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<h1 id="environment-setup-guide-for-swarms-contributors">Environment Setup Guide for Swarms Contributors<a class="headerlink" href="#environment-setup-guide-for-swarms-contributors" title="Permanent link">&para;</a></h1>
<p>Welcome to the Swarms development environment setup guide! This comprehensive guide will walk you through setting up your development environment from scratch, whether you're a first-time contributor or an experienced developer.</p>
<div class="admonition success">
<p class="admonition-title">🚀 One-Click Setup (Recommended)</p>
<p><strong>New!</strong> Use our automated setup script that handles everything:
<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>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/kyegomez/swarms.git
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="nb">cd</span><span class="w"> </span>swarms
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>chmod<span class="w"> </span>+x<span class="w"> </span>scripts/setup.sh
</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a>./scripts/setup.sh
</span></code></pre></div>
This script automatically installs Poetry, creates a virtual environment, installs all dependencies, sets up pre-commit hooks, and more!</p>
</div>
<div class="admonition info">
<p class="admonition-title">Manual Setup</p>
<p><strong>Alternative</strong>: For manual control, install Python 3.10+, Git, and Poetry, then run:
<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>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/kyegomez/swarms.git
</span><span id="__span-1-2"><a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="nb">cd</span><span class="w"> </span>swarms
</span><span id="__span-1-3"><a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>poetry<span class="w"> </span>install<span class="w"> </span>--with<span class="w"> </span>dev
</span></code></pre></div></p>
</div>
<hr />
<h2 id="prerequisites"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M16.5 11 13 7.5l1.4-1.4 2.1 2.1L20.7 4l1.4 1.4zM11 7H2v2h9zm10 6.4L19.6 12 17 14.6 14.4 12 13 13.4l2.6 2.6-2.6 2.6 1.4 1.4 2.6-2.6 2.6 2.6 1.4-1.4-2.6-2.6zM11 15H2v2h9z"/></svg></span> Prerequisites<a class="headerlink" href="#prerequisites" title="Permanent link">&para;</a></h2>
<p>Before setting up your development environment, ensure you have the following installed:</p>
<h3 id="system-requirements">System Requirements<a class="headerlink" href="#system-requirements" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Tool</th>
<th>Version</th>
<th>Purpose</th>
</tr>
</thead>
<tbody>
<tr>
<td><strong>Python</strong></td>
<td>3.10+</td>
<td>Core runtime</td>
</tr>
<tr>
<td><strong>Git</strong></td>
<td>2.30+</td>
<td>Version control</td>
</tr>
<tr>
<td><strong>Poetry</strong></td>
<td>1.4+</td>
<td>Dependency management (recommended)</td>
</tr>
<tr>
<td><strong>Node.js</strong></td>
<td>16+</td>
<td>Documentation tools (optional)</td>
</tr>
</tbody>
</table>
<h3 id="operating-system-support">Operating System Support<a class="headerlink" href="#operating-system-support" title="Permanent link">&para;</a></h3>
<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="operating-system-support-macos" name="__tabbed_1" type="radio" /><input id="operating-system-support-ubuntudebian" name="__tabbed_1" type="radio" /><input id="operating-system-support-windows" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="operating-system-support-macos">macOS</label><label for="operating-system-support-ubuntudebian">Ubuntu/Debian</label><label for="operating-system-support-windows">Windows</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<div class="language-bash 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="c1"># Install Homebrew if not already installed</span>
</span><span id="__span-2-2"><a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a>/bin/bash<span class="w"> </span>-c<span class="w"> </span><span class="s2">&quot;</span><span class="k">$(</span>curl<span class="w"> </span>-fsSL<span class="w"> </span>https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh<span class="k">)</span><span class="s2">&quot;</span>
</span><span id="__span-2-3"><a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a>
</span><span id="__span-2-4"><a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="c1"># Install prerequisites</span>
</span><span id="__span-2-5"><a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a>brew<span class="w"> </span>install<span class="w"> </span>python@3.10<span class="w"> </span>git<span class="w"> </span>poetry<span class="w"> </span>node
</span></code></pre></div>
</div>
<div class="tabbed-block">
<div class="language-bash 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="c1"># Update package list</span>
</span><span id="__span-3-2"><a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a>sudo<span class="w"> </span>apt<span class="w"> </span>update
</span><span id="__span-3-3"><a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a>
</span><span id="__span-3-4"><a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="c1"># Install Python 3.10 and pip</span>
</span><span id="__span-3-5"><a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a>sudo<span class="w"> </span>apt<span class="w"> </span>install<span class="w"> </span>python3.10<span class="w"> </span>python3.10-venv<span class="w"> </span>python3-pip<span class="w"> </span>git<span class="w"> </span>curl
</span><span id="__span-3-6"><a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a>
</span><span id="__span-3-7"><a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a><span class="c1"># Install Poetry</span>
</span><span id="__span-3-8"><a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a>curl<span class="w"> </span>-sSL<span class="w"> </span>https://install.python-poetry.org<span class="w"> </span><span class="p">|</span><span class="w"> </span>python3<span class="w"> </span>-
</span><span id="__span-3-9"><a id="__codelineno-3-9" name="__codelineno-3-9" href="#__codelineno-3-9"></a>
</span><span id="__span-3-10"><a id="__codelineno-3-10" name="__codelineno-3-10" href="#__codelineno-3-10"></a><span class="c1"># Add Poetry to PATH</span>
</span><span id="__span-3-11"><a id="__codelineno-3-11" name="__codelineno-3-11" href="#__codelineno-3-11"></a><span class="nb">export</span><span class="w"> </span><span class="nv">PATH</span><span class="o">=</span><span class="s2">&quot;</span><span class="nv">$HOME</span><span class="s2">/.local/bin:</span><span class="nv">$PATH</span><span class="s2">&quot;</span>
</span><span id="__span-3-12"><a id="__codelineno-3-12" name="__codelineno-3-12" href="#__codelineno-3-12"></a><span class="nb">echo</span><span class="w"> </span><span class="s1">&#39;export PATH=&quot;$HOME/.local/bin:$PATH&quot;&#39;</span><span class="w"> </span>&gt;&gt;<span class="w"> </span>~/.bashrc
</span></code></pre></div>
</div>
<div class="tabbed-block">
<ol>
<li><strong>Install Python 3.10+</strong> from <a href="https://python.org/downloads/">python.org</a></li>
<li><strong>Install Git</strong> from <a href="https://git-scm.com/download/win">git-scm.com</a></li>
<li><strong>Install Poetry</strong> using PowerShell:
<div class="language-powershell 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="p">(</span><span class="nb">Invoke-WebRequest</span> <span class="n">-Uri</span> <span class="n">https</span><span class="p">://</span><span class="n">install</span><span class="p">.</span><span class="n">python-poetry</span><span class="p">.</span><span class="n">org</span> <span class="n">-UseBasicParsing</span><span class="p">).</span><span class="n">Content</span> <span class="p">|</span> <span class="n">python</span> <span class="p">-</span>
</span></code></pre></div></li>
</ol>
</div>
</div>
</div>
<hr />
<h2 id="automated-setup-recommended"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M7.5 5.6 5 7l1.4-2.5L5 2l2.5 1.4L10 2 8.6 4.5 10 7zm12 9.8L22 14l-1.4 2.5L22 19l-2.5-1.4L17 19l1.4-2.5L17 14zM22 2l-1.4 2.5L22 7l-2.5-1.4L17 7l1.4-2.5L17 2l2.5 1.4zm-8.66 10.78 2.44-2.44-2.12-2.12-2.44 2.44zm1.03-5.49 2.34 2.34c.39.37.39 1.02 0 1.41L5.04 22.71c-.39.39-1.04.39-1.41 0l-2.34-2.34c-.39-.37-.39-1.02 0-1.41L12.96 7.29c.39-.39 1.04-.39 1.41 0"/></svg></span> Automated Setup (Recommended)<a class="headerlink" href="#automated-setup-recommended" title="Permanent link">&para;</a></h2>
<p>We provide a comprehensive setup script that automates the entire development environment setup process. This is the <strong>recommended approach</strong> for new contributors.</p>
<h3 id="what-the-setup-script-does">What the Setup Script Does<a class="headerlink" href="#what-the-setup-script-does" title="Permanent link">&para;</a></h3>
<p>The <code>scripts/setup.sh</code> script automatically handles:</p>
<ul>
<li>✅ <strong>Python Version Check</strong>: Verifies Python 3.10+ is installed</li>
<li>✅ <strong>Poetry Installation</strong>: Installs Poetry if not present</li>
<li>✅ <strong>Virtual Environment</strong>: Creates and configures a project-specific virtual environment</li>
<li>✅ <strong>Dependencies</strong>: Installs all main, development, lint, and test dependencies</li>
<li>✅ <strong>Pre-commit Hooks</strong>: Sets up and installs pre-commit hooks for code quality</li>
<li>✅ <strong>Environment Template</strong>: Creates a <code>.env</code> file template with common variables</li>
<li>✅ <strong>Verification</strong>: Runs initial setup verification checks</li>
<li>✅ <strong>Helpful Output</strong>: Provides colored output and next steps</li>
</ul>
<h3 id="running-the-automated-setup">Running the Automated Setup<a class="headerlink" href="#running-the-automated-setup" title="Permanent link">&para;</a></h3>
