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<!doctype html>
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<h1 id="swarms-api-playground-documentation">Swarms API Playground Documentation<a class="headerlink" href="#swarms-api-playground-documentation" title="Permanent link">&para;</a></h1>
<h2 id="overview">Overview<a class="headerlink" href="#overview" title="Permanent link">&para;</a></h2>
<p>The Swarms Playground (<code>https://swarms.world/platform/playground</code>) is an interactive testing environment that allows you to experiment with the Swarms API in real-time. This powerful tool enables you to configure AI agents, test different parameters, and generate code examples in multiple programming languages without writing any code manually.</p>
<h2 id="key-features">Key Features<a class="headerlink" href="#key-features" title="Permanent link">&para;</a></h2>
<ul>
<li>
<p><strong>Real-time API Testing</strong>: Execute Swarms API calls directly in the browser</p>
</li>
<li>
<p><strong>Multi-language Code Generation</strong>: Generate code examples in Python, Rust, Go, and TypeScript</p>
</li>
<li>
<p><strong>Interactive Configuration</strong>: Visual interface for setting up agent parameters</p>
</li>
<li>
<p><strong>Live Output</strong>: See API responses immediately in the output terminal</p>
</li>
<li>
<p><strong>Code Export</strong>: Copy generated code for use in your applications</p>
</li>
</ul>
<h2 id="interface-overview">Interface Overview<a class="headerlink" href="#interface-overview" title="Permanent link">&para;</a></h2>
<h3 id="language-selection">Language Selection<a class="headerlink" href="#language-selection" title="Permanent link">&para;</a></h3>
<p>The playground supports code generation in four programming languages:</p>
<ul>
<li>
<p><strong>Python</strong>: Default language with <code>requests</code> library implementation</p>
</li>
<li>
<p><strong>Rust</strong>: Native Rust HTTP client implementation</p>
</li>
<li>
<p><strong>Go</strong>: Standard Go HTTP package implementation </p>
</li>
<li>
<p><strong>TypeScript</strong>: Node.js/browser-compatible implementation</p>
</li>
</ul>
<p>Switch between languages using the dropdown menu in the top-right corner to see language-specific code examples.</p>
<h3 id="agent-modes">Agent Modes<a class="headerlink" href="#agent-modes" title="Permanent link">&para;</a></h3>
<p>The playground offers two distinct modes for testing different types of AI implementations:</p>
<h4 id="single-agent-mode">Single Agent Mode<a class="headerlink" href="#single-agent-mode" title="Permanent link">&para;</a></h4>
<p>Test individual AI agents with specific configurations and tasks. Ideal for:
- Prototype testing</p>
<ul>
<li>
<p>Parameter optimization</p>
</li>
<li>
<p>Simple task automation</p>
</li>
<li>
<p>API familiarization</p>
</li>
</ul>
<h4 id="multi-agent-mode">Multi-Agent Mode<a class="headerlink" href="#multi-agent-mode" title="Permanent link">&para;</a></h4>
<p>Experiment with coordinated AI agent systems. Perfect for:
- Complex workflow automation</p>
<ul>
<li>
<p>Collaborative AI systems</p>
</li>
<li>
<p>Distributed task processing</p>
</li>
<li>
<p>Advanced orchestration scenarios</p>
</li>
</ul>
<h2 id="configuration-parameters">Configuration Parameters<a class="headerlink" href="#configuration-parameters" title="Permanent link">&para;</a></h2>
<h3 id="basic-agent-settings">Basic Agent Settings<a class="headerlink" href="#basic-agent-settings" title="Permanent link">&para;</a></h3>
<h4 id="agent-name">Agent Name<a class="headerlink" href="#agent-name" title="Permanent link">&para;</a></h4>
<p><strong>Purpose</strong>: Unique identifier for your agent
<strong>Usage</strong>: Helps distinguish between different agent configurations
<strong>Example</strong>: <code>"customer_service_bot"</code>, <code>"data_analyst"</code>, <code>"content_writer"</code></p>
<h4 id="model-name">Model Name<a class="headerlink" href="#model-name" title="Permanent link">&para;</a></h4>
<p><strong>Purpose</strong>: Specifies which AI model to use for the agent
<strong>Default</strong>: <code>gpt-4o-mini</code>
<strong>Options</strong>: Various OpenAI and other supported models
