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swarms/docs/site/swarms_tools/search/index.html

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<!doctype html>
<html lang="en" class="no-js">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width,initial-scale=1">
<meta name="description" content="The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework">
<meta name="author" content="Swarms">
<link rel="canonical" href="https://docs.swarms.world/swarms_tools/search/">
<link rel="prev" href="../finance/">
<link rel="next" href="../twitter/">
<link rel="icon" href="../../assets/images/favicon.png">
<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.15">
<title>Search - Swarms</title>
<link rel="stylesheet" href="../../assets/stylesheets/main.342714a4.min.css">
<link rel="stylesheet" href="../../assets/stylesheets/palette.06af60db.min.css">
<style>
/* Custom Footer Styling - Base */
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padding: 2.4rem 0 1.2rem;
border-top: 0.05rem solid var(--md-default-fg-color--lightest);
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padding: 0 1.2rem;
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gap: 2rem;
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border-top-color: #404040;
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color: #ffffff;
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color: #9ca3af;
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/* Responsive Design */
@media screen and (max-width: 76.1875em) {
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gap: 1.5rem;
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@media screen and (max-width: 59.9375em) {
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@media screen and (max-width: 44.9375em) {
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grid-template-columns: 1fr;
gap: 1.5rem;
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.md-footer-custom {
padding: 1.5rem 0 0.8rem;
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.md-footer-custom__inner {
padding: 0 1rem;
}
/* Company section mobile styles */
.md-footer-company__content {
flex-direction: column;
text-align: center;
gap: 1rem;
}
.md-footer-company__brand {
min-width: auto;
}
.md-footer-company__copyright {
text-align: center;
}
.md-footer-company__inner {
padding: 0 1rem;
}
}
</style>
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Fira+Sans:300,300i,400,400i,700,700i%7CFira+Code:400,400i,700,700i&display=fallback">
<style>:root{--md-text-font:"Fira Sans";--md-code-font:"Fira Code"}</style>
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<script>"undefined"!=typeof __md_analytics&&__md_analytics()</script>
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<body dir="ltr" data-md-color-scheme="default" data-md-color-primary="white" data-md-color-accent="white">
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<label class="md-overlay" for="__drawer"></label>
<div data-md-component="skip">
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</button>
<div style="text-align:center">
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</div>
</div>
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<nav class="md-header__inner md-grid" aria-label="Header">
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<div class="md-header__title" data-md-component="header-title">
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<div class="md-header__topic">
<span class="md-ellipsis">
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</div>
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<span class="md-ellipsis">
Search
</span>
</div>
</div>
</div>
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</nav>
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<div class="md-search__output">
<div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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<ol class="md-search-result__list" role="presentation"></ol>
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3. Google Search Tool
</span>
</a>
<nav class="md-nav" aria-label="3. Google Search Tool">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#class-websitechecker" class="md-nav__link">
<span class="md-ellipsis">
Class: WebsiteChecker
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#example-usage_2" class="md-nav__link">
<span class="md-ellipsis">
Example Usage:
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#features" class="md-nav__link">
<span class="md-ellipsis">
Features
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#dependencies" class="md-nav__link">
<span class="md-ellipsis">
Dependencies
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#error-handling" class="md-nav__link">
<span class="md-ellipsis">
Error Handling
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#output-format" class="md-nav__link">
<span class="md-ellipsis">
Output Format
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#best-practices" class="md-nav__link">