<div class="language-bash 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="c1"># Clone the repository</span>
</span><span id="__span-5-2"><a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/kyegomez/swarms.git
</span><span id="__span-5-3"><a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a><span class="nb">cd</span><span class="w"> </span>swarms
</span><span id="__span-5-4"><a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a>
</span><span id="__span-5-5"><a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a><span class="c1"># Make the script executable and run it</span>
</span><span id="__span-5-6"><a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a>chmod<span class="w"> </span>+x<span class="w"> </span>scripts/setup.sh
</span><span id="__span-5-7"><a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a>./scripts/setup.sh
</span></code></pre></div>
<h3 id="script-features">Script Features<a class="headerlink" href="#script-features" title="Permanent link">&para;</a></h3>
<div class="tabbed-set tabbed-alternate" data-tabs="2:4"><input checked="checked" id="script-features--smart-detection" name="__tabbed_2" type="radio" /><input id="script-features--comprehensive-setup" name="__tabbed_2" type="radio" /><input id="script-features--environment-template" name="__tabbed_2" type="radio" /><input id="script-features--helpful-guidance" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="script-features--smart-detection">🎯 Smart Detection</label><label for="script-features--comprehensive-setup">🔧 Comprehensive Setup</label><label for="script-features--environment-template">📋 Environment Template</label><label for="script-features--helpful-guidance">💡 Helpful Guidance</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<p>The script intelligently detects your system state:
- Checks if Poetry is already installed
- Verifies Python version compatibility
- Detects existing virtual environments
- Checks for Git repository status</p>
</div>
<div class="tabbed-block">
<p>Installs everything you need:
<div class="language-bash highlight"><pre><span></span><code><span id="__span-6-1"><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="c1"># All dependency groups</span>
</span><span id="__span-6-2"><a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a>poetry<span class="w"> </span>install<span class="w"> </span>--with<span class="w"> </span>dev,lint,test
</span><span id="__span-6-3"><a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a>
</span><span id="__span-6-4"><a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a><span class="c1"># Pre-commit hooks</span>
</span><span id="__span-6-5"><a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a>pre-commit<span class="w"> </span>install
</span><span id="__span-6-6"><a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a>pre-commit<span class="w"> </span>install<span class="w"> </span>--hook-type<span class="w"> </span>commit-msg
</span><span id="__span-6-7"><a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a>
</span><span id="__span-6-8"><a id="__codelineno-6-8" name="__codelineno-6-8" href="#__codelineno-6-8"></a><span class="c1"># Initial verification run</span>
</span><span id="__span-6-9"><a id="__codelineno-6-9" name="__codelineno-6-9" href="#__codelineno-6-9"></a>pre-commit<span class="w"> </span>run<span class="w"> </span>--all-files
</span></code></pre></div></p>
</div>
<div class="tabbed-block">
<p>Creates a starter <code>.env</code> file:
<div class="language-bash highlight"><pre><span></span><code><span id="__span-7-1"><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="c1"># Generated .env template</span>
</span><span id="__span-7-2"><a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a><span class="nv">OPENAI_API_KEY</span><span class="o">=</span>your_openai_api_key_here
</span><span id="__span-7-3"><a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a><span class="nv">ANTHROPIC_API_KEY</span><span class="o">=</span>your_anthropic_key_here
</span><span id="__span-7-4"><a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a><span class="nv">LOG_LEVEL</span><span class="o">=</span>INFO
</span><span id="__span-7-5"><a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a><span class="nv">DEVELOPMENT</span><span class="o">=</span><span class="nb">true</span>
</span></code></pre></div></p>
</div>
<div class="tabbed-block">
<p>Provides next steps and useful commands:
- How to activate the virtual environment
- Essential Poetry commands
- Testing and development workflow
- Troubleshooting tips</p>
</div>
</div>
</div>
<h3 id="when-to-use-manual-setup">When to Use Manual Setup<a class="headerlink" href="#when-to-use-manual-setup" title="Permanent link">&para;</a></h3>
<p>Use the manual setup approach if you:
- Want full control over each step
- Have specific system requirements
- Are troubleshooting installation issues
- Prefer to understand each component</p>
<hr />
<h2 id="repository-setup"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M2.6 10.59 8.38 4.8l1.69 1.7c-.24.85.15 1.78.93 2.23v5.54c-.6.34-1 .99-1 1.73a2 2 0 0 0 2 2 2 2 0 0 0 2-2c0-.74-.4-1.39-1-1.73V9.41l2.07 2.09c-.07.15-.07.32-.07.5a2 2 0 0 0 2 2 2 2 0 0 0 2-2 2 2 0 0 0-2-2c-.18 0-.35 0-.5.07L13.93 7.5a1.98 1.98 0 0 0-1.15-2.34c-.43-.16-.88-.2-1.28-.09L9.8 3.38l.79-.78c.78-.79 2.04-.79 2.82 0l7.99 7.99c.79.78.79 2.04 0 2.82l-7.99 7.99c-.78.79-2.04.79-2.82 0L2.6 13.41c-.79-.78-.79-2.04 0-2.82"/></svg></span> Repository Setup<a class="headerlink" href="#repository-setup" title="Permanent link">&para;</a></h2>
<h3 id="step-1-fork-and-clone">Step 1: Fork and Clone<a class="headerlink" href="#step-1-fork-and-clone" title="Permanent link">&para;</a></h3>
<ol>
<li>
<p><strong>Fork the repository</strong> on GitHub: <a href="https://github.com/kyegomez/swarms">github.com/kyegomez/swarms</a></p>
</li>
<li>
<p><strong>Clone your fork</strong>:
<div class="language-bash highlight"><pre><span></span><code><span id="__span-8-1"><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/YOUR_USERNAME/swarms.git
</span><span id="__span-8-2"><a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a><span class="nb">cd</span><span class="w"> </span>swarms
</span></code></pre></div></p>
</li>
<li>
<p><strong>Add upstream remote</strong>:
<div class="language-bash highlight"><pre><span></span><code><span id="__span-9-1"><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a>git<span class="w"> </span>remote<span class="w"> </span>add<span class="w"> </span>upstream<span class="w"> </span>https://github.com/kyegomez/swarms.git
</span></code></pre></div></p>
</li>
<li>
<p><strong>Verify remotes</strong>:
<div class="language-bash highlight"><pre><span></span><code><span id="__span-10-1"><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a>git<span class="w"> </span>remote<span class="w"> </span>-v
</span><span id="__span-10-2"><a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a><span class="c1"># origin https://github.com/YOUR_USERNAME/swarms.git (fetch)</span>
</span><span id="__span-10-3"><a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a><span class="c1"># origin https://github.com/YOUR_USERNAME/swarms.git (push)</span>
</span><span id="__span-10-4"><a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a><span class="c1"># upstream https://github.com/kyegomez/swarms.git (fetch)</span>
</span><span id="__span-10-5"><a id="__codelineno-10-5" name="__codelineno-10-5" href="#__codelineno-10-5"></a><span class="c1"># upstream https://github.com/kyegomez/swarms.git (push)</span>
</span></code></pre></div></p>
</li>
</ol>
<hr />
<h2 id="dependency-management"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M2 10.96a.985.985 0 0 1-.37-1.37L3.13 7c.11-.2.28-.34.47-.42l7.83-4.4c.16-.12.36-.18.57-.18s.41.06.57.18l7.9 4.44c.19.1.35.26.44.46l1.45 2.52c.28.48.11 1.09-.36 1.36l-1 .58v4.96c0 .38-.21.71-.53.88l-7.9 4.44c-.16.12-.36.18-.57.18s-.41-.06-.57-.18l-7.9-4.44A.99.99 0 0 1 3 16.5v-5.54c-.3.17-.68.18-1 0m10-6.81v6.7l5.96-3.35zM5 15.91l6 3.38v-6.71L5 9.21zm14 0v-3.22l-5 2.9c-.33.18-.7.17-1 .01v3.69zm-5.15-2.55 6.28-3.63-.58-1.01-6.28 3.63z"/></svg></span> Dependency Management<a class="headerlink" href="#dependency-management" title="Permanent link">&para;</a></h2>
<p>Choose your preferred method for managing dependencies:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="3:2"><input checked="checked" id="dependency-management-poetry-recommended" name="__tabbed_3" type="radio" /><input id="dependency-management-pip--venv" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="dependency-management-poetry-recommended">Poetry (Recommended)</label><label for="dependency-management-pip--venv">pip + venv</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<p>Poetry provides superior dependency resolution and virtual environment management.</p>
<h3 id="installation">Installation<a class="headerlink" href="#installation" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-11-1"><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a><span class="c1"># Navigate to project directory</span>
</span><span id="__span-11-2"><a id="__codelineno-11-2" name="__codelineno-11-2" href="#__codelineno-11-2"></a><span class="nb">cd</span><span class="w"> </span>swarms
</span><span id="__span-11-3"><a id="__codelineno-11-3" name="__codelineno-11-3" href="#__codelineno-11-3"></a>
</span><span id="__span-11-4"><a id="__codelineno-11-4" name="__codelineno-11-4" href="#__codelineno-11-4"></a><span class="c1"># Install all dependencies including development tools</span>
</span><span id="__span-11-5"><a id="__codelineno-11-5" name="__codelineno-11-5" href="#__codelineno-11-5"></a>poetry<span class="w"> </span>install<span class="w"> </span>--with<span class="w"> </span>dev,lint,test
