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Rate Limits
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Rate Limits
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Per-Minute Limit
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Per-Hour Limit
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Tokens per Agent
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Premium Tier Benefits
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Performance Considerations
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<li class="md-nav__item">
<a href="#per-hour-limit" class="md-nav__link">
<span class="md-ellipsis">
Per-Hour Limit
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#per-day-limit" class="md-nav__link">
<span class="md-ellipsis">
Per-Day Limit
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#2-token-limits" class="md-nav__link">
<span class="md-ellipsis">
2. Token Limits
</span>
</a>
<nav class="md-nav" aria-label="2. Token Limits">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#tokens-per-agent" class="md-nav__link">
<span class="md-ellipsis">
Tokens per Agent
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#prompt-length-limit" class="md-nav__link">
<span class="md-ellipsis">
Prompt Length Limit
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#3-batch-processing-limits" class="md-nav__link">
<span class="md-ellipsis">
3. Batch Processing Limits
</span>
</a>
<nav class="md-nav" aria-label="3. Batch Processing Limits">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#batch-size-limit" class="md-nav__link">
<span class="md-ellipsis">
Batch Size Limit
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#how-rate-limiting-works" class="md-nav__link">
<span class="md-ellipsis">
How Rate Limiting Works
</span>
</a>
<nav class="md-nav" aria-label="How Rate Limiting Works">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#database-based-tracking" class="md-nav__link">
<span class="md-ellipsis">
Database-Based Tracking
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#sliding-windows" class="md-nav__link">
<span class="md-ellipsis">
Sliding Windows
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#checking-your-rate-limits" class="md-nav__link">
<span class="md-ellipsis">
Checking Your Rate Limits
</span>
</a>
<nav class="md-nav" aria-label="Checking Your Rate Limits">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#api-endpoint" class="md-nav__link">
<span class="md-ellipsis">
API Endpoint
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#response-format" class="md-nav__link">
<span class="md-ellipsis">
Response Format
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#handling-rate-limit-errors" class="md-nav__link">
<span class="md-ellipsis">
Handling Rate Limit Errors
</span>
</a>
<nav class="md-nav" aria-label="Handling Rate Limit Errors">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#error-response" class="md-nav__link">
<span class="md-ellipsis">
Error Response
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#best-practices" class="md-nav__link">
<span class="md-ellipsis">
Best Practices
</span>
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</ul>
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</li>
<li class="md-nav__item">
<a href="#premium-tier-benefits" class="md-nav__link">
<span class="md-ellipsis">
Premium Tier Benefits
</span>
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</li>
<li class="md-nav__item">
<a href="#performance-considerations" class="md-nav__link">
<span class="md-ellipsis">
Performance Considerations
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</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="swarms-api-rate-limits">Swarms API Rate Limits<a class="headerlink" href="#swarms-api-rate-limits" title="Permanent link">&para;</a></h1>
<p>The Swarms API implements a comprehensive rate limiting system that tracks API requests across multiple time windows and enforces various limits to ensure fair usage and system stability.</p>
<h2 id="rate-limits-summary">Rate Limits Summary<a class="headerlink" href="#rate-limits-summary" title="Permanent link">&para;</a></h2>
<table>