<strong>Impact</strong>: Affects response quality, speed, and cost</p>
<h4 id="description">Description<a class="headerlink" href="#description" title="Permanent link">&para;</a></h4>
<p><strong>Purpose</strong>: Human-readable description of the agent's purpose
<strong>Usage</strong>: Documentation and identification
<strong>Best Practice</strong>: Be specific about the agent's intended function</p>
<h4 id="system-prompt">System Prompt<a class="headerlink" href="#system-prompt" title="Permanent link">&para;</a></h4>
<p><strong>Purpose</strong>: Core instructions that define the agent's behavior and personality
<strong>Impact</strong>: Critical for agent performance and response style
<strong>Tips</strong>:
- Be clear and specific</p>
<ul>
<li>
<p>Include role definition</p>
</li>
<li>
<p>Specify output format if needed</p>
</li>
<li>
<p>Add relevant constraints</p>
</li>
</ul>
<h3 id="advanced-parameters">Advanced Parameters<a class="headerlink" href="#advanced-parameters" title="Permanent link">&para;</a></h3>
<h4 id="temperature">Temperature<a class="headerlink" href="#temperature" title="Permanent link">&para;</a></h4>
<p><strong>Range</strong>: 0.0 - 2.0</p>
<p><strong>Default</strong>: 0.5
<strong>Purpose</strong>: Controls randomness in responses
- <strong>Low (0.0-0.3)</strong>: More deterministic, consistent responses</p>
<ul>
<li>
<p><strong>Medium (0.4-0.7)</strong>: Balanced creativity and consistency </p>
</li>
<li>
<p><strong>High (0.8-2.0)</strong>: More creative and varied responses</p>
</li>
</ul>
<h4 id="max-tokens">Max Tokens<a class="headerlink" href="#max-tokens" title="Permanent link">&para;</a></h4>
<p><strong>Default</strong>: 8192
<strong>Purpose</strong>: Maximum length of the agent's response
<strong>Considerations</strong>:
- Higher values allow longer responses</p>
<ul>
<li>
<p>Impacts API costs</p>
</li>
<li>
<p>Model-dependent limits apply</p>
</li>
</ul>
<h4 id="role">Role<a class="headerlink" href="#role" title="Permanent link">&para;</a></h4>
<p><strong>Default</strong>: <code>worker</code>
<strong>Purpose</strong>: Defines the agent's role in multi-agent scenarios
<strong>Common Roles</strong>: <code>worker</code>, <code>manager</code>, <code>coordinator</code>, <code>specialist</code></p>
<h4 id="max-loops">Max Loops<a class="headerlink" href="#max-loops" title="Permanent link">&para;</a></h4>
<p><strong>Default</strong>: 1
<strong>Purpose</strong>: Number of iterations the agent can perform
<strong>Usage</strong>:
- <code>1</code>: Single response</p>
<ul>
<li><code>&gt;1</code>: Allows iterative problem solving</li>
</ul>
<h4 id="mcp-url-optional">MCP URL (Optional)<a class="headerlink" href="#mcp-url-optional" title="Permanent link">&para;</a></h4>
<p><strong>Purpose</strong>: Model Context Protocol URL for external integrations
<strong>Usage</strong>: Connect to external services or data sources
<strong>Format</strong>: Valid URL pointing to MCP-compatible service</p>
<h3 id="task-definition">Task Definition<a class="headerlink" href="#task-definition" title="Permanent link">&para;</a></h3>
<h4 id="task">Task<a class="headerlink" href="#task" title="Permanent link">&para;</a></h4>
<p><strong>Purpose</strong>: Specific instruction or query for the agent to process
<strong>Best Practices</strong>:
- Be specific and clear</p>
<ul>
<li>
<p>Include all necessary context</p>
</li>
<li>
<p>Specify desired output format</p>
</li>
<li>
<p>Provide examples when helpful</p>
</li>
</ul>
<h2 id="using-the-playground">Using the Playground<a class="headerlink" href="#using-the-playground" title="Permanent link">&para;</a></h2>
<h3 id="step-by-step-guide">Step-by-Step Guide<a class="headerlink" href="#step-by-step-guide" title="Permanent link">&para;</a></h3>
<ol>
<li><strong>Select Mode</strong>: Choose between Single Agent or Multi-Agent</li>
<li><strong>Choose Language</strong>: Select your preferred programming language</li>
<li><strong>Configure Agent</strong>: Fill in the required parameters</li>
<li><strong>Define Task</strong>: Enter your specific task or query</li>
<li><strong>Run Agent</strong>: Click the "Run Agent" button</li>
<li><strong>Review Output</strong>: Check the Output Terminal for results</li>
<li><strong>Copy Code</strong>: Use the generated code in your applications</li>