</span><span id="__span-11-6"><a id="__codelineno-11-6" name="__codelineno-11-6" href="#__codelineno-11-6"></a>
</span><span id="__span-11-7"><a id="__codelineno-11-7" name="__codelineno-11-7" href="#__codelineno-11-7"></a><span class="c1"># Activate the virtual environment</span>
</span><span id="__span-11-8"><a id="__codelineno-11-8" name="__codelineno-11-8" href="#__codelineno-11-8"></a>poetry<span class="w"> </span>shell
</span></code></pre></div>
<h3 id="useful-poetry-commands">Useful Poetry Commands<a class="headerlink" href="#useful-poetry-commands" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-12-1"><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a><span class="c1"># Add a new dependency</span>
</span><span id="__span-12-2"><a id="__codelineno-12-2" name="__codelineno-12-2" href="#__codelineno-12-2"></a>poetry<span class="w"> </span>add<span class="w"> </span>package_name
</span><span id="__span-12-3"><a id="__codelineno-12-3" name="__codelineno-12-3" href="#__codelineno-12-3"></a>
</span><span id="__span-12-4"><a id="__codelineno-12-4" name="__codelineno-12-4" href="#__codelineno-12-4"></a><span class="c1"># Add a development dependency</span>
</span><span id="__span-12-5"><a id="__codelineno-12-5" name="__codelineno-12-5" href="#__codelineno-12-5"></a>poetry<span class="w"> </span>add<span class="w"> </span>--group<span class="w"> </span>dev<span class="w"> </span>package_name
</span><span id="__span-12-6"><a id="__codelineno-12-6" name="__codelineno-12-6" href="#__codelineno-12-6"></a>
</span><span id="__span-12-7"><a id="__codelineno-12-7" name="__codelineno-12-7" href="#__codelineno-12-7"></a><span class="c1"># Update dependencies</span>
</span><span id="__span-12-8"><a id="__codelineno-12-8" name="__codelineno-12-8" href="#__codelineno-12-8"></a>poetry<span class="w"> </span>update
</span><span id="__span-12-9"><a id="__codelineno-12-9" name="__codelineno-12-9" href="#__codelineno-12-9"></a>
</span><span id="__span-12-10"><a id="__codelineno-12-10" name="__codelineno-12-10" href="#__codelineno-12-10"></a><span class="c1"># Show dependency tree</span>
</span><span id="__span-12-11"><a id="__codelineno-12-11" name="__codelineno-12-11" href="#__codelineno-12-11"></a>poetry<span class="w"> </span>show<span class="w"> </span>--tree
</span><span id="__span-12-12"><a id="__codelineno-12-12" name="__codelineno-12-12" href="#__codelineno-12-12"></a>
</span><span id="__span-12-13"><a id="__codelineno-12-13" name="__codelineno-12-13" href="#__codelineno-12-13"></a><span class="c1"># Run commands in the virtual environment</span>
</span><span id="__span-12-14"><a id="__codelineno-12-14" name="__codelineno-12-14" href="#__codelineno-12-14"></a>poetry<span class="w"> </span>run<span class="w"> </span>python<span class="w"> </span>your_script.py
</span></code></pre></div>
</div>
<div class="tabbed-block">
<p>Traditional pip-based setup with virtual environments.</p>
<h3 id="installation_1">Installation<a class="headerlink" href="#installation_1" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-13-1"><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a><span class="c1"># Navigate to project directory</span>
</span><span id="__span-13-2"><a id="__codelineno-13-2" name="__codelineno-13-2" href="#__codelineno-13-2"></a><span class="nb">cd</span><span class="w"> </span>swarms
</span><span id="__span-13-3"><a id="__codelineno-13-3" name="__codelineno-13-3" href="#__codelineno-13-3"></a>
</span><span id="__span-13-4"><a id="__codelineno-13-4" name="__codelineno-13-4" href="#__codelineno-13-4"></a><span class="c1"># Create virtual environment</span>
</span><span id="__span-13-5"><a id="__codelineno-13-5" name="__codelineno-13-5" href="#__codelineno-13-5"></a>python<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>venv
</span><span id="__span-13-6"><a id="__codelineno-13-6" name="__codelineno-13-6" href="#__codelineno-13-6"></a>
</span><span id="__span-13-7"><a id="__codelineno-13-7" name="__codelineno-13-7" href="#__codelineno-13-7"></a><span class="c1"># Activate virtual environment</span>
</span><span id="__span-13-8"><a id="__codelineno-13-8" name="__codelineno-13-8" href="#__codelineno-13-8"></a><span class="c1"># On macOS/Linux:</span>
</span><span id="__span-13-9"><a id="__codelineno-13-9" name="__codelineno-13-9" href="#__codelineno-13-9"></a><span class="nb">source</span><span class="w"> </span>venv/bin/activate
</span><span id="__span-13-10"><a id="__codelineno-13-10" name="__codelineno-13-10" href="#__codelineno-13-10"></a><span class="c1"># On Windows:</span>
</span><span id="__span-13-11"><a id="__codelineno-13-11" name="__codelineno-13-11" href="#__codelineno-13-11"></a>venv<span class="se">\S</span>cripts<span class="se">\a</span>ctivate
</span><span id="__span-13-12"><a id="__codelineno-13-12" name="__codelineno-13-12" href="#__codelineno-13-12"></a>
</span><span id="__span-13-13"><a id="__codelineno-13-13" name="__codelineno-13-13" href="#__codelineno-13-13"></a><span class="c1"># Upgrade pip</span>
</span><span id="__span-13-14"><a id="__codelineno-13-14" name="__codelineno-13-14" href="#__codelineno-13-14"></a>pip<span class="w"> </span>install<span class="w"> </span>--upgrade<span class="w"> </span>pip
</span><span id="__span-13-15"><a id="__codelineno-13-15" name="__codelineno-13-15" href="#__codelineno-13-15"></a>
</span><span id="__span-13-16"><a id="__codelineno-13-16" name="__codelineno-13-16" href="#__codelineno-13-16"></a><span class="c1"># Install core dependencies</span>
</span><span id="__span-13-17"><a id="__codelineno-13-17" name="__codelineno-13-17" href="#__codelineno-13-17"></a>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
</span><span id="__span-13-18"><a id="__codelineno-13-18" name="__codelineno-13-18" href="#__codelineno-13-18"></a>
</span><span id="__span-13-19"><a id="__codelineno-13-19" name="__codelineno-13-19" href="#__codelineno-13-19"></a><span class="c1"># Install documentation dependencies (optional)</span>
</span><span id="__span-13-20"><a id="__codelineno-13-20" name="__codelineno-13-20" href="#__codelineno-13-20"></a>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>docs/requirements.txt
</span></code></pre></div>
</div>
</div>
</div>
<hr />
<h2 id="development-tools-setup"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m21.71 20.29-1.42 1.42a1 1 0 0 1-1.41 0L7 9.85A3.8 3.8 0 0 1 6 10a4 4 0 0 1-3.78-5.3l2.54 2.54.53-.53 1.42-1.42.53-.53L4.7 2.22A4 4 0 0 1 10 6a3.8 3.8 0 0 1-.15 1l11.86 11.88a1 1 0 0 1 0 1.41M2.29 18.88a1 1 0 0 0 0 1.41l1.42 1.42a1 1 0 0 0 1.41 0l5.47-5.46-2.83-2.83M20 2l-4 2v2l-2.17 2.17 2 2L18 8h2l2-4Z"/></svg></span> Development Tools Setup<a class="headerlink" href="#development-tools-setup" title="Permanent link">&para;</a></h2>
<h3 id="code-quality-tools">Code Quality Tools<a class="headerlink" href="#code-quality-tools" title="Permanent link">&para;</a></h3>
<p>Swarms uses several tools to maintain code quality:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="code-quality-tools-formatting" name="__tabbed_4" type="radio" /><input id="code-quality-tools-linting" name="__tabbed_4" type="radio" /><input id="code-quality-tools-type-checking" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="code-quality-tools-formatting">Formatting</label><label for="code-quality-tools-linting">Linting</label><label for="code-quality-tools-type-checking">Type Checking</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<p><strong>Black</strong> - Code formatter
<div class="language-bash highlight"><pre><span></span><code><span id="__span-14-1"><a id="__codelineno-14-1" name="__codelineno-14-1" href="#__codelineno-14-1"></a><span class="c1"># Format code</span>
</span><span id="__span-14-2"><a id="__codelineno-14-2" name="__codelineno-14-2" href="#__codelineno-14-2"></a>poetry<span class="w"> </span>run<span class="w"> </span>black<span class="w"> </span>swarms/
</span><span id="__span-14-3"><a id="__codelineno-14-3" name="__codelineno-14-3" href="#__codelineno-14-3"></a><span class="c1"># or with pip:</span>
</span><span id="__span-14-4"><a id="__codelineno-14-4" name="__codelineno-14-4" href="#__codelineno-14-4"></a>black<span class="w"> </span>swarms/
</span><span id="__span-14-5"><a id="__codelineno-14-5" name="__codelineno-14-5" href="#__codelineno-14-5"></a>
</span><span id="__span-14-6"><a id="__codelineno-14-6" name="__codelineno-14-6" href="#__codelineno-14-6"></a><span class="c1"># Check formatting without making changes</span>
</span><span id="__span-14-7"><a id="__codelineno-14-7" name="__codelineno-14-7" href="#__codelineno-14-7"></a>black<span class="w"> </span>swarms/<span class="w"> </span>--check<span class="w"> </span>--diff
</span></code></pre></div></p>
</div>
<div class="tabbed-block">
<p><strong>Ruff</strong> - Fast Python linter
<div class="language-bash highlight"><pre><span></span><code><span id="__span-15-1"><a id="__codelineno-15-1" name="__codelineno-15-1" href="#__codelineno-15-1"></a><span class="c1"># Run linter</span>
</span><span id="__span-15-2"><a id="__codelineno-15-2" name="__codelineno-15-2" href="#__codelineno-15-2"></a>poetry<span class="w"> </span>run<span class="w"> </span>ruff<span class="w"> </span>check<span class="w"> </span>swarms/
</span><span id="__span-15-3"><a id="__codelineno-15-3" name="__codelineno-15-3" href="#__codelineno-15-3"></a><span class="c1"># or with pip:</span>
</span><span id="__span-15-4"><a id="__codelineno-15-4" name="__codelineno-15-4" href="#__codelineno-15-4"></a>ruff<span class="w"> </span>check<span class="w"> </span>swarms/
</span><span id="__span-15-5"><a id="__codelineno-15-5" name="__codelineno-15-5" href="#__codelineno-15-5"></a>
</span><span id="__span-15-6"><a id="__codelineno-15-6" name="__codelineno-15-6" href="#__codelineno-15-6"></a><span class="c1"># Auto-fix issues</span>