<thead>
<tr>
<th>Rate Limit Type</th>
<th>Free Tier</th>
<th>Premium Tier</th>
<th>Time Window</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td><strong>Requests per Minute</strong></td>
<td>100</td>
<td>2,000</td>
<td>1 minute</td>
<td>Maximum API calls per minute</td>
</tr>
<tr>
<td><strong>Requests per Hour</strong></td>
<td>50</td>
<td>10,000</td>
<td>1 hour</td>
<td>Maximum API calls per hour</td>
</tr>
<tr>
<td><strong>Requests per Day</strong></td>
<td>1,200</td>
<td>100,000</td>
<td>24 hours</td>
<td>Maximum API calls per day</td>
</tr>
<tr>
<td><strong>Tokens per Agent</strong></td>
<td>200,000</td>
<td>2,000,000</td>
<td>Per request</td>
<td>Maximum tokens per agent</td>
</tr>
<tr>
<td><strong>Prompt Length</strong></td>
<td>200,000</td>
<td>200,000</td>
<td>Per request</td>
<td>Maximum input tokens per request</td>
</tr>
<tr>
<td><strong>Batch Size</strong></td>
<td>10</td>
<td>10</td>
<td>Per request</td>
<td>Maximum agents in batch requests</td>
</tr>
<tr>
<td><strong>IP-based Fallback</strong></td>
<td>100</td>
<td>100</td>
<td>60 seconds</td>
<td>For requests without API keys</td>
</tr>
</tbody>
</table>
<h2 id="detailed-rate-limit-explanations">Detailed Rate Limit Explanations<a class="headerlink" href="#detailed-rate-limit-explanations" title="Permanent link">&para;</a></h2>
<h3 id="1-request-rate-limits">1. <strong>Request Rate Limits</strong><a class="headerlink" href="#1-request-rate-limits" title="Permanent link">&para;</a></h3>
<p>These limits control how many API calls you can make within specific time windows.</p>
<h4 id="per-minute-limit"><strong>Per-Minute Limit</strong><a class="headerlink" href="#per-minute-limit" title="Permanent link">&para;</a></h4>
<table>
<thead>
<tr>
<th>Tier</th>
<th>Requests per Minute</th>
<th>Reset Interval</th>
<th>Applies To</th>
</tr>
</thead>
<tbody>
<tr>
<td>Free</td>
<td>100</td>
<td>Every minute (sliding)</td>
<td>All API endpoints</td>
</tr>
<tr>
<td>Premium</td>
<td>2,000</td>
<td>Every minute (sliding)</td>
<td>All API endpoints</td>
</tr>
</tbody>
</table>
<h4 id="per-hour-limit"><strong>Per-Hour Limit</strong><a class="headerlink" href="#per-hour-limit" title="Permanent link">&para;</a></h4>
<ul>
<li><strong>Free Tier</strong>: 50 requests per hour</li>
<li><strong>Premium Tier</strong>: 10,000 requests per hour</li>
<li><strong>Reset</strong>: Every hour (sliding window)</li>
<li><strong>Applies to</strong>: All API endpoints</li>
</ul>
<h4 id="per-day-limit"><strong>Per-Day Limit</strong><a class="headerlink" href="#per-day-limit" title="Permanent link">&para;</a></h4>
<ul>
<li>
<p><strong>Free Tier</strong>: 1,200 requests per day (50 × 24)</p>
</li>
<li>
<p><strong>Premium Tier</strong>: 100,000 requests per day</p>
</li>
<li>
<p><strong>Reset</strong>: Every 24 hours (sliding window)</p>
</li>
<li>
<p><strong>Applies to</strong>: All API endpoints</p>
</li>
</ul>
<h3 id="2-token-limits">2. <strong>Token Limits</strong><a class="headerlink" href="#2-token-limits" title="Permanent link">&para;</a></h3>
<p>These limits control the amount of text processing allowed per request.</p>
<h4 id="tokens-per-agent"><strong>Tokens per Agent</strong><a class="headerlink" href="#tokens-per-agent" title="Permanent link">&para;</a></h4>
<ul>
<li>
<p><strong>Free Tier</strong>: 200,000 tokens per agent</p>
</li>
<li>
<p><strong>Premium Tier</strong>: 2,000,000 tokens per agent</p>
</li>
<li>
<p><strong>Applies to</strong>: Individual agent configurations</p>
</li>
<li>
<p><strong>Includes</strong>: System prompts, task descriptions, and agent names</p>
</li>
</ul>
<h4 id="prompt-length-limit"><strong>Prompt Length Limit</strong><a class="headerlink" href="#prompt-length-limit" title="Permanent link">&para;</a></h4>
<ul>
<li>
<p><strong>All Tiers</strong>: 200,000 tokens maximum</p>
</li>
<li>
<p><strong>Applies to</strong>: Combined input text (task + history + system prompts)</p>
</li>
<li>
<p><strong>Error</strong>: Returns 400 error if exceeded</p>
</li>
<li>
<p><strong>Message</strong>: "Prompt is too long. Please provide a prompt that is less than 10000 tokens."</p>
</li>
</ul>