<span class="md-ellipsis">
Best Practices
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#limitations" class="md-nav__link">
<span class="md-ellipsis">
Limitations
</span>
</a>
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<li class="md-nav__item">
<a href="#support" class="md-nav__link">
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Support
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<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="search-tools-documentation">Search Tools Documentation<a class="headerlink" href="#search-tools-documentation" title="Permanent link">&para;</a></h1>
<p>This documentation covers the search tools available in the <code>swarms-tools</code> package.</p>
<h2 id="installation">Installation<a class="headerlink" href="#installation" title="Permanent link">&para;</a></h2>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>pip3<span class="w"> </span>install<span class="w"> </span>-U<span class="w"> </span>swarms-tools
</span></code></pre></div>
<h2 id="environment-variables-required">Environment Variables Required<a class="headerlink" href="#environment-variables-required" title="Permanent link">&para;</a></h2>
<p>Create a <code>.env</code> file in your project root with the following API keys:</p>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="c1"># Bing Search API</span>
</span><span id="__span-1-2"><a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="nv">BING_API_KEY</span><span class="o">=</span>your_bing_api_key
</span><span id="__span-1-3"><a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>
</span><span id="__span-1-4"><a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="c1"># Google Search API</span>
</span><span id="__span-1-5"><a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a><span class="nv">GOOGLE_API_KEY</span><span class="o">=</span>your_google_api_key
</span><span id="__span-1-6"><a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a><span class="nv">GOOGLE_CX</span><span class="o">=</span>your_google_cx_id
</span><span id="__span-1-7"><a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a><span class="nv">GEMINI_API_KEY</span><span class="o">=</span>your_gemini_api_key
</span><span id="__span-1-8"><a id="__codelineno-1-8" name="__codelineno-1-8" href="#__codelineno-1-8"></a>
</span><span id="__span-1-9"><a id="__codelineno-1-9" name="__codelineno-1-9" href="#__codelineno-1-9"></a><span class="c1"># Exa AI API</span>
</span><span id="__span-1-10"><a id="__codelineno-1-10" name="__codelineno-1-10" href="#__codelineno-1-10"></a><span class="nv">EXA_API_KEY</span><span class="o">=</span>your_exa_api_key
</span></code></pre></div>
<h2 id="tools-overview">Tools Overview<a class="headerlink" href="#tools-overview" title="Permanent link">&para;</a></h2>
<h3 id="1-bing-search-tool">1. Bing Search Tool<a class="headerlink" href="#1-bing-search-tool" title="Permanent link">&para;</a></h3>
<p>The Bing Search tool allows you to fetch web articles using the Bing Web Search API.</p>
<h4 id="function-fetch_web_articles_bing_api">Function: <code>fetch_web_articles_bing_api</code><a class="headerlink" href="#function-fetch_web_articles_bing_api" title="Permanent link">&para;</a></h4>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>query</td>
<td>str</td>
<td>Yes</td>
<td>The search query to retrieve articles</td>
</tr>
</tbody>
</table>
<h4 id="example-usage">Example Usage:<a class="headerlink" href="#example-usage" title="Permanent link">&para;</a></h4>
<div class="language-python highlight"><pre><span></span><code><span id="__span-2-1"><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms_tools.search</span><span class="w"> </span><span class="kn">import</span> <span class="n">fetch_web_articles_bing_api</span>
</span><span id="__span-2-2"><a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a>
</span><span id="__span-2-3"><a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="c1"># Fetch articles about AI</span>
</span><span id="__span-2-4"><a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="n">results</span> <span class="o">=</span> <span class="n">fetch_web_articles_bing_api</span><span class="p">(</span><span class="s2">&quot;swarms ai github&quot;</span><span class="p">)</span>
</span><span id="__span-2-5"><a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a><span class="nb">print</span><span class="p">(</span><span class="n">results</span><span class="p">)</span>
</span></code></pre></div>
<h3 id="2-exa-ai-search-tool">2. Exa AI Search Tool<a class="headerlink" href="#2-exa-ai-search-tool" title="Permanent link">&para;</a></h3>
<p>The Exa AI tool is designed for searching research papers and academic content.</p>
<h4 id="function-search_exa_ai">Function: <code>search_exa_ai</code><a class="headerlink" href="#function-search_exa_ai" title="Permanent link">&para;</a></h4>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Default</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>query</td>
