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<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="UTF-8">
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
  <meta name="description" content="SLM Web Agent: Autonomous browser navigation agent powered by Playwright and local small language models for headless form filling and data extraction.">
  
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  <title>SLM Web Agent | Documentation</title>
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          <div class="breadcrumb" style="font-size: 0.85rem; color: #475569; margin-bottom: 1rem; font-weight: 600;"><a href="index.html" style="color: #4f46e5; text-decoration: none;">Home</a> <span style="margin: 0 6px;">›</span> <span style="color: #0f172a;">SLM Web Agent</span></div>
          <div class="badge-pill">🌐 Playwright Browser Automation</div>
          <h1 style="font-size: 2.25rem; color: #0f172a; font-weight: 800; margin-bottom: 0.75rem;">SLM Web Agent</h1>
          <p style="font-size: 1.05rem; color: #334155; line-height: 1.65; font-weight: 500; margin: 0;">Autonomous browser navigation agent powered by Playwright and local small language models for headless form filling and data extraction.</p>
        </section>

        <nav class="doc-nav">
          <a href="#overview">Overview</a>
          <a href="#install">Installation</a>
          <a href="#git">Git Checkout</a>
          <a href="#config">Configuration API</a>
          <a href="#performance">Performance</a>
        </nav>

        <!-- OVERVIEW -->
        <section class="doc-section" id="overview">
          <h2>🚀 Overview &amp; Capabilities</h2>
          <p>Autonomous browser navigation agent powered by Playwright and local small language models for headless form filling and data extraction.</p>
          
          <h3 style="margin-top: 1.5rem; font-size: 1.15rem; color: #0f172a; font-weight: 700;">Key Features</h3>
          <ul style="padding-left: 1.5rem; color: #334155; font-weight: 500; line-height: 1.7;">
            <li><strong>Headless browser interaction via Playwright</strong></li>
<li><strong>Automated form navigation and locator selection</strong></li>
<li><strong>DOM snapshot reduction for small model context windows</strong></li>
<li><strong>Zero external API calls</strong></li>
          </ul>
        </section>

        <!-- INSTALLATION -->
        <section class="doc-section" id="install">
          <h2>💻 Installation</h2>
          <p>Install the local package using pip:</p>
          <div class="code-panel" style="max-width:100%; background: #0f172a; border: 1px solid #1e293b; border-radius: 14px; overflow: hidden; margin: 1rem 0; box-shadow: 0 16px 40px rgba(15, 23, 42, 0.12);">
            <div class="code-header" style="background: #1e293b; padding: 10px 16px; display: flex; align-items: center; justify-content: space-between; border-bottom: 1px solid #334155;">
              <div class="code-dots"><div class="code-dot"></div><div class="code-dot"></div><div class="code-dot"></div></div>
              <div class="code-title" style="color: #94a3b8; font-weight: 700; font-size: 0.8rem; font-family: 'JetBrains Mono', monospace;">Terminal</div>
            </div>
            <div class="code-content" style="display:block; padding: 1.25rem 1.5rem; background: #0f172a;">
              <pre style="margin:0; background:#0f172a; color:#f8fafc; font-family:'JetBrains Mono',monospace; font-size:0.95rem; border:none; box-shadow:none; padding:0;"><span style="color: #34d399; margin-right: 8px;">$</span><span style="color: #c084fc; font-weight: 700;">pip install</span> <span style="color: #38bdf8;">slm-web-agent</span></pre>
            </div>
          </div>
        </section>

        <!-- GIT CHECKOUT -->
        <section class="doc-section" id="git">
          <h2>🐙 Checkout from GitHub</h2>
          <p>Clone only this agent's folder from the monorepo using Git sparse-checkout — no need to download the full repository:</p>

          <h3 style="font-size: 1.05rem; color: #0f172a; font-weight: 700; margin-top: 1.5rem; margin-bottom: 0.75rem;">Option 1 — Sparse Checkout (Recommended)</h3>
          <div class="code-panel" style="max-width:100%; background: #0f172a; border: 1px solid #1e293b; border-radius: 14px; overflow: hidden; margin: 1rem 0; box-shadow: 0 16px 40px rgba(15, 23, 42, 0.12);">
            <div class="code-header" style="background: #1e293b; padding: 10px 16px; display: flex; align-items: center; justify-content: space-between; border-bottom: 1px solid #334155;">
              <div class="code-dots"><div class="code-dot"></div><div class="code-dot"></div><div class="code-dot"></div></div>
              <div class="code-title" style="color: #94a3b8; font-weight: 700; font-size: 0.8rem; font-family: 'JetBrains Mono', monospace;">Terminal — Git Sparse Checkout</div>
            </div>
            <div class="code-content" style="display:block; padding: 1.25rem 1.5rem; background: #0f172a;">
              <pre style="margin:0; background:#0f172a; color:#f8fafc; font-family:'JetBrains Mono',monospace; font-size:0.88rem; border:none; box-shadow:none; padding:0; line-height: 1.75;"><span style="color:#64748b;"># 1. Create and enter a new directory</span>
<span style="color:#34d399;">$</span> <span style="color:#c084fc; font-weight:700;">mkdir</span> <span style="color:#38bdf8;">slm_web_agent</span> <span style="color:#94a3b8;">&amp;&amp;</span> <span style="color:#c084fc; font-weight:700;">cd</span> <span style="color:#38bdf8;">slm_web_agent</span>