<h3 id="3-batch-processing-limits">3. <strong>Batch Processing Limits</strong><a class="headerlink" href="#3-batch-processing-limits" title="Permanent link">&para;</a></h3>
<p>These limits control concurrent processing capabilities.</p>
<h4 id="batch-size-limit"><strong>Batch Size Limit</strong><a class="headerlink" href="#batch-size-limit" title="Permanent link">&para;</a></h4>
<ul>
<li>
<p><strong>All Tiers</strong>: 10 agents maximum per batch</p>
</li>
<li>
<p><strong>Applies to</strong>: <code>/v1/agent/batch/completions</code> endpoint</p>
</li>
<li>
<p><strong>Error</strong>: Returns 400 error if exceeded</p>
</li>
<li>
<p><strong>Message</strong>: "ERROR: BATCH SIZE EXCEEDED - You can only run up to 10 batch agents at a time."</p>
</li>
</ul>
<h2 id="how-rate-limiting-works">How Rate Limiting Works<a class="headerlink" href="#how-rate-limiting-works" title="Permanent link">&para;</a></h2>
<h3 id="database-based-tracking">Database-Based Tracking<a class="headerlink" href="#database-based-tracking" title="Permanent link">&para;</a></h3>
<p>The system uses a database-based approach for API key requests:</p>
<ol>
<li><strong>Request Logging</strong>: Every API request is logged to the <code>swarms_api_logs</code> table</li>
<li><strong>Time Window Queries</strong>: The system queries for requests in the last minute, hour, and day</li>
<li><strong>Limit Comparison</strong>: Current counts are compared against configured limits</li>
<li><strong>Request Blocking</strong>: Requests are blocked if any limit is exceeded</li>
</ol>
<h3 id="sliding-windows">Sliding Windows<a class="headerlink" href="#sliding-windows" title="Permanent link">&para;</a></h3>
<p>Rate limits use sliding windows rather than fixed windows:</p>
<ul>
<li>
<p><strong>Minute</strong>: Counts requests in the last 60 seconds</p>
</li>
<li>
<p><strong>Hour</strong>: Counts requests in the last 60 minutes </p>
</li>
<li>
<p><strong>Day</strong>: Counts requests in the last 24 hours</p>
</li>
</ul>
<p>This provides more accurate rate limiting compared to fixed time windows.</p>
<h2 id="checking-your-rate-limits">Checking Your Rate Limits<a class="headerlink" href="#checking-your-rate-limits" title="Permanent link">&para;</a></h2>
<h3 id="api-endpoint">API Endpoint<a class="headerlink" href="#api-endpoint" title="Permanent link">&para;</a></h3>
<p>Use the <code>/v1/rate/limits</code> endpoint to check your current usage:</p>
<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>curl<span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;x-api-key: your-api-key&quot;</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="w"> </span>https://api.swarms.world/v1/rate/limits
</span></code></pre></div>
<h3 id="response-format">Response Format<a class="headerlink" href="#response-format" title="Permanent link">&para;</a></h3>
<div class="language-json highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="p">{</span>
</span><span id="__span-1-2"><a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="w"> </span><span class="nt">&quot;success&quot;</span><span class="p">:</span><span class="w"> </span><span class="kc">true</span><span class="p">,</span>
</span><span id="__span-1-3"><a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a><span class="w"> </span><span class="nt">&quot;rate_limits&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-4"><a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="w"> </span><span class="nt">&quot;minute&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-5"><a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a><span class="w"> </span><span class="nt">&quot;count&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span>
</span><span id="__span-1-6"><a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a><span class="w"> </span><span class="nt">&quot;limit&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span>
</span><span id="__span-1-7"><a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a><span class="w"> </span><span class="nt">&quot;exceeded&quot;</span><span class="p">:</span><span class="w"> </span><span class="kc">false</span><span class="p">,</span>