</span><span id="__span-15-7"><a id="__codelineno-15-7" name="__codelineno-15-7" href="#__codelineno-15-7"></a>ruff<span class="w"> </span>check<span class="w"> </span>swarms/<span class="w"> </span>--fix
</span></code></pre></div></p>
</div>
<div class="tabbed-block">
<p><strong>MyPy</strong> - Static type checker
<div class="language-bash highlight"><pre><span></span><code><span id="__span-16-1"><a id="__codelineno-16-1" name="__codelineno-16-1" href="#__codelineno-16-1"></a><span class="c1"># Run type checking</span>
</span><span id="__span-16-2"><a id="__codelineno-16-2" name="__codelineno-16-2" href="#__codelineno-16-2"></a>poetry<span class="w"> </span>run<span class="w"> </span>mypy<span class="w"> </span>swarms/
</span><span id="__span-16-3"><a id="__codelineno-16-3" name="__codelineno-16-3" href="#__codelineno-16-3"></a><span class="c1"># or with pip:</span>
</span><span id="__span-16-4"><a id="__codelineno-16-4" name="__codelineno-16-4" href="#__codelineno-16-4"></a>mypy<span class="w"> </span>swarms/
</span></code></pre></div></p>
</div>
</div>
</div>
<h3 id="pre-commit-hooks-optional-but-recommended">Pre-commit Hooks (Optional but Recommended)<a class="headerlink" href="#pre-commit-hooks-optional-but-recommended" title="Permanent link">&para;</a></h3>
<p>Set up pre-commit hooks to automatically run quality checks:</p>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-17-1"><a id="__codelineno-17-1" name="__codelineno-17-1" href="#__codelineno-17-1"></a><span class="c1"># Install pre-commit</span>
</span><span id="__span-17-2"><a id="__codelineno-17-2" name="__codelineno-17-2" href="#__codelineno-17-2"></a>poetry<span class="w"> </span>add<span class="w"> </span>--group<span class="w"> </span>dev<span class="w"> </span>pre-commit
</span><span id="__span-17-3"><a id="__codelineno-17-3" name="__codelineno-17-3" href="#__codelineno-17-3"></a><span class="c1"># or with pip:</span>
</span><span id="__span-17-4"><a id="__codelineno-17-4" name="__codelineno-17-4" href="#__codelineno-17-4"></a>pip<span class="w"> </span>install<span class="w"> </span>pre-commit
</span><span id="__span-17-5"><a id="__codelineno-17-5" name="__codelineno-17-5" href="#__codelineno-17-5"></a>
</span><span id="__span-17-6"><a id="__codelineno-17-6" name="__codelineno-17-6" href="#__codelineno-17-6"></a><span class="c1"># Install git hooks</span>
</span><span id="__span-17-7"><a id="__codelineno-17-7" name="__codelineno-17-7" href="#__codelineno-17-7"></a>pre-commit<span class="w"> </span>install
</span><span id="__span-17-8"><a id="__codelineno-17-8" name="__codelineno-17-8" href="#__codelineno-17-8"></a>
</span><span id="__span-17-9"><a id="__codelineno-17-9" name="__codelineno-17-9" href="#__codelineno-17-9"></a><span class="c1"># Run on all files</span>
</span><span id="__span-17-10"><a id="__codelineno-17-10" name="__codelineno-17-10" href="#__codelineno-17-10"></a>pre-commit<span class="w"> </span>run<span class="w"> </span>--all-files
</span></code></pre></div>
<p>The project uses the latest ruff-pre-commit configuration with separate hooks for linting and formatting:</p>
<ul>
<li><strong>ruff-check</strong>: Runs the linter with automatic fixes (<code>--fix</code> flag)</li>
<li><strong>ruff-format</strong>: Runs the formatter for code styling</li>
<li><strong>types_or: [python, pyi]</strong>: Excludes Jupyter notebooks from processing</li>
</ul>
<p>This configuration ensures consistent code quality and style across the project while avoiding conflicts with Jupyter notebook files.</p>
<hr />
<h2 id="testing-setup"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M7 2v2h1v14a4 4 0 0 0 4 4 4 4 0 0 0 4-4V4h1V2zm4 14c-.6 0-1-.4-1-1s.4-1 1-1 1 .4 1 1-.4 1-1 1m2-4c-.6 0-1-.4-1-1s.4-1 1-1 1 .4 1 1-.4 1-1 1m1-5h-4V4h4z"/></svg></span> Testing Setup<a class="headerlink" href="#testing-setup" title="Permanent link">&para;</a></h2>
<h3 id="running-tests">Running Tests<a class="headerlink" href="#running-tests" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-18-1"><a id="__codelineno-18-1" name="__codelineno-18-1" href="#__codelineno-18-1"></a><span class="c1"># Run all tests</span>
</span><span id="__span-18-2"><a id="__codelineno-18-2" name="__codelineno-18-2" href="#__codelineno-18-2"></a>poetry<span class="w"> </span>run<span class="w"> </span>pytest
</span><span id="__span-18-3"><a id="__codelineno-18-3" name="__codelineno-18-3" href="#__codelineno-18-3"></a><span class="c1"># or with pip:</span>
</span><span id="__span-18-4"><a id="__codelineno-18-4" name="__codelineno-18-4" href="#__codelineno-18-4"></a>pytest
</span><span id="__span-18-5"><a id="__codelineno-18-5" name="__codelineno-18-5" href="#__codelineno-18-5"></a>
</span><span id="__span-18-6"><a id="__codelineno-18-6" name="__codelineno-18-6" href="#__codelineno-18-6"></a><span class="c1"># Run tests with coverage</span>
</span><span id="__span-18-7"><a id="__codelineno-18-7" name="__codelineno-18-7" href="#__codelineno-18-7"></a>poetry<span class="w"> </span>run<span class="w"> </span>pytest<span class="w"> </span>--cov<span class="o">=</span>swarms<span class="w"> </span>tests/
</span><span id="__span-18-8"><a id="__codelineno-18-8" name="__codelineno-18-8" href="#__codelineno-18-8"></a>
</span><span id="__span-18-9"><a id="__codelineno-18-9" name="__codelineno-18-9" href="#__codelineno-18-9"></a><span class="c1"># Run specific test file</span>
</span><span id="__span-18-10"><a id="__codelineno-18-10" name="__codelineno-18-10" href="#__codelineno-18-10"></a>poetry<span class="w"> </span>run<span class="w"> </span>pytest<span class="w"> </span>tests/test_specific_file.py
</span><span id="__span-18-11"><a id="__codelineno-18-11" name="__codelineno-18-11" href="#__codelineno-18-11"></a>
</span><span id="__span-18-12"><a id="__codelineno-18-12" name="__codelineno-18-12" href="#__codelineno-18-12"></a><span class="c1"># Run tests matching a pattern</span>
</span><span id="__span-18-13"><a id="__codelineno-18-13" name="__codelineno-18-13" href="#__codelineno-18-13"></a>poetry<span class="w"> </span>run<span class="w"> </span>pytest<span class="w"> </span>-k<span class="w"> </span><span class="s2">&quot;test_agent&quot;</span>
</span></code></pre></div>
<h3 id="test-structure">Test Structure<a class="headerlink" href="#test-structure" title="Permanent link">&para;</a></h3>
<p>The project uses pytest with the following structure:
<div class="language-text highlight"><pre><span></span><code><span id="__span-19-1"><a id="__codelineno-19-1" name="__codelineno-19-1" href="#__codelineno-19-1"></a>tests/
</span><span id="__span-19-2"><a id="__codelineno-19-2" name="__codelineno-19-2" href="#__codelineno-19-2"></a>├── agents/ # Agent-related tests
</span><span id="__span-19-3"><a id="__codelineno-19-3" name="__codelineno-19-3" href="#__codelineno-19-3"></a>├── structs/ # Multi-agent structure tests
</span><span id="__span-19-4"><a id="__codelineno-19-4" name="__codelineno-19-4" href="#__codelineno-19-4"></a>├── tools/ # Tool tests
</span><span id="__span-19-5"><a id="__codelineno-19-5" name="__codelineno-19-5" href="#__codelineno-19-5"></a>├── utils/ # Utility tests
</span><span id="__span-19-6"><a id="__codelineno-19-6" name="__codelineno-19-6" href="#__codelineno-19-6"></a>└── conftest.py # Test configuration
</span></code></pre></div></p>
<h3 id="writing-tests">Writing Tests<a class="headerlink" href="#writing-tests" title="Permanent link">&para;</a></h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-20-1"><a id="__codelineno-20-1" name="__codelineno-20-1" href="#__codelineno-20-1"></a><span class="c1"># Example test file: tests/test_example.py</span>
</span><span id="__span-20-2"><a id="__codelineno-20-2" name="__codelineno-20-2" href="#__codelineno-20-2"></a><span class="kn">import</span><span class="w"> </span><span class="nn">pytest</span>
</span><span id="__span-20-3"><a id="__codelineno-20-3" name="__codelineno-20-3" href="#__codelineno-20-3"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms</span><span class="w"> </span><span class="kn">import</span> <span class="n">Agent</span>
</span><span id="__span-20-4"><a id="__codelineno-20-4" name="__codelineno-20-4" href="#__codelineno-20-4"></a>
</span><span id="__span-20-5"><a id="__codelineno-20-5" name="__codelineno-20-5" href="#__codelineno-20-5"></a><span class="k">def</span><span class="w"> </span><span class="nf">test_agent_creation</span><span class="p">():</span>
</span><span id="__span-20-6"><a id="__codelineno-20-6" name="__codelineno-20-6" href="#__codelineno-20-6"></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Test that an agent can be created successfully.&quot;&quot;&quot;</span>
</span><span id="__span-20-7"><a id="__codelineno-20-7" name="__codelineno-20-7" href="#__codelineno-20-7"></a> <span class="n">agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
</span><span id="__span-20-8"><a id="__codelineno-20-8" name="__codelineno-20-8" href="#__codelineno-20-8"></a> <span class="n">agent_name</span><span class="o">=</span><span class="s2">&quot;test_agent&quot;</span><span class="p">,</span>
</span><span id="__span-20-9"><a id="__codelineno-20-9" name="__codelineno-20-9" href="#__codelineno-20-9"></a> <span class="n">system_prompt</span><span class="o">=</span><span class="s2">&quot;You are a helpful assistant&quot;</span>
</span><span id="__span-20-10"><a id="__codelineno-20-10" name="__codelineno-20-10" href="#__codelineno-20-10"></a> <span class="p">)</span>
</span><span id="__span-20-11"><a id="__codelineno-20-11" name="__codelineno-20-11" href="#__codelineno-20-11"></a> <span class="k">assert</span> <span class="n">agent</span><span class="o">.</span><span class="n">agent_name</span> <span class="o">==</span> <span class="s2">&quot;test_agent&quot;</span>