<span style="color:#64748b;"># 2. Initialise empty git repo and add remote</span>
<span style="color:#34d399;">$</span> <span style="color:#c084fc; font-weight:700;">git init</span>
<span style="color:#34d399;">$</span> <span style="color:#c084fc; font-weight:700;">git remote add origin</span> <span style="color:#38bdf8;">https://github.com/t00114218-stack/SLMAgents.git</span>

<span style="color:#64748b;"># 3. Enable sparse-checkout and set target folder</span>
<span style="color:#34d399;">$</span> <span style="color:#c084fc; font-weight:700;">git sparse-checkout init</span> <span style="color:#94a3b8;">--cone</span>
<span style="color:#34d399;">$</span> <span style="color:#c084fc; font-weight:700;">git sparse-checkout set</span> <span style="color:#38bdf8;">slm_web_agent</span>

<span style="color:#64748b;"># 4. Pull only that agent's source</span>
<span style="color:#34d399;">$</span> <span style="color:#c084fc; font-weight:700;">git pull origin</span> <span style="color:#38bdf8;">main</span></pre>
            </div>
          </div>

          <h3 style="font-size: 1.05rem; color: #0f172a; font-weight: 700; margin-top: 2rem; margin-bottom: 0.75rem;">Option 2 — Full Repository Clone</h3>
          <div class="code-panel" style="max-width:100%; background: #0f172a; border: 1px solid #1e293b; border-radius: 14px; overflow: hidden; margin: 1rem 0;">
            <div class="code-header" style="background: #1e293b; padding: 10px 16px; display: flex; align-items: center; justify-content: space-between; border-bottom: 1px solid #334155;">
              <div class="code-dots"><div class="code-dot"></div><div class="code-dot"></div><div class="code-dot"></div></div>
              <div class="code-title" style="color: #94a3b8; font-weight: 700; font-size: 0.8rem; font-family: 'JetBrains Mono', monospace;">Terminal — Full Clone</div>
            </div>
            <div class="code-content" style="display:block; padding: 1.25rem 1.5rem; background: #0f172a;">
              <pre style="margin:0; background:#0f172a; color:#f8fafc; font-family:'JetBrains Mono',monospace; font-size:0.88rem; border:none; box-shadow:none; padding:0; line-height: 1.75;"><span style="color:#34d399;">$</span> <span style="color:#c084fc; font-weight:700;">git clone</span> <span style="color:#38bdf8;">https://github.com/t00114218-stack/SLMAgents.git</span>
<span style="color:#34d399;">$</span> <span style="color:#c084fc; font-weight:700;">cd</span> <span style="color:#38bdf8;">SLMAgents/slm_web_agent</span></pre>
            </div>
          </div>

          <p style="margin-top: 1.25rem; font-size: 0.9rem; color: #475569; background: #f8fafc; border: 1px solid #cbd5e1; border-radius: 10px; padding: 1rem 1.25rem;">
            💡 <strong>Tip:</strong> After checkout, install the package locally with <code style="background: #eef2ff; color: #4f46e5; border: 1px solid #c7d2fe; padding: 2px 8px; border-radius: 5px; font-weight: 700;">pip install -e ./slm_web_agent</code> to run in editable mode without publishing to PyPI.
          </p>
        </section>

        <!-- CONFIGURATION -->
        <section class="doc-section" id="config">
          <h2>⚙️ Configuration API</h2>
          
          <h3 style="font-size: 1.15rem; color: #0f172a; font-weight: 700; margin-top: 1.5rem;">Constructor Parameters</h3>
          <p>Instantiate <code style="background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;">SLMWebAgent</code> with performance and runtime options:</p>
          <table class="param-table">
            <thead>
              <tr><th>Parameter</th><th>Type / Default</th><th>Description</th></tr>
            </thead>
            <tbody>
              <tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>headless</code></td><td><span class='param-type'>bool | True</span></td><td style='color: #334155; font-weight: 500;'>Run browser in headless background mode. Default: True.</td></tr>
<tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>temperature</code></td><td><span class='param-type'>float | 0.0</span></td><td style='color: #334155; font-weight: 500;'>Action planning temperature. Default: 0.0.</td></tr>
<tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>top_p</code></td><td><span class='param-type'>float | 0.9</span></td><td style='color: #334155; font-weight: 500;'>Nucleus sampling cutoff. Default: 0.9.</td></tr>
<tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>max_tokens</code></td><td><span class='param-type'>int | 256</span></td><td style='color: #334155; font-weight: 500;'>Max token output limit. Default: 256.</td></tr>
<tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>n_threads</code></td><td><span class='param-type'>int | 4</span></td><td style='color: #334155; font-weight: 500;'>CPU threads for model execution. Default: 4.</td></tr>