<td>str</td>
<td>Yes</td>
<td>"Latest developments in LLM capabilities"</td>
<td>Search query</td>
</tr>
<tr>
<td>num_results</td>
<td>int</td>
<td>No</td>
<td>10</td>
<td>Number of results to return</td>
</tr>
<tr>
<td>auto_prompt</td>
<td>bool</td>
<td>No</td>
<td>True</td>
<td>Whether to use auto-prompting</td>
</tr>
<tr>
<td>include_domains</td>
<td>List[str]</td>
<td>No</td>
<td>["arxiv.org", "paperswithcode.com"]</td>
<td>Domains to include</td>
</tr>
<tr>
<td>exclude_domains</td>
<td>List[str]</td>
<td>No</td>
<td>[]</td>
<td>Domains to exclude</td>
</tr>
<tr>
<td>category</td>
<td>str</td>
<td>No</td>
<td>"research paper"</td>
<td>Category of search</td>
</tr>
</tbody>
</table>
<h4 id="example-usage_1">Example Usage:<a class="headerlink" href="#example-usage_1" title="Permanent link">&para;</a></h4>
<div class="language-python highlight"><pre><span></span><code><span id="__span-3-1"><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms_tools.search</span><span class="w"> </span><span class="kn">import</span> <span class="n">search_exa_ai</span>
</span><span id="__span-3-2"><a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a>
</span><span id="__span-3-3"><a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="c1"># Search for research papers</span>
</span><span id="__span-3-4"><a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="n">results</span> <span class="o">=</span> <span class="n">search_exa_ai</span><span class="p">(</span>
</span><span id="__span-3-5"><a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a> <span class="n">query</span><span class="o">=</span><span class="s2">&quot;Latest developments in LLM capabilities&quot;</span><span class="p">,</span>
</span><span id="__span-3-6"><a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a> <span class="n">num_results</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span>
</span><span id="__span-3-7"><a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a> <span class="n">include_domains</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;arxiv.org&quot;</span><span class="p">]</span>
</span><span id="__span-3-8"><a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a><span class="p">)</span>
</span><span id="__span-3-9"><a id="__codelineno-3-9" name="__codelineno-3-9" href="#__codelineno-3-9"></a><span class="nb">print</span><span class="p">(</span><span class="n">results</span><span class="p">)</span>
</span></code></pre></div>
<h3 id="3-google-search-tool">3. Google Search Tool<a class="headerlink" href="#3-google-search-tool" title="Permanent link">&para;</a></h3>
<p>A comprehensive search tool that uses Google Custom Search API and includes content extraction and summarization using Gemini.</p>
<h4 id="class-websitechecker">Class: <code>WebsiteChecker</code><a class="headerlink" href="#class-websitechecker" title="Permanent link">&para;</a></h4>
<table>
<thead>
<tr>
<th>Method</th>
<th>Parameters</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>search</td>
<td>query: str</td>
<td>Main search function that fetches, processes, and summarizes results</td>
</tr>
</tbody>
</table>
<h4 id="example-usage_2">Example Usage:<a class="headerlink" href="#example-usage_2" title="Permanent link">&para;</a></h4>
<div class="language-python highlight"><pre><span></span><code><span id="__span-4-1"><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms_tools.search</span><span class="w"> </span><span class="kn">import</span> <span class="n">WebsiteChecker</span>
</span><span id="__span-4-2"><a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a>
</span><span id="__span-4-3"><a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a><span class="c1"># Initialize with an agent (required for summarization)</span>
</span><span id="__span-4-4"><a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="n">checker</span> <span class="o">=</span> <span class="n">WebsiteChecker</span><span class="p">(</span><span class="n">agent</span><span class="o">=</span><span class="n">your_agent_function</span><span class="p">)</span>
</span><span id="__span-4-5"><a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a>
</span><span id="__span-4-6"><a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a><span class="c1"># Perform search</span>
</span><span id="__span-4-7"><a id="__codelineno-4-7" name="__codelineno-4-7" href="#__codelineno-4-7"></a><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">search_example</span><span class="p">():</span>
</span><span id="__span-4-8"><a id="__codelineno-4-8" name="__codelineno-4-8" href="#__codelineno-4-8"></a> <span class="n">results</span> <span class="o">=</span> <span class="k">await</span> <span class="n">checker</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="s2">&quot;who won elections 2024 us&quot;</span><span class="p">)</span>
</span><span id="__span-4-9"><a id="__codelineno-4-9" name="__codelineno-4-9" href="#__codelineno-4-9"></a> <span class="nb">print</span><span class="p">(</span><span class="n">results</span><span class="p">)</span>