</ol>
<h3 id="testing-strategies">Testing Strategies<a class="headerlink" href="#testing-strategies" title="Permanent link">&para;</a></h3>
<h4 id="parameter-experimentation">Parameter Experimentation<a class="headerlink" href="#parameter-experimentation" title="Permanent link">&para;</a></h4>
<ul>
<li>
<p><strong>Temperature Testing</strong>: Try different temperature values to find optimal creativity levels</p>
</li>
<li>
<p><strong>Prompt Engineering</strong>: Iterate on system prompts to improve responses</p>
</li>
<li>
<p><strong>Token Optimization</strong>: Adjust max_tokens based on expected response length</p>
</li>
</ul>
<h4 id="workflow-development">Workflow Development<a class="headerlink" href="#workflow-development" title="Permanent link">&para;</a></h4>
<ul>
<li>
<p><strong>Start Simple</strong>: Begin with basic tasks and gradually increase complexity</p>
</li>
<li>
<p><strong>Iterative Refinement</strong>: Use playground results to refine your approach</p>
</li>
<li>
<p><strong>Documentation</strong>: Keep notes on successful configurations</p>
</li>
</ul>
<h2 id="output-interpretation">Output Interpretation<a class="headerlink" href="#output-interpretation" title="Permanent link">&para;</a></h2>
<h3 id="output-terminal">Output Terminal<a class="headerlink" href="#output-terminal" title="Permanent link">&para;</a></h3>
<p>The Output Terminal displays:</p>
<ul>
<li>
<p><strong>Agent Responses</strong>: Direct output from the AI agent</p>
</li>
<li>
<p><strong>Error Messages</strong>: API errors or configuration issues</p>
</li>
<li>
<p><strong>Execution Status</strong>: Success/failure indicators</p>
</li>
<li>
<p><strong>Response Metadata</strong>: Token usage, timing information</p>
</li>
</ul>
<h3 id="code-preview">Code Preview<a class="headerlink" href="#code-preview" title="Permanent link">&para;</a></h3>
<p>The Code Preview section shows:</p>
<ul>
<li>
<p><strong>Complete Implementation</strong>: Ready-to-use code in your selected language</p>
</li>
<li>
<p><strong>API Configuration</strong>: Proper headers and authentication setup</p>
</li>
<li>
<p><strong>Request Structure</strong>: Correctly formatted payload</p>
</li>
<li>
<p><strong>Response Handling</strong>: Basic error handling and output processing</p>
</li>
</ul>
<h2 id="code-examples-by-language">Code Examples by Language<a class="headerlink" href="#code-examples-by-language" title="Permanent link">&para;</a></h2>
<h3 id="python-implementation">Python Implementation<a class="headerlink" href="#python-implementation" title="Permanent link">&para;</a></h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="kn">import</span><span class="w"> </span><span class="nn">requests</span>
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a><span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://swarms-api-285321057562.us-east1.run.app/v1/agent/completions&quot;</span>
</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="n">headers</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="__span-0-5"><a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a> <span class="s2">&quot;Content-Type&quot;</span><span class="p">:</span> <span class="s2">&quot;application/json&quot;</span><span class="p">,</span>
</span><span id="__span-0-6"><a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a> <span class="s2">&quot;x-api-key&quot;</span><span class="p">:</span> <span class="s2">&quot;your-api-key-here&quot;</span>
</span><span id="__span-0-7"><a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a><span class="p">}</span>
</span><span id="__span-0-8"><a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a>
</span><span id="__span-0-9"><a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a><span class="n">payload</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="__span-0-10"><a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a> <span class="s2">&quot;agent_config&quot;</span><span class="p">:</span> <span class="p">{</span>
</span><span id="__span-0-11"><a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a> <span class="s2">&quot;agent_name&quot;</span><span class="p">:</span> <span class="s2">&quot;example_agent&quot;</span><span class="p">,</span>