</span><span id="__span-1-8"><a id="__codelineno-1-8" name="__codelineno-1-8" href="#__codelineno-1-8"></a><span class="w"> </span><span class="nt">&quot;remaining&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">95</span><span class="p">,</span>
</span><span id="__span-1-9"><a id="__codelineno-1-9" name="__codelineno-1-9" href="#__codelineno-1-9"></a><span class="w"> </span><span class="nt">&quot;reset_time&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;2024-01-15T10:30:00Z&quot;</span>
</span><span id="__span-1-10"><a id="__codelineno-1-10" name="__codelineno-1-10" href="#__codelineno-1-10"></a><span class="w"> </span><span class="p">},</span>
</span><span id="__span-1-11"><a id="__codelineno-1-11" name="__codelineno-1-11" href="#__codelineno-1-11"></a><span class="w"> </span><span class="nt">&quot;hour&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-12"><a id="__codelineno-1-12" name="__codelineno-1-12" href="#__codelineno-1-12"></a><span class="w"> </span><span class="nt">&quot;count&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">25</span><span class="p">,</span>
</span><span id="__span-1-13"><a id="__codelineno-1-13" name="__codelineno-1-13" href="#__codelineno-1-13"></a><span class="w"> </span><span class="nt">&quot;limit&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span>
</span><span id="__span-1-14"><a id="__codelineno-1-14" name="__codelineno-1-14" href="#__codelineno-1-14"></a><span class="w"> </span><span class="nt">&quot;exceeded&quot;</span><span class="p">:</span><span class="w"> </span><span class="kc">false</span><span class="p">,</span>
</span><span id="__span-1-15"><a id="__codelineno-1-15" name="__codelineno-1-15" href="#__codelineno-1-15"></a><span class="w"> </span><span class="nt">&quot;remaining&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">25</span><span class="p">,</span>
</span><span id="__span-1-16"><a id="__codelineno-1-16" name="__codelineno-1-16" href="#__codelineno-1-16"></a><span class="w"> </span><span class="nt">&quot;reset_time&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;2024-01-15T11:00:00Z&quot;</span>
</span><span id="__span-1-17"><a id="__codelineno-1-17" name="__codelineno-1-17" href="#__codelineno-1-17"></a><span class="w"> </span><span class="p">},</span>
</span><span id="__span-1-18"><a id="__codelineno-1-18" name="__codelineno-1-18" href="#__codelineno-1-18"></a><span class="w"> </span><span class="nt">&quot;day&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-19"><a id="__codelineno-1-19" name="__codelineno-1-19" href="#__codelineno-1-19"></a><span class="w"> </span><span class="nt">&quot;count&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">150</span><span class="p">,</span>
</span><span id="__span-1-20"><a id="__codelineno-1-20" name="__codelineno-1-20" href="#__codelineno-1-20"></a><span class="w"> </span><span class="nt">&quot;limit&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">1200</span><span class="p">,</span>
</span><span id="__span-1-21"><a id="__codelineno-1-21" name="__codelineno-1-21" href="#__codelineno-1-21"></a><span class="w"> </span><span class="nt">&quot;exceeded&quot;</span><span class="p">:</span><span class="w"> </span><span class="kc">false</span><span class="p">,</span>
</span><span id="__span-1-22"><a id="__codelineno-1-22" name="__codelineno-1-22" href="#__codelineno-1-22"></a><span class="w"> </span><span class="nt">&quot;remaining&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">1050</span><span class="p">,</span>
</span><span id="__span-1-23"><a id="__codelineno-1-23" name="__codelineno-1-23" href="#__codelineno-1-23"></a><span class="w"> </span><span class="nt">&quot;reset_time&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;2024-01-16T10:00:00Z&quot;</span>
</span><span id="__span-1-24"><a id="__codelineno-1-24" name="__codelineno-1-24" href="#__codelineno-1-24"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-1-25"><a id="__codelineno-1-25" name="__codelineno-1-25" href="#__codelineno-1-25"></a><span class="w"> </span><span class="p">},</span>