</span><span id="__span-20-12"><a id="__codelineno-20-12" name="__codelineno-20-12" href="#__codelineno-20-12"></a>
</span><span id="__span-20-13"><a id="__codelineno-20-13" name="__codelineno-20-13" href="#__codelineno-20-13"></a><span class="nd">@pytest</span><span class="o">.</span><span class="n">mark</span><span class="o">.</span><span class="n">parametrize</span><span class="p">(</span><span class="s2">&quot;input_val,expected&quot;</span><span class="p">,</span> <span class="p">[</span>
</span><span id="__span-20-14"><a id="__codelineno-20-14" name="__codelineno-20-14" href="#__codelineno-20-14"></a> <span class="p">(</span><span class="s2">&quot;hello&quot;</span><span class="p">,</span> <span class="s2">&quot;HELLO&quot;</span><span class="p">),</span>
</span><span id="__span-20-15"><a id="__codelineno-20-15" name="__codelineno-20-15" href="#__codelineno-20-15"></a> <span class="p">(</span><span class="s2">&quot;world&quot;</span><span class="p">,</span> <span class="s2">&quot;WORLD&quot;</span><span class="p">),</span>
</span><span id="__span-20-16"><a id="__codelineno-20-16" name="__codelineno-20-16" href="#__codelineno-20-16"></a><span class="p">])</span>
</span><span id="__span-20-17"><a id="__codelineno-20-17" name="__codelineno-20-17" href="#__codelineno-20-17"></a><span class="k">def</span><span class="w"> </span><span class="nf">test_uppercase</span><span class="p">(</span><span class="n">input_val</span><span class="p">,</span> <span class="n">expected</span><span class="p">):</span>
</span><span id="__span-20-18"><a id="__codelineno-20-18" name="__codelineno-20-18" href="#__codelineno-20-18"></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Example parametrized test.&quot;&quot;&quot;</span>
</span><span id="__span-20-19"><a id="__codelineno-20-19" name="__codelineno-20-19" href="#__codelineno-20-19"></a> <span class="k">assert</span> <span class="n">input_val</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span> <span class="o">==</span> <span class="n">expected</span>
</span></code></pre></div>
<hr />
<h2 id="documentation-setup"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m19 2-5 4.5v11l5-4.5zM6.5 5C4.55 5 2.45 5.4 1 6.5v14.66c0 .25.25.5.5.5.1 0 .15-.07.25-.07 1.35-.65 3.3-1.09 4.75-1.09 1.95 0 4.05.4 5.5 1.5 1.35-.85 3.8-1.5 5.5-1.5 1.65 0 3.35.31 4.75 1.06.1.05.15.03.25.03.25 0 .5-.25.5-.5V6.5c-.6-.45-1.25-.75-2-1V19c-1.1-.35-2.3-.5-3.5-.5-1.7 0-4.15.65-5.5 1.5V6.5C10.55 5.4 8.45 5 6.5 5"/></svg></span> Documentation Setup<a class="headerlink" href="#documentation-setup" title="Permanent link">&para;</a></h2>
<h3 id="building-documentation-locally">Building Documentation Locally<a class="headerlink" href="#building-documentation-locally" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-21-1"><a id="__codelineno-21-1" name="__codelineno-21-1" href="#__codelineno-21-1"></a><span class="c1"># Install documentation dependencies</span>
</span><span id="__span-21-2"><a id="__codelineno-21-2" name="__codelineno-21-2" href="#__codelineno-21-2"></a>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>docs/requirements.txt
</span><span id="__span-21-3"><a id="__codelineno-21-3" name="__codelineno-21-3" href="#__codelineno-21-3"></a>
</span><span id="__span-21-4"><a id="__codelineno-21-4" name="__codelineno-21-4" href="#__codelineno-21-4"></a><span class="c1"># Navigate to docs directory</span>
</span><span id="__span-21-5"><a id="__codelineno-21-5" name="__codelineno-21-5" href="#__codelineno-21-5"></a><span class="nb">cd</span><span class="w"> </span>docs
</span><span id="__span-21-6"><a id="__codelineno-21-6" name="__codelineno-21-6" href="#__codelineno-21-6"></a>
</span><span id="__span-21-7"><a id="__codelineno-21-7" name="__codelineno-21-7" href="#__codelineno-21-7"></a><span class="c1"># Serve documentation locally</span>
</span><span id="__span-21-8"><a id="__codelineno-21-8" name="__codelineno-21-8" href="#__codelineno-21-8"></a>mkdocs<span class="w"> </span>serve
</span><span id="__span-21-9"><a id="__codelineno-21-9" name="__codelineno-21-9" href="#__codelineno-21-9"></a><span class="c1"># Documentation will be available at http://127.0.0.1:8000</span>
</span></code></pre></div>
<h3 id="documentation-structure">Documentation Structure<a class="headerlink" href="#documentation-structure" title="Permanent link">&para;</a></h3>
<div class="language-text highlight"><pre><span></span><code><span id="__span-22-1"><a id="__codelineno-22-1" name="__codelineno-22-1" href="#__codelineno-22-1"></a>docs/
</span><span id="__span-22-2"><a id="__codelineno-22-2" name="__codelineno-22-2" href="#__codelineno-22-2"></a>├── index.md # Homepage
</span><span id="__span-22-3"><a id="__codelineno-22-3" name="__codelineno-22-3" href="#__codelineno-22-3"></a>├── mkdocs.yml # MkDocs configuration
</span><span id="__span-22-4"><a id="__codelineno-22-4" name="__codelineno-22-4" href="#__codelineno-22-4"></a>├── swarms/ # Core documentation
</span><span id="__span-22-5"><a id="__codelineno-22-5" name="__codelineno-22-5" href="#__codelineno-22-5"></a>├── examples/ # Examples and tutorials
</span><span id="__span-22-6"><a id="__codelineno-22-6" name="__codelineno-22-6" href="#__codelineno-22-6"></a>├── contributors/ # Contributor guides
</span><span id="__span-22-7"><a id="__codelineno-22-7" name="__codelineno-22-7" href="#__codelineno-22-7"></a>└── assets/ # Images and static files
</span></code></pre></div>
<h3 id="writing-documentation">Writing Documentation<a class="headerlink" href="#writing-documentation" title="Permanent link">&para;</a></h3>
<p>Use Markdown with MkDocs extensions:</p>
<div class="language-markdown highlight"><pre><span></span><code><span id="__span-23-1"><a id="__codelineno-23-1" name="__codelineno-23-1" href="#__codelineno-23-1"></a><span class="gh"># Page Title</span>
</span><span id="__span-23-2"><a id="__codelineno-23-2" name="__codelineno-23-2" href="#__codelineno-23-2"></a>
</span><span id="__span-23-3"><a id="__codelineno-23-3" name="__codelineno-23-3" href="#__codelineno-23-3"></a>!!! tip &quot;Pro Tip&quot;
</span><span id="__span-23-4"><a id="__codelineno-23-4" name="__codelineno-23-4" href="#__codelineno-23-4"></a> Use admonitions to highlight important information.
</span><span id="__span-23-5"><a id="__codelineno-23-5" name="__codelineno-23-5" href="#__codelineno-23-5"></a>
</span><span id="__span-23-6"><a id="__codelineno-23-6" name="__codelineno-23-6" href="#__codelineno-23-6"></a>=== &quot;Python&quot;
</span><span id="__span-23-7"><a id="__codelineno-23-7" name="__codelineno-23-7" href="#__codelineno-23-7"></a><span class="sb"> ```python</span>
</span><span id="__span-23-8"><a id="__codelineno-23-8" name="__codelineno-23-8" href="#__codelineno-23-8"></a> <span class="kn">from</span><span class="w"> </span><span class="nn">swarms</span><span class="w"> </span><span class="kn">import</span> <span class="n">Agent</span>
</span><span id="__span-23-9"><a id="__codelineno-23-9" name="__codelineno-23-9" href="#__codelineno-23-9"></a> <span class="n">agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">()</span>
</span><span id="__span-23-10"><a id="__codelineno-23-10" name="__codelineno-23-10" href="#__codelineno-23-10"></a><span class="sb"> ```</span>
</span><span id="__span-23-11"><a id="__codelineno-23-11" name="__codelineno-23-11" href="#__codelineno-23-11"></a>
</span><span id="__span-23-12"><a id="__codelineno-23-12" name="__codelineno-23-12" href="#__codelineno-23-12"></a>=== &quot;CLI&quot;
</span><span id="__span-23-13"><a id="__codelineno-23-13" name="__codelineno-23-13" href="#__codelineno-23-13"></a><span class="sb"> ```bash</span>
</span><span id="__span-23-14"><a id="__codelineno-23-14" name="__codelineno-23-14" href="#__codelineno-23-14"></a><span class="w"> </span>swarms<span class="w"> </span>create-agent<span class="w"> </span>--name<span class="w"> </span>myagent
</span><span id="__span-23-15"><a id="__codelineno-23-15" name="__codelineno-23-15" href="#__codelineno-23-15"></a><span class="sb"> ```</span>
</span></code></pre></div>
<hr />
<h2 id="environment-variables"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 2H3c-1.1 0-2 .9-2 2v16c0 1.1.9 2 2 2h18c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2M7.4 20C5.9 18.6 5 16.6 5 14.5s.9-4.1 2.4-5.5l1.6.6c-1.3 1.1-2 3-2 4.9s.7 3.7 2 4.9zm5.3-2-.8-2-1.4 2H9l2.3-3.1L10 12h1.3l.8 2 1.4-2H15l-2.2 3 1.3 3zm3.9 2-1.6-.6c1.3-1.2 2-3 2-4.9s-.7-3.7-2-4.9l1.6-.6c1.5 1.4 2.4 3.4 2.4 5.5s-.9 4.1-2.4 5.5M21 7H3V4h18z"/></svg></span> Environment Variables<a class="headerlink" href="#environment-variables" title="Permanent link">&para;</a></h2>
<p>Create a <code>.env</code> file for local development:</p>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-24-1"><a id="__codelineno-24-1" name="__codelineno-24-1" href="#__codelineno-24-1"></a><span class="c1"># Copy example environment file</span>
</span><span id="__span-24-2"><a id="__codelineno-24-2" name="__codelineno-24-2" href="#__codelineno-24-2"></a>cp<span class="w"> </span>.env.example<span class="w"> </span>.env<span class="w"> </span><span class="c1"># if it exists</span>
</span><span id="__span-24-3"><a id="__codelineno-24-3" name="__codelineno-24-3" href="#__codelineno-24-3"></a>
</span><span id="__span-24-4"><a id="__codelineno-24-4" name="__codelineno-24-4" href="#__codelineno-24-4"></a><span class="c1"># Or create your own .env file</span>
</span><span id="__span-24-5"><a id="__codelineno-24-5" name="__codelineno-24-5" href="#__codelineno-24-5"></a>touch<span class="w"> </span>.env
</span></code></pre></div>
<p>Common environment variables:
<div class="language-bash highlight"><pre><span></span><code><span id="__span-25-1"><a id="__codelineno-25-1" name="__codelineno-25-1" href="#__codelineno-25-1"></a><span class="c1"># .env file</span>