</span><span id="__span-0-12"><a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a> <span class="s2">&quot;description&quot;</span><span class="p">:</span> <span class="s2">&quot;Example agent for demonstration&quot;</span><span class="p">,</span>
</span><span id="__span-0-13"><a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a> <span class="s2">&quot;system_prompt&quot;</span><span class="p">:</span> <span class="s2">&quot;You are a helpful assistant.&quot;</span><span class="p">,</span>
</span><span id="__span-0-14"><a id="__codelineno-0-14" name="__codelineno-0-14" href="#__codelineno-0-14"></a> <span class="s2">&quot;model_name&quot;</span><span class="p">:</span> <span class="s2">&quot;gpt-4o-mini&quot;</span><span class="p">,</span>
</span><span id="__span-0-15"><a id="__codelineno-0-15" name="__codelineno-0-15" href="#__codelineno-0-15"></a> <span class="s2">&quot;auto_generate_prompt&quot;</span><span class="p">:</span> <span class="n">false</span><span class="p">,</span>
</span><span id="__span-0-16"><a id="__codelineno-0-16" name="__codelineno-0-16" href="#__codelineno-0-16"></a> <span class="s2">&quot;max_tokens&quot;</span><span class="p">:</span> <span class="mi">8192</span><span class="p">,</span>
</span><span id="__span-0-17"><a id="__codelineno-0-17" name="__codelineno-0-17" href="#__codelineno-0-17"></a> <span class="s2">&quot;temperature&quot;</span><span class="p">:</span> <span class="mf">0.5</span><span class="p">,</span>
</span><span id="__span-0-18"><a id="__codelineno-0-18" name="__codelineno-0-18" href="#__codelineno-0-18"></a> <span class="s2">&quot;role&quot;</span><span class="p">:</span> <span class="s2">&quot;worker&quot;</span><span class="p">,</span>
</span><span id="__span-0-19"><a id="__codelineno-0-19" name="__codelineno-0-19" href="#__codelineno-0-19"></a> <span class="s2">&quot;max_loops&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span>
</span><span id="__span-0-20"><a id="__codelineno-0-20" name="__codelineno-0-20" href="#__codelineno-0-20"></a> <span class="s2">&quot;tools_list_dictionary&quot;</span><span class="p">:</span> <span class="n">null</span><span class="p">,</span>
</span><span id="__span-0-21"><a id="__codelineno-0-21" name="__codelineno-0-21" href="#__codelineno-0-21"></a> <span class="s2">&quot;mcp_url&quot;</span><span class="p">:</span> <span class="n">null</span>
</span><span id="__span-0-22"><a id="__codelineno-0-22" name="__codelineno-0-22" href="#__codelineno-0-22"></a> <span class="p">},</span>
</span><span id="__span-0-23"><a id="__codelineno-0-23" name="__codelineno-0-23" href="#__codelineno-0-23"></a> <span class="s2">&quot;task&quot;</span><span class="p">:</span> <span class="s2">&quot;Explain quantum computing in simple terms&quot;</span>
</span><span id="__span-0-24"><a id="__codelineno-0-24" name="__codelineno-0-24" href="#__codelineno-0-24"></a><span class="p">}</span>
</span><span id="__span-0-25"><a id="__codelineno-0-25" name="__codelineno-0-25" href="#__codelineno-0-25"></a>
</span><span id="__span-0-26"><a id="__codelineno-0-26" name="__codelineno-0-26" href="#__codelineno-0-26"></a><span class="n">response</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">url</span><span class="p">,</span> <span class="n">json</span><span class="o">=</span><span class="n">payload</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="n">headers</span><span class="p">)</span>
</span><span id="__span-0-27"><a id="__codelineno-0-27" name="__codelineno-0-27" href="#__codelineno-0-27"></a><span class="nb">print</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">json</span><span class="p">())</span>
</span></code></pre></div>
<h3 id="key-code-components">Key Code Components<a class="headerlink" href="#key-code-components" title="Permanent link">&para;</a></h3>
<h4 id="api-endpoint">API Endpoint<a class="headerlink" href="#api-endpoint" title="Permanent link">&para;</a></h4>
<ul>
<li>
<p><strong>URL</strong>: <code>https://swarms-api-285321057562.us-east1.run.app/v1/agent/completions</code></p>
</li>
<li>
<p><strong>Method</strong>: POST</p>
</li>
<li>
<p><strong>Authentication</strong>: API key in <code>x-api-key</code> header</p>
</li>
</ul>
