4 + "px";
|
||
div.style.left = 0;
|
||
let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
|
||
if (gutterDiv === null) {
|
||
gutterDiv = window.document.createElement("div");
|
||
gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter");
|
||
gutterDiv.style.position = 'absolute';
|
||
const codeCell = window.document.getElementById(targetCell);
|
||
const gutter = codeCell.querySelector('.code-annotation-gutter');
|
||
gutter.appendChild(gutterDiv);
|
||
}
|
||
gutterDiv.style.top = top - 2 + "px";
|
||
gutterDiv.style.height = height + 4 + "px";
|
||
}
|
||
selectedAnnoteEl = annoteEl;
|
||
}
|
||
};
|
||
const unselectCodeLines = () => {
|
||
const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];
|
||
elementsIds.forEach((elId) => {
|
||
const div = window.document.getElementById(elId);
|
||
if (div) {
|
||
div.remove();
|
||
}
|
||
});
|
||
selectedAnnoteEl = undefined;
|
||
};
|
||
// Handle positioning of the toggle
|
||
window.addEventListener(
|
||
"resize",
|
||
throttle(() => {
|
||
elRect = undefined;
|
||
if (selectedAnnoteEl) {
|
||
selectCodeLines(selectedAnnoteEl);
|
||
}
|
||
}, 10)
|
||
);
|
||
function throttle(fn, ms) {
|
||
let throttle = false;
|
||
let timer;
|
||
return (...args) => {
|
||
if(!throttle) { // first call gets through
|
||
fn.apply(this, args);
|
||
throttle = true;
|
||
} else { // all the others get throttled
|
||
if(timer) clearTimeout(timer); // cancel #2
|
||
timer = setTimeout(() => {
|
||
fn.apply(this, args);
|
||
timer = throttle = false;
|
||
}, ms);
|
||
}
|
||
};
|
||
}
|
||
// Attach click handler to the DT
|
||
const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
|
||
for (const annoteDlNode of annoteDls) {
|
||
annoteDlNode.addEventListener('click', (event) => {
|
||
const clickedEl = event.target;
|
||
if (clickedEl !== selectedAnnoteEl) {
|
||
unselectCodeLines();
|
||
const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');
|
||
if (activeEl) {
|
||
activeEl.classList.remove('code-annotation-active');
|
||
}
|
||
selectCodeLines(clickedEl);
|
||
clickedEl.classList.add('code-annotation-active');
|
||
} else {
|
||
// Unselect the line
|
||
unselectCodeLines();
|
||
clickedEl.classList.remove('code-annotation-active');
|
||
}
|
||
});
|
||
}
|
||
const findCites = (el) => {
|
||
const parentEl = el.parentElement;
|
||
if (parentEl) {
|
||
const cites = parentEl.dataset.cites;
|
||
if (cites) {
|
||
return {
|
||
el,
|
||
cites: cites.split(' ')
|
||
};
|
||
} else {
|
||
return findCites(el.parentElement)
|
||
}
|
||
} else {
|
||
return undefined;
|
||
}
|
||
};
|
||
var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]');
|
||
for (var i=0; i<bibliorefs.length; i++) {
|
||
const ref = bibliorefs[i];
|
||
const citeInfo = findCites(ref);
|
||
if (citeInfo) {
|
||
tippyHover(citeInfo.el, function() {
|
||
var popup = window.document.createElement('div');
|
||
citeInfo.cites.forEach(function(cite) {
|
||
var citeDiv = window.document.createElement('div');
|
||
citeDiv.classList.add('hanging-indent');
|
||
citeDiv.classList.add('csl-entry');
|
||
var biblioDiv = window.document.getElementById('ref-' + cite);
|
||
if (biblioDiv) {
|
||
citeDiv.innerHTML = biblioDiv.innerHTML;
|
||
}
|
||
popup.appendChild(citeDiv);
|
||
});
|
||
return popup.innerHTML;
|
||
});
|
||
}
|
||
}
|
||
});
|
||
</script>
|
||
</div> <!-- /content -->
|
||
|
||
|
||
|
||
|
||
<footer class="footer"><div class="nav-footer"><div class="nav-footer-center"><div class="toc-actions d-sm-block d-md-none"><ul><li><a href="https://github.com/AnswerDotAI/llms-txt/issues/new" class="toc-action"><i class="bi bi-github"></i>Report an issue</a></li></ul></div></div></div></footer></body></html> |