</span><span id="__span-25-2"><a id="__codelineno-25-2" name="__codelineno-25-2" href="#__codelineno-25-2"></a><span class="nv">OPENAI_API_KEY</span><span class="o">=</span>your_openai_api_key_here
</span><span id="__span-25-3"><a id="__codelineno-25-3" name="__codelineno-25-3" href="#__codelineno-25-3"></a><span class="nv">ANTHROPIC_API_KEY</span><span class="o">=</span>your_anthropic_api_key_here
</span><span id="__span-25-4"><a id="__codelineno-25-4" name="__codelineno-25-4" href="#__codelineno-25-4"></a><span class="nv">GROQ_API_KEY</span><span class="o">=</span>your_groq_api_key_here
</span><span id="__span-25-5"><a id="__codelineno-25-5" name="__codelineno-25-5" href="#__codelineno-25-5"></a>
</span><span id="__span-25-6"><a id="__codelineno-25-6" name="__codelineno-25-6" href="#__codelineno-25-6"></a><span class="c1"># Development settings</span>
</span><span id="__span-25-7"><a id="__codelineno-25-7" name="__codelineno-25-7" href="#__codelineno-25-7"></a><span class="nv">DEBUG</span><span class="o">=</span><span class="nb">true</span>
</span><span id="__span-25-8"><a id="__codelineno-25-8" name="__codelineno-25-8" href="#__codelineno-25-8"></a><span class="nv">LOG_LEVEL</span><span class="o">=</span>INFO
</span><span id="__span-25-9"><a id="__codelineno-25-9" name="__codelineno-25-9" href="#__codelineno-25-9"></a>
</span><span id="__span-25-10"><a id="__codelineno-25-10" name="__codelineno-25-10" href="#__codelineno-25-10"></a><span class="c1"># Optional: Database settings</span>
</span><span id="__span-25-11"><a id="__codelineno-25-11" name="__codelineno-25-11" href="#__codelineno-25-11"></a><span class="nv">DATABASE_URL</span><span class="o">=</span>sqlite:///swarms.db
</span></code></pre></div></p>
<hr />
<h2 id="verification-steps"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 2C6.5 2 2 6.5 2 12s4.5 10 10 10 10-4.5 10-10S17.5 2 12 2m-2 15-5-5 1.41-1.41L10 14.17l7.59-7.59L19 8z"/></svg></span> Verification Steps<a class="headerlink" href="#verification-steps" title="Permanent link">&para;</a></h2>
<div class="admonition tip">
<p class="admonition-title">Automated Verification</p>
<p>If you used the automated setup script (<code>./scripts/setup.sh</code>), most verification steps are handled automatically. The script runs verification checks and reports any issues.</p>
</div>
<p>For manual setups, verify your setup is working correctly:</p>
<h3 id="1-basic-import-test">1. Basic Import Test<a class="headerlink" href="#1-basic-import-test" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-26-1"><a id="__codelineno-26-1" name="__codelineno-26-1" href="#__codelineno-26-1"></a>poetry<span class="w"> </span>run<span class="w"> </span>python<span class="w"> </span>-c<span class="w"> </span><span class="s2">&quot;from swarms import Agent; print(&#39;✅ Import successful&#39;)&quot;</span>
</span></code></pre></div>
<h3 id="2-run-a-simple-agent">2. Run a Simple Agent<a class="headerlink" href="#2-run-a-simple-agent" title="Permanent link">&para;</a></h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-27-1"><a id="__codelineno-27-1" name="__codelineno-27-1" href="#__codelineno-27-1"></a><span class="c1"># test_setup.py</span>
</span><span id="__span-27-2"><a id="__codelineno-27-2" name="__codelineno-27-2" href="#__codelineno-27-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms</span><span class="w"> </span><span class="kn">import</span> <span class="n">Agent</span>
</span><span id="__span-27-3"><a id="__codelineno-27-3" name="__codelineno-27-3" href="#__codelineno-27-3"></a>
</span><span id="__span-27-4"><a id="__codelineno-27-4" name="__codelineno-27-4" href="#__codelineno-27-4"></a><span class="n">agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
</span><span id="__span-27-5"><a id="__codelineno-27-5" name="__codelineno-27-5" href="#__codelineno-27-5"></a> <span class="n">agent_name</span><span class="o">=</span><span class="s2">&quot;setup_test&quot;</span><span class="p">,</span>
</span><span id="__span-27-6"><a id="__codelineno-27-6" name="__codelineno-27-6" href="#__codelineno-27-6"></a> <span class="n">system_prompt</span><span class="o">=</span><span class="s2">&quot;You are a helpful assistant for testing setup.&quot;</span><span class="p">,</span>
</span><span id="__span-27-7"><a id="__codelineno-27-7" name="__codelineno-27-7" href="#__codelineno-27-7"></a> <span class="n">max_loops</span><span class="o">=</span><span class="mi">1</span>
</span><span id="__span-27-8"><a id="__codelineno-27-8" name="__codelineno-27-8" href="#__codelineno-27-8"></a><span class="p">)</span>
</span><span id="__span-27-9"><a id="__codelineno-27-9" name="__codelineno-27-9" href="#__codelineno-27-9"></a>
</span><span id="__span-27-10"><a id="__codelineno-27-10" name="__codelineno-27-10" href="#__codelineno-27-10"></a><span class="n">response</span> <span class="o">=</span> <span class="n">agent</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="s2">&quot;Say hello!&quot;</span><span class="p">)</span>
</span><span id="__span-27-11"><a id="__codelineno-27-11" name="__codelineno-27-11" href="#__codelineno-27-11"></a><span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;✅ Agent response: </span><span class="si">{</span><span class="n">response</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span></code></pre></div>
<h3 id="3-code-quality-check">3. Code Quality Check<a class="headerlink" href="#3-code-quality-check" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-28-1"><a id="__codelineno-28-1" name="__codelineno-28-1" href="#__codelineno-28-1"></a><span class="c1"># Run all quality checks</span>
</span><span id="__span-28-2"><a id="__codelineno-28-2" name="__codelineno-28-2" href="#__codelineno-28-2"></a>poetry<span class="w"> </span>run<span class="w"> </span>black<span class="w"> </span>swarms/<span class="w"> </span>--check
</span><span id="__span-28-3"><a id="__codelineno-28-3" name="__codelineno-28-3" href="#__codelineno-28-3"></a>poetry<span class="w"> </span>run<span class="w"> </span>ruff<span class="w"> </span>check<span class="w"> </span>swarms/
</span><span id="__span-28-4"><a id="__codelineno-28-4" name="__codelineno-28-4" href="#__codelineno-28-4"></a>poetry<span class="w"> </span>run<span class="w"> </span>pytest<span class="w"> </span>tests/<span class="w"> </span>-x
</span></code></pre></div>
<h3 id="4-documentation-build">4. Documentation Build<a class="headerlink" href="#4-documentation-build" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-29-1"><a id="__codelineno-29-1" name="__codelineno-29-1" href="#__codelineno-29-1"></a><span class="nb">cd</span><span class="w"> </span>docs
</span><span id="__span-29-2"><a id="__codelineno-29-2" name="__codelineno-29-2" href="#__codelineno-29-2"></a>mkdocs<span class="w"> </span>build
</span><span id="__span-29-3"><a id="__codelineno-29-3" name="__codelineno-29-3" href="#__codelineno-29-3"></a><span class="nb">echo</span><span class="w"> </span><span class="s2">&quot;✅ Documentation built successfully&quot;</span>
</span></code></pre></div>
<hr />
<h2 id="development-workflow"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m13.13 22.19-1.63-3.83c1.57-.58 3.04-1.36 4.4-2.27zM5.64 12.5l-3.83-1.63 6.1-2.77C7 9.46 6.22 10.93 5.64 12.5M21.61 2.39S16.66.269 11 5.93c-2.19 2.19-3.5 4.6-4.35 6.71-.28.75-.09 1.57.46 2.13l2.13 2.12c.55.56 1.37.74 2.12.46A19.1 19.1 0 0 0 18.07 13c5.66-5.66 3.54-10.61 3.54-10.61m-7.07 7.07c-.78-.78-.78-2.05 0-2.83s2.05-.78 2.83 0c.77.78.78 2.05 0 2.83s-2.05.78-2.83 0m-5.66 7.07-1.41-1.41zM6.24 22l3.64-3.64c-.34-.09-.67-.24-.97-.45L4.83 22zM2 22h1.41l4.77-4.76-1.42-1.41L2 20.59zm0-2.83 4.09-4.08c-.21-.3-.36-.62-.45-.97L2 17.76z"/></svg></span> Development Workflow<a class="headerlink" href="#development-workflow" title="Permanent link">&para;</a></h2>
<h3 id="creating-a-feature-branch">Creating a Feature Branch<a class="headerlink" href="#creating-a-feature-branch" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-30-1"><a id="__codelineno-30-1" name="__codelineno-30-1" href="#__codelineno-30-1"></a><span class="c1"># Sync with upstream</span>
</span><span id="__span-30-2"><a id="__codelineno-30-2" name="__codelineno-30-2" href="#__codelineno-30-2"></a>git<span class="w"> </span>fetch<span class="w"> </span>upstream
</span><span id="__span-30-3"><a id="__codelineno-30-3" name="__codelineno-30-3" href="#__codelineno-30-3"></a>git<span class="w"> </span>checkout<span class="w"> </span>master
</span><span id="__span-30-4"><a id="__codelineno-30-4" name="__codelineno-30-4" href="#__codelineno-30-4"></a>git<span class="w"> </span>rebase<span class="w"> </span>upstream/master
</span><span id="__span-30-5"><a id="__codelineno-30-5" name="__codelineno-30-5" href="#__codelineno-30-5"></a>
</span><span id="__span-30-6"><a id="__codelineno-30-6" name="__codelineno-30-6" href="#__codelineno-30-6"></a><span class="c1"># Create feature branch</span>
</span><span id="__span-30-7"><a id="__codelineno-30-7" name="__codelineno-30-7" href="#__codelineno-30-7"></a>git<span class="w"> </span>checkout<span class="w"> </span>-b<span class="w"> </span>feature/your-feature-name
</span><span id="__span-30-8"><a id="__codelineno-30-8" name="__codelineno-30-8" href="#__codelineno-30-8"></a>
</span><span id="__span-30-9"><a id="__codelineno-30-9" name="__codelineno-30-9" href="#__codelineno-30-9"></a><span class="c1"># Make your changes...</span>
</span><span id="__span-30-10"><a id="__codelineno-30-10" name="__codelineno-30-10" href="#__codelineno-30-10"></a><span class="c1"># Add and commit</span>
</span><span id="__span-30-11"><a id="__codelineno-30-11" name="__codelineno-30-11" href="#__codelineno-30-11"></a>git<span class="w"> </span>add<span class="w"> </span>.