</span><span id="__span-4-10"><a id="__codelineno-4-10" name="__codelineno-4-10" href="#__codelineno-4-10"></a>
</span><span id="__span-4-11"><a id="__codelineno-4-11" name="__codelineno-4-11" href="#__codelineno-4-11"></a><span class="c1"># For synchronous usage</span>
</span><span id="__span-4-12"><a id="__codelineno-4-12" name="__codelineno-4-12" href="#__codelineno-4-12"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms_tools.search</span><span class="w"> </span><span class="kn">import</span> <span class="n">search</span>
</span><span id="__span-4-13"><a id="__codelineno-4-13" name="__codelineno-4-13" href="#__codelineno-4-13"></a>
</span><span id="__span-4-14"><a id="__codelineno-4-14" name="__codelineno-4-14" href="#__codelineno-4-14"></a><span class="n">results</span> <span class="o">=</span> <span class="n">search</span><span class="p">(</span><span class="s2">&quot;who won elections 2024 us&quot;</span><span class="p">,</span> <span class="n">agent</span><span class="o">=</span><span class="n">your_agent_function</span><span class="p">)</span>
</span><span id="__span-4-15"><a id="__codelineno-4-15" name="__codelineno-4-15" href="#__codelineno-4-15"></a><span class="nb">print</span><span class="p">(</span><span class="n">results</span><span class="p">)</span>
</span></code></pre></div>
<h2 id="features">Features<a class="headerlink" href="#features" title="Permanent link">&para;</a></h2>
<ul>
<li><strong>Bing Search</strong>: Fetch and parse web articles with structured output</li>
<li><strong>Exa AI</strong>: Specialized academic and research paper search</li>
<li><strong>Google Search</strong>: </li>
<li>Custom search with content extraction</li>
<li>Concurrent URL processing</li>
<li>Content summarization using Gemini</li>
<li>Progress tracking</li>
<li>Automatic retry mechanisms</li>
<li>Results saved to JSON</li>
</ul>
<h2 id="dependencies">Dependencies<a class="headerlink" href="#dependencies" title="Permanent link">&para;</a></h2>
<p>The tools automatically handle dependency installation, but here are the main requirements:</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-5-1"><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="n">aiohttp</span>
</span><span id="__span-5-2"><a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a><span class="n">asyncio</span>
</span><span id="__span-5-3"><a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a><span class="n">beautifulsoup4</span>
</span><span id="__span-5-4"><a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a><span class="n">google</span><span class="o">-</span><span class="n">generativeai</span>
</span><span id="__span-5-5"><a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a><span class="n">html2text</span>
</span><span id="__span-5-6"><a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a><span class="n">playwright</span>
</span><span id="__span-5-7"><a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a><span class="n">python</span><span class="o">-</span><span class="n">dotenv</span>
</span><span id="__span-5-8"><a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a><span class="n">rich</span>
</span><span id="__span-5-9"><a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a><span class="n">tenacity</span>
</span></code></pre></div>
<h2 id="error-handling">Error Handling<a class="headerlink" href="#error-handling" title="Permanent link">&para;</a></h2>
<p>All tools include robust error handling:
- Automatic retries for failed requests
- Timeout handling
- Rate limiting consideration
- Detailed error messages</p>
<h2 id="output-format">Output Format<a class="headerlink" href="#output-format" title="Permanent link">&para;</a></h2>
<p>Each tool provides structured output:</p>
<ul>
<li><strong>Bing Search</strong>: Returns formatted string with article details</li>
<li><strong>Exa AI</strong>: Returns JSON response with search results</li>
<li><strong>Google Search</strong>: Returns summarized content with sections:</li>
<li>Key Findings</li>
<li>Important Details</li>
<li>Sources</li>
</ul>
<h2 id="best-practices">Best Practices<a class="headerlink" href="#best-practices" title="Permanent link">&para;</a></h2>
<ol>
<li>Always store API keys in environment variables</li>
<li>Use appropriate error handling</li>
<li>Consider rate limits of the APIs</li>
<li>Cache results when appropriate</li>
<li>Monitor API usage and costs</li>
</ol>
<h2 id="limitations">Limitations<a class="headerlink" href="#limitations" title="Permanent link">&para;</a></h2>
<ul>
<li>Bing Search: Limited to 4 articles per query</li>
<li>Exa AI: Focused on academic content</li>
<li>Google Search: Requires Gemini API for summarization</li>
</ul>
<h2 id="support">Support<a class="headerlink" href="#support" title="Permanent link">&para;</a></h2>
<p>For issues and feature requests, please visit the <a href="https://github.com/swarms-tools">GitHub repository</a>. </p>
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