            </tbody>
          </table>

          <h3 style="font-size: 1.15rem; color: #0f172a; font-weight: 700; margin-top: 2rem;">Methods</h3>
          <table class="param-table">
            <thead>
              <tr><th>Method Signature</th><th>Return Type</th><th>Description</th></tr>
            </thead>
            <tbody>
              <tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>browse(goal, start_url, ...)</code></td><td><span class='param-type'>dict</span></td><td style='color: #334155; font-weight: 500;'>Executes multi-step Playwright web browsing tasks autonomously.</td></tr>

            </tbody>
          </table>

          <h3 style="font-size: 1.15rem; color: #0f172a; font-weight: 700; margin-top: 2rem;">Execution Parameters</h3>
          <p>Complete list of execution parameters accepted by the primary agent method:</p>
          <table class="param-table">
            <thead>
              <tr><th>Parameter</th><th>Type / Default</th><th>Description</th></tr>
            </thead>
            <tbody>
              <tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>goal</code></td><td><span class='param-type'>str</span></td><td style='color: #334155; font-weight: 500;'>Target browser automation goal description.</td></tr>
<tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>start_url</code></td><td><span class='param-type'>str</span></td><td style='color: #334155; font-weight: 500;'>Initial Web URL to navigate to.</td></tr>
<tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>system_prompt</code></td><td><span class='param-type'>str | None</span></td><td style='color: #334155; font-weight: 500;'>Custom system instruction prompt override. Default: None.</td></tr>
<tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>user_input</code></td><td><span class='param-type'>str | None</span></td><td style='color: #334155; font-weight: 500;'>Optional additional user form fill values. Default: None.</td></tr>
<tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>temperature</code></td><td><span class='param-type'>float | 0.0</span></td><td style='color: #334155; font-weight: 500;'>Sampling temperature. Default: 0.0.</td></tr>
<tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>top_p</code></td><td><span class='param-type'>float | 0.9</span></td><td style='color: #334155; font-weight: 500;'>Nucleus sampling probability. Default: 0.9.</td></tr>
<tr><td><code style='background: #eef2ff; color: #4f46e5; font-weight: 700; border: 1px solid #c7d2fe; padding: 3px 8px; border-radius: 6px;'>max_tokens</code></td><td><span class='param-type'>int | 256</span></td><td style='color: #334155; font-weight: 500;'>Maximum token limit. Default: 256.</td></tr>

            </tbody>
          </table>

          <h3 style="font-size: 1.15rem; color: #0f172a; font-weight: 700; margin-top: 2rem;">Quick Start</h3>
          <div class="code-panel" style="max-width:100%; background: #0f172a; border: 1px solid #1e293b; border-radius: 14px; overflow: hidden; margin: 1rem 0; box-shadow: 0 16px 40px rgba(15, 23, 42, 0.12);">
            <div class="code-header" style="background: #1e293b; padding: 10px 16px; display: flex; align-items: center; justify-content: space-between; border-bottom: 1px solid #334155;">
              <div class="code-dots"><div class="code-dot"></div><div class="code-dot"></div><div class="code-dot"></div></div>
              <div class="code-title" style="color: #94a3b8; font-weight: 700; font-size: 0.8rem; font-family: 'JetBrains Mono', monospace;">Python Example</div>
            </div>
            <div class="code-content" style="display:block; padding: 1.25rem 1.5rem; background: #0f172a;">
              <pre style="margin:0; background:#0f172a; color:#f8fafc; font-family:'JetBrains Mono',monospace; font-size:0.9rem; border:none; box-shadow:none; padding:0;"><code class="language-python">from slm_web_agent import SLMWebAgent

web = SLMWebAgent(headless=True, n_threads=4)
res = web.browse(
    goal="Navigate to portal signup and enter test email",
    start_url="https://portal.slmagents.ai/signup",
    system_prompt="Wait 2 seconds after submit",
    user_input="Email: dev@slmagents.ai",
    temperature=0.0,
    top_p=0.9,
    max_tokens=256
)
print(res)</code></pre>
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        <!-- VERIFIED LOGS -->
        <section class="doc-section">
          <h2>🔍 Verified Output Logs</h2>
          <p>Diagnostic execution console output running locally on CPU:</p>
          <div class="code-panel" style="max-width:100%; background: #0f172a; border: 1px solid #1e293b; border-radius: 14px; overflow: hidden; margin: 1rem 0;">
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              <pre style="margin:0; background:#0f172a; color:#38bdf8; font-family:'JetBrains Mono',monospace; font-size:0.85rem; border:none; box-shadow:none; padding:0; white-space: pre-wrap; word-break: break-word;">→ INPUT:
Goal: Navigate to portal signup and enter test email
URL: https://portal.slmagents.ai/signup

← OUTPUT:
{
  'status': '200 OK',
  'goal': 'Navigate to portal signup and enter test email',
  'success': True,
  'steps_taken': 3
}</pre>
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