</span><span id="__span-30-12"><a id="__codelineno-30-12" name="__codelineno-30-12" href="#__codelineno-30-12"></a>git<span class="w"> </span>commit<span class="w"> </span>-m<span class="w"> </span><span class="s2">&quot;feat: add your feature description&quot;</span>
</span><span id="__span-30-13"><a id="__codelineno-30-13" name="__codelineno-30-13" href="#__codelineno-30-13"></a>
</span><span id="__span-30-14"><a id="__codelineno-30-14" name="__codelineno-30-14" href="#__codelineno-30-14"></a><span class="c1"># Push to your fork</span>
</span><span id="__span-30-15"><a id="__codelineno-30-15" name="__codelineno-30-15" href="#__codelineno-30-15"></a>git<span class="w"> </span>push<span class="w"> </span>origin<span class="w"> </span>feature/your-feature-name
</span></code></pre></div>
<h3 id="daily-development-commands">Daily Development Commands<a class="headerlink" href="#daily-development-commands" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-31-1"><a id="__codelineno-31-1" name="__codelineno-31-1" href="#__codelineno-31-1"></a><span class="c1"># Start development session</span>
</span><span id="__span-31-2"><a id="__codelineno-31-2" name="__codelineno-31-2" href="#__codelineno-31-2"></a><span class="nb">cd</span><span class="w"> </span>swarms
</span><span id="__span-31-3"><a id="__codelineno-31-3" name="__codelineno-31-3" href="#__codelineno-31-3"></a>poetry<span class="w"> </span>shell<span class="w"> </span><span class="c1"># or source venv/bin/activate</span>
</span><span id="__span-31-4"><a id="__codelineno-31-4" name="__codelineno-31-4" href="#__codelineno-31-4"></a>
</span><span id="__span-31-5"><a id="__codelineno-31-5" name="__codelineno-31-5" href="#__codelineno-31-5"></a><span class="c1"># Pull latest changes</span>
</span><span id="__span-31-6"><a id="__codelineno-31-6" name="__codelineno-31-6" href="#__codelineno-31-6"></a>git<span class="w"> </span>fetch<span class="w"> </span>upstream
</span><span id="__span-31-7"><a id="__codelineno-31-7" name="__codelineno-31-7" href="#__codelineno-31-7"></a>git<span class="w"> </span>rebase<span class="w"> </span>upstream/master
</span><span id="__span-31-8"><a id="__codelineno-31-8" name="__codelineno-31-8" href="#__codelineno-31-8"></a>
</span><span id="__span-31-9"><a id="__codelineno-31-9" name="__codelineno-31-9" href="#__codelineno-31-9"></a><span class="c1"># Run tests during development</span>
</span><span id="__span-31-10"><a id="__codelineno-31-10" name="__codelineno-31-10" href="#__codelineno-31-10"></a>poetry<span class="w"> </span>run<span class="w"> </span>pytest<span class="w"> </span>tests/<span class="w"> </span>-v
</span><span id="__span-31-11"><a id="__codelineno-31-11" name="__codelineno-31-11" href="#__codelineno-31-11"></a>
</span><span id="__span-31-12"><a id="__codelineno-31-12" name="__codelineno-31-12" href="#__codelineno-31-12"></a><span class="c1"># Format and lint before committing</span>
</span><span id="__span-31-13"><a id="__codelineno-31-13" name="__codelineno-31-13" href="#__codelineno-31-13"></a>poetry<span class="w"> </span>run<span class="w"> </span>black<span class="w"> </span>swarms/
</span><span id="__span-31-14"><a id="__codelineno-31-14" name="__codelineno-31-14" href="#__codelineno-31-14"></a>poetry<span class="w"> </span>run<span class="w"> </span>ruff<span class="w"> </span>check<span class="w"> </span>swarms/<span class="w"> </span>--fix
</span><span id="__span-31-15"><a id="__codelineno-31-15" name="__codelineno-31-15" href="#__codelineno-31-15"></a>
</span><span id="__span-31-16"><a id="__codelineno-31-16" name="__codelineno-31-16" href="#__codelineno-31-16"></a><span class="c1"># Run a quick smoke test</span>
</span><span id="__span-31-17"><a id="__codelineno-31-17" name="__codelineno-31-17" href="#__codelineno-31-17"></a>poetry<span class="w"> </span>run<span class="w"> </span>python<span class="w"> </span>-c<span class="w"> </span><span class="s2">&quot;from swarms import Agent; print(&#39;✅ All good&#39;)&quot;</span>
</span></code></pre></div>
<hr />
<h2 id="troubleshooting"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M14 12h-4v-2h4m0 6h-4v-2h4m6-6h-2.81a6 6 0 0 0-1.82-1.96L17 4.41 15.59 3l-2.17 2.17a6 6 0 0 0-2.83 0L8.41 3 7 4.41l1.62 1.63C7.88 6.55 7.26 7.22 6.81 8H4v2h2.09c-.05.33-.09.66-.09 1v1H4v2h2v1c0 .34.04.67.09 1H4v2h2.81c1.04 1.79 2.97 3 5.19 3s4.15-1.21 5.19-3H20v-2h-2.09c.05-.33.09-.66.09-1v-1h2v-2h-2v-1c0-.34-.04-.67-.09-1H20z"/></svg></span> Troubleshooting<a class="headerlink" href="#troubleshooting" title="Permanent link">&para;</a></h2>
<div class="admonition tip">
<p class="admonition-title">First Step: Try the Automated Setup</p>
<p>If you're experiencing setup issues, try running our automated setup script first:
<div class="language-bash highlight"><pre><span></span><code><span id="__span-32-1"><a id="__codelineno-32-1" name="__codelineno-32-1" href="#__codelineno-32-1"></a>chmod<span class="w"> </span>+x<span class="w"> </span>scripts/setup.sh
</span><span id="__span-32-2"><a id="__codelineno-32-2" name="__codelineno-32-2" href="#__codelineno-32-2"></a>./scripts/setup.sh
</span></code></pre></div>
This script handles most common setup problems automatically and provides helpful error messages.</p>
</div>
<h3 id="common-issues-and-solutions">Common Issues and Solutions<a class="headerlink" href="#common-issues-and-solutions" title="Permanent link">&para;</a></h3>
<div class="tabbed-set tabbed-alternate" data-tabs="5:4"><input checked="checked" id="common-issues-and-solutions-poetry-issues" name="__tabbed_5" type="radio" /><input id="common-issues-and-solutions-python-version-issues" name="__tabbed_5" type="radio" /><input id="common-issues-and-solutions-import-errors" name="__tabbed_5" type="radio" /><input id="common-issues-and-solutions-test-failures" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="common-issues-and-solutions-poetry-issues">Poetry Issues</label><label for="common-issues-and-solutions-python-version-issues">Python Version Issues</label><label for="common-issues-and-solutions-import-errors">Import Errors</label><label for="common-issues-and-solutions-test-failures">Test Failures</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<p><strong>Problem</strong>: Poetry command not found
<div class="language-bash highlight"><pre><span></span><code><span id="__span-33-1"><a id="__codelineno-33-1" name="__codelineno-33-1" href="#__codelineno-33-1"></a><span class="c1"># Solution: Add Poetry to PATH</span>
</span><span id="__span-33-2"><a id="__codelineno-33-2" name="__codelineno-33-2" href="#__codelineno-33-2"></a><span class="nb">export</span><span class="w"> </span><span class="nv">PATH</span><span class="o">=</span><span class="s2">&quot;</span><span class="nv">$HOME</span><span class="s2">/.local/bin:</span><span class="nv">$PATH</span><span class="s2">&quot;</span>
</span><span id="__span-33-3"><a id="__codelineno-33-3" name="__codelineno-33-3" href="#__codelineno-33-3"></a><span class="c1"># Add to your shell profile (.bashrc, .zshrc, etc.)</span>
</span></code></pre></div></p>
<p><strong>Problem</strong>: Poetry install fails
<div class="language-bash highlight"><pre><span></span><code><span id="__span-34-1"><a id="__codelineno-34-1" name="__codelineno-34-1" href="#__codelineno-34-1"></a><span class="c1"># Solution: Clear cache and reinstall</span>
</span><span id="__span-34-2"><a id="__codelineno-34-2" name="__codelineno-34-2" href="#__codelineno-34-2"></a>poetry<span class="w"> </span>cache<span class="w"> </span>clear<span class="w"> </span>--all<span class="w"> </span>pypi
</span><span id="__span-34-3"><a id="__codelineno-34-3" name="__codelineno-34-3" href="#__codelineno-34-3"></a>poetry<span class="w"> </span>install<span class="w"> </span>--with<span class="w"> </span>dev
</span></code></pre></div></p>
</div>
<div class="tabbed-block">
<p><strong>Problem</strong>: Wrong Python version
<div class="language-bash highlight"><pre><span></span><code><span id="__span-35-1"><a id="__codelineno-35-1" name="__codelineno-35-1" href="#__codelineno-35-1"></a><span class="c1"># Check Python version</span>
</span><span id="__span-35-2"><a id="__codelineno-35-2" name="__codelineno-35-2" href="#__codelineno-35-2"></a>python<span class="w"> </span>--version
</span><span id="__span-35-3"><a id="__codelineno-35-3" name="__codelineno-35-3" href="#__codelineno-35-3"></a>
</span><span id="__span-35-4"><a id="__codelineno-35-4" name="__codelineno-35-4" href="#__codelineno-35-4"></a><span class="c1"># Use pyenv to manage Python versions</span>
</span><span id="__span-35-5"><a id="__codelineno-35-5" name="__codelineno-35-5" href="#__codelineno-35-5"></a>curl<span class="w"> </span>https://pyenv.run<span class="w"> </span><span class="p">|</span><span class="w"> </span>bash
</span><span id="__span-35-6"><a id="__codelineno-35-6" name="__codelineno-35-6" href="#__codelineno-35-6"></a>pyenv<span class="w"> </span>install<span class="w"> </span><span class="m">3</span>.10.12
</span><span id="__span-35-7"><a id="__codelineno-35-7" name="__codelineno-35-7" href="#__codelineno-35-7"></a>pyenv<span class="w"> </span><span class="nb">local</span><span class="w"> </span><span class="m">3</span>.10.12
</span></code></pre></div></p>
</div>
<div class="tabbed-block">
<p><strong>Problem</strong>: Cannot import swarms modules
<div class="language-bash highlight"><pre><span></span><code><span id="__span-36-1"><a id="__codelineno-36-1" name="__codelineno-36-1" href="#__codelineno-36-1"></a><span class="c1"># Ensure you&#39;re in the virtual environment</span>
</span><span id="__span-36-2"><a id="__codelineno-36-2" name="__codelineno-36-2" href="#__codelineno-36-2"></a>poetry<span class="w"> </span>shell
</span><span id="__span-36-3"><a id="__codelineno-36-3" name="__codelineno-36-3" href="#__codelineno-36-3"></a><span class="c1"># or</span>
</span><span id="__span-36-4"><a id="__codelineno-36-4" name="__codelineno-36-4" href="#__codelineno-36-4"></a><span class="nb">source</span><span class="w"> </span>venv/bin/activate
</span><span id="__span-36-5"><a id="__codelineno-36-5" name="__codelineno-36-5" href="#__codelineno-36-5"></a>
</span><span id="__span-36-6"><a id="__codelineno-36-6" name="__codelineno-36-6" href="#__codelineno-36-6"></a><span class="c1"># Install in development mode</span>
</span><span id="__span-36-7"><a id="__codelineno-36-7" name="__codelineno-36-7" href="#__codelineno-36-7"></a>poetry<span class="w"> </span>install<span class="w"> </span>--with<span class="w"> </span>dev
</span><span id="__span-36-8"><a id="__codelineno-36-8" name="__codelineno-36-8" href="#__codelineno-36-8"></a><span class="c1"># or</span>
</span><span id="__span-36-9"><a id="__codelineno-36-9" name="__codelineno-36-9" href="#__codelineno-36-9"></a>pip<span class="w"> </span>install<span class="w"> </span>-e<span class="w"> </span>.