</span><span id="__span-1-26"><a id="__codelineno-1-26" name="__codelineno-1-26" href="#__codelineno-1-26"></a><span class="w"> </span><span class="nt">&quot;limits&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-27"><a id="__codelineno-1-27" name="__codelineno-1-27" href="#__codelineno-1-27"></a><span class="w"> </span><span class="nt">&quot;maximum_requests_per_minute&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span>
</span><span id="__span-1-28"><a id="__codelineno-1-28" name="__codelineno-1-28" href="#__codelineno-1-28"></a><span class="w"> </span><span class="nt">&quot;maximum_requests_per_hour&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span>
</span><span id="__span-1-29"><a id="__codelineno-1-29" name="__codelineno-1-29" href="#__codelineno-1-29"></a><span class="w"> </span><span class="nt">&quot;maximum_requests_per_day&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">1200</span><span class="p">,</span>
</span><span id="__span-1-30"><a id="__codelineno-1-30" name="__codelineno-1-30" href="#__codelineno-1-30"></a><span class="w"> </span><span class="nt">&quot;tokens_per_agent&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">200000</span>
</span><span id="__span-1-31"><a id="__codelineno-1-31" name="__codelineno-1-31" href="#__codelineno-1-31"></a><span class="w"> </span><span class="p">},</span>
</span><span id="__span-1-32"><a id="__codelineno-1-32" name="__codelineno-1-32" href="#__codelineno-1-32"></a><span class="w"> </span><span class="nt">&quot;timestamp&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;2024-01-15T10:29:30Z&quot;</span>
</span><span id="__span-1-33"><a id="__codelineno-1-33" name="__codelineno-1-33" href="#__codelineno-1-33"></a><span class="p">}</span>
</span></code></pre></div>
<h2 id="handling-rate-limit-errors">Handling Rate Limit Errors<a class="headerlink" href="#handling-rate-limit-errors" title="Permanent link">&para;</a></h2>
<h3 id="error-response">Error Response<a class="headerlink" href="#error-response" title="Permanent link">&para;</a></h3>
<p>When rate limits are exceeded, you'll receive a 429 status code:</p>
<div class="language-json 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="p">{</span>
</span><span id="__span-2-2"><a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="w"> </span><span class="nt">&quot;detail&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Rate limit exceeded for minute window(s). Upgrade to Premium for increased limits (2,000/min, 10,000/hour, 100,000/day) at https://swarms.world/platform/account for just $99/month.&quot;</span>
</span><span id="__span-2-3"><a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="p">}</span>
</span></code></pre></div>
<h3 id="best-practices">Best Practices<a class="headerlink" href="#best-practices" title="Permanent link">&para;</a></h3>
<ol>
<li><strong>Monitor Usage</strong>: Regularly check your rate limits using the <code>/v1/rate/limits</code> endpoint</li>
<li><strong>Implement Retry Logic</strong>: Use exponential backoff when hitting rate limits</li>
<li><strong>Optimize Requests</strong>: Combine multiple operations into single requests when possible</li>
<li><strong>Upgrade When Needed</strong>: Consider upgrading to Premium for higher limits</li>
</ol>
<h2 id="premium-tier-benefits">Premium Tier Benefits<a class="headerlink" href="#premium-tier-benefits" title="Permanent link">&para;</a></h2>
<p>Upgrade to Premium for significantly higher limits:</p>
<ul>
<li>
<p><strong>20x more requests per minute</strong> (2,000 vs 100)</p>
</li>
<li>
<p><strong>200x more requests per hour</strong> (10,000 vs 50)</p>
</li>
<li>
<p><strong>83x more requests per day</strong> (100,000 vs 1,200)</p>
</li>
<li>
<p><strong>10x more tokens per agent</strong> (2M vs 200K)</p>
</li>
</ul>
<p>Visit <a href="https://swarms.world/platform/account">Swarms Platform Account</a> to upgrade for just $99/month.</p>
<h2 id="performance-considerations">Performance Considerations<a class="headerlink" href="#performance-considerations" title="Permanent link">&para;</a></h2>
<ul>
<li>Database queries are optimized to only count request IDs</li>
<li>Rate limit checks are cached per request</li>
<li>Fallback mechanisms ensure system reliability</li>
<li>Minimal impact on request latency</li>
<li>Persistent tracking across server restarts </li>
</ul>
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