<h4 id="request-structure">Request Structure<a class="headerlink" href="#request-structure" title="Permanent link">&para;</a></h4>
<ul>
<li>
<p><strong>Headers</strong>: Content-Type and API key</p>
</li>
<li>
<p><strong>Payload</strong>: Agent configuration and task</p>
</li>
<li>
<p><strong>Response</strong>: JSON with agent output and metadata</p>
</li>
</ul>
<h2 id="best-practices">Best Practices<a class="headerlink" href="#best-practices" title="Permanent link">&para;</a></h2>
<h3 id="security">Security<a class="headerlink" href="#security" title="Permanent link">&para;</a></h3>
<ul>
<li>
<p><strong>API Key Management</strong>: Never expose API keys in client-side code</p>
</li>
<li>
<p><strong>Environment Variables</strong>: Store sensitive credentials securely</p>
</li>
<li>
<p><strong>Rate Limiting</strong>: Respect API rate limits in production</p>
</li>
</ul>
<h3 id="performance-optimization">Performance Optimization<a class="headerlink" href="#performance-optimization" title="Permanent link">&para;</a></h3>
<ul>
<li>
<p><strong>Parameter Tuning</strong>: Optimize temperature and max_tokens for your use case</p>
</li>
<li>
<p><strong>Prompt Engineering</strong>: Craft efficient system prompts</p>
</li>
<li>
<p><strong>Caching</strong>: Implement response caching for repeated queries</p>
</li>
</ul>
<h3 id="development-workflow">Development Workflow<a class="headerlink" href="#development-workflow" title="Permanent link">&para;</a></h3>
<ul>
<li>
<p><strong>Prototype in Playground</strong>: Test configurations before implementation</p>
</li>
<li>
<p><strong>Document Successful Configs</strong>: Save working parameter combinations</p>
</li>
<li>
<p><strong>Iterate and Improve</strong>: Use playground for continuous optimization</p>
</li>
</ul>
<h2 id="troubleshooting">Troubleshooting<a class="headerlink" href="#troubleshooting" title="Permanent link">&para;</a></h2>
<h3 id="common-issues">Common Issues<a class="headerlink" href="#common-issues" title="Permanent link">&para;</a></h3>
<h4 id="no-output-in-terminal">No Output in Terminal<a class="headerlink" href="#no-output-in-terminal" title="Permanent link">&para;</a></h4>
<ul>
<li>
<p><strong>Check API Key</strong>: Ensure valid API key is configured</p>
</li>
<li>
<p><strong>Verify Parameters</strong>: All required fields must be filled</p>
</li>
<li>
<p><strong>Network Issues</strong>: Check internet connection</p>
</li>
</ul>
<h4 id="unexpected-responses">Unexpected Responses<a class="headerlink" href="#unexpected-responses" title="Permanent link">&para;</a></h4>
<ul>
<li>
<p><strong>Review System Prompt</strong>: Ensure clear instructions</p>
</li>
<li>
<p><strong>Adjust Temperature</strong>: Try different creativity levels</p>
</li>
<li>
<p><strong>Check Task Definition</strong>: Verify task clarity and specificity</p>
</li>
</ul>
<h4 id="code-generation-issues">Code Generation Issues<a class="headerlink" href="#code-generation-issues" title="Permanent link">&para;</a></h4>
<ul>
<li>
<p><strong>Language Selection</strong>: Ensure correct language is selected</p>
</li>
<li>
<p><strong>Copy Functionality</strong>: Use the "Copy Code" button for accurate copying</p>
</li>
<li>
<p><strong>Syntax Validation</strong>: Test generated code in your development environment</p>
</li>
</ul>
<h2 id="integration-guide">Integration Guide<a class="headerlink" href="#integration-guide" title="Permanent link">&para;</a></h2>
<h3 id="from-playground-to-production">From Playground to Production<a class="headerlink" href="#from-playground-to-production" title="Permanent link">&para;</a></h3>
<ol>
<li><strong>Copy Generated Code</strong>: Use the Code Preview section</li>
<li><strong>Add Error Handling</strong>: Implement robust error handling</li>
<li><strong>Configure Environment</strong>: Set up proper API key management</li>
<li><strong>Test Thoroughly</strong>: Validate in your target environment</li>
<li><strong>Monitor Performance</strong>: Track API usage and response quality</li>
</ol>
<p>The Swarms Playground is your gateway to understanding and implementing the Swarms API effectively. Use it to experiment, learn, and build confidence before deploying AI agents in production environments.</p>
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