</span></code></pre></div></p>
</div>
<div class="tabbed-block">
<p><strong>Problem</strong>: Tests fail due to missing dependencies
<div class="language-bash highlight"><pre><span></span><code><span id="__span-37-1"><a id="__codelineno-37-1" name="__codelineno-37-1" href="#__codelineno-37-1"></a><span class="c1"># Install test dependencies</span>
</span><span id="__span-37-2"><a id="__codelineno-37-2" name="__codelineno-37-2" href="#__codelineno-37-2"></a>poetry<span class="w"> </span>install<span class="w"> </span>--with<span class="w"> </span><span class="nb">test</span>
</span><span id="__span-37-3"><a id="__codelineno-37-3" name="__codelineno-37-3" href="#__codelineno-37-3"></a><span class="c1"># or</span>
</span><span id="__span-37-4"><a id="__codelineno-37-4" name="__codelineno-37-4" href="#__codelineno-37-4"></a>pip<span class="w"> </span>install<span class="w"> </span>pytest<span class="w"> </span>pytest-cov<span class="w"> </span>pytest-mock
</span></code></pre></div></p>
</div>
</div>
</div>
<h3 id="getting-help">Getting Help<a class="headerlink" href="#getting-help" title="Permanent link">&para;</a></h3>
<p>If you encounter issues:</p>
<ol>
<li><strong>Check the FAQ</strong> in the main documentation</li>
<li><strong>Search existing issues</strong> on GitHub</li>
<li><strong>Ask in the Discord community</strong>: <a href="https://discord.gg/jM3Z6M9uMq">discord.gg/jM3Z6M9uMq</a></li>
<li><strong>Create a GitHub issue</strong> with:</li>
<li>Your operating system</li>
<li>Python version</li>
<li>Error messages</li>
<li>Steps to reproduce</li>
</ol>
<hr />
<h2 id="material-next-step-next-steps">:material-next-step: Next Steps<a class="headerlink" href="#material-next-step-next-steps" title="Permanent link">&para;</a></h2>
<p>Now that your environment is set up:</p>
<ol>
<li><strong>Read the Contributing Guide</strong>: <a href="../main/">contributors/main.md</a></li>
<li><strong>Explore the Codebase</strong>: Start with <code>swarms/structs/agent.py</code></li>
<li><strong>Run Examples</strong>: Check out <code>examples/</code> directory</li>
<li><strong>Pick an Issue</strong>: Look for <code>good-first-issue</code> labels on GitHub</li>
<li><strong>Join the Community</strong>: Discord, Twitter, and GitHub discussions</li>
</ol>
<div class="admonition success">
<p class="admonition-title">You're Ready!</p>
<p>Your Swarms development environment is now set up! You're ready to contribute to the most important technology for multi-agent collaboration.</p>
</div>
<hr />
<h2 id="quick-reference"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m17 18-5-2.18L7 18V5h10m0-2H7a2 2 0 0 0-2 2v16l7-3 7 3V5a2 2 0 0 0-2-2"/></svg></span> Quick Reference<a class="headerlink" href="#quick-reference" title="Permanent link">&para;</a></h2>
<h3 id="essential-commands">Essential Commands<a class="headerlink" href="#essential-commands" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-38-1"><a id="__codelineno-38-1" name="__codelineno-38-1" href="#__codelineno-38-1"></a><span class="c1"># Setup (choose one)</span>
</span><span id="__span-38-2"><a id="__codelineno-38-2" name="__codelineno-38-2" href="#__codelineno-38-2"></a>./scripts/setup.sh<span class="w"> </span><span class="c1"># Automated setup (recommended)</span>
</span><span id="__span-38-3"><a id="__codelineno-38-3" name="__codelineno-38-3" href="#__codelineno-38-3"></a>poetry<span class="w"> </span>install<span class="w"> </span>--with<span class="w"> </span>dev<span class="w"> </span><span class="c1"># Manual dependency install</span>
</span><span id="__span-38-4"><a id="__codelineno-38-4" name="__codelineno-38-4" href="#__codelineno-38-4"></a>
</span><span id="__span-38-5"><a id="__codelineno-38-5" name="__codelineno-38-5" href="#__codelineno-38-5"></a><span class="c1"># Daily workflow</span>
</span><span id="__span-38-6"><a id="__codelineno-38-6" name="__codelineno-38-6" href="#__codelineno-38-6"></a>poetry<span class="w"> </span>shell<span class="w"> </span><span class="c1"># Activate environment</span>
</span><span id="__span-38-7"><a id="__codelineno-38-7" name="__codelineno-38-7" href="#__codelineno-38-7"></a>poetry<span class="w"> </span>run<span class="w"> </span>pytest<span class="w"> </span><span class="c1"># Run tests</span>
</span><span id="__span-38-8"><a id="__codelineno-38-8" name="__codelineno-38-8" href="#__codelineno-38-8"></a>poetry<span class="w"> </span>run<span class="w"> </span>black<span class="w"> </span>swarms/<span class="w"> </span><span class="c1"># Format code</span>
</span><span id="__span-38-9"><a id="__codelineno-38-9" name="__codelineno-38-9" href="#__codelineno-38-9"></a>poetry<span class="w"> </span>run<span class="w"> </span>ruff<span class="w"> </span>check<span class="w"> </span>swarms/<span class="w"> </span><span class="c1"># Lint code</span>
</span><span id="__span-38-10"><a id="__codelineno-38-10" name="__codelineno-38-10" href="#__codelineno-38-10"></a>
</span><span id="__span-38-11"><a id="__codelineno-38-11" name="__codelineno-38-11" href="#__codelineno-38-11"></a><span class="c1"># Git workflow</span>
</span><span id="__span-38-12"><a id="__codelineno-38-12" name="__codelineno-38-12" href="#__codelineno-38-12"></a>git<span class="w"> </span>fetch<span class="w"> </span>upstream<span class="w"> </span><span class="c1"># Get latest changes</span>
</span><span id="__span-38-13"><a id="__codelineno-38-13" name="__codelineno-38-13" href="#__codelineno-38-13"></a>git<span class="w"> </span>rebase<span class="w"> </span>upstream/master<span class="w"> </span><span class="c1"># Update your branch</span>
</span><span id="__span-38-14"><a id="__codelineno-38-14" name="__codelineno-38-14" href="#__codelineno-38-14"></a>git<span class="w"> </span>checkout<span class="w"> </span>-b<span class="w"> </span>feature/name<span class="w"> </span><span class="c1"># Create feature branch</span>
</span><span id="__span-38-15"><a id="__codelineno-38-15" name="__codelineno-38-15" href="#__codelineno-38-15"></a>git<span class="w"> </span>push<span class="w"> </span>origin<span class="w"> </span>feature/name<span class="w"> </span><span class="c1"># Push your changes</span>
</span><span id="__span-38-16"><a id="__codelineno-38-16" name="__codelineno-38-16" href="#__codelineno-38-16"></a>
</span><span id="__span-38-17"><a id="__codelineno-38-17" name="__codelineno-38-17" href="#__codelineno-38-17"></a><span class="c1"># Documentation</span>
</span><span id="__span-38-18"><a id="__codelineno-38-18" name="__codelineno-38-18" href="#__codelineno-38-18"></a><span class="nb">cd</span><span class="w"> </span>docs<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>mkdocs<span class="w"> </span>serve<span class="w"> </span><span class="c1"># Serve docs locally</span>
</span><span id="__span-38-19"><a id="__codelineno-38-19" name="__codelineno-38-19" href="#__codelineno-38-19"></a>mkdocs<span class="w"> </span>build<span class="w"> </span><span class="c1"># Build docs</span>
</span></code></pre></div>
<h3 id="project-structure">Project Structure<a class="headerlink" href="#project-structure" title="Permanent link">&para;</a></h3>
<div class="language-text highlight"><pre><span></span><code><span id="__span-39-1"><a id="__codelineno-39-1" name="__codelineno-39-1" href="#__codelineno-39-1"></a>swarms/
</span><span id="__span-39-2"><a id="__codelineno-39-2" name="__codelineno-39-2" href="#__codelineno-39-2"></a>├── swarms/ # Core package
</span><span id="__span-39-3"><a id="__codelineno-39-3" name="__codelineno-39-3" href="#__codelineno-39-3"></a>│ ├── agents/ # Agent implementations
</span><span id="__span-39-4"><a id="__codelineno-39-4" name="__codelineno-39-4" href="#__codelineno-39-4"></a>│ ├── structs/ # Multi-agent structures
</span><span id="__span-39-5"><a id="__codelineno-39-5" name="__codelineno-39-5" href="#__codelineno-39-5"></a>│ ├── tools/ # Agent tools
</span><span id="__span-39-6"><a id="__codelineno-39-6" name="__codelineno-39-6" href="#__codelineno-39-6"></a>│ └── utils/ # Utilities
</span><span id="__span-39-7"><a id="__codelineno-39-7" name="__codelineno-39-7" href="#__codelineno-39-7"></a>├── examples/ # Usage examples
</span><span id="__span-39-8"><a id="__codelineno-39-8" name="__codelineno-39-8" href="#__codelineno-39-8"></a>├── tests/ # Test suite
</span><span id="__span-39-9"><a id="__codelineno-39-9" name="__codelineno-39-9" href="#__codelineno-39-9"></a>├── docs/ # Documentation
</span><span id="__span-39-10"><a id="__codelineno-39-10" name="__codelineno-39-10" href="#__codelineno-39-10"></a>├── pyproject.toml # Poetry configuration
</span><span id="__span-39-11"><a id="__codelineno-39-11" name="__codelineno-39-11" href="#__codelineno-39-11"></a>└── requirements.txt # Pip dependencies
</span></code></pre></div>
<p>Happy coding! 🚀 </p>
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