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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 CLI Agent</span></div> | |
| <div class="badge-pill">⚡ CLI Execution Agent</div> | |
| <h1 style="font-size: 2.25rem; color: #0f172a; font-weight: 800; margin-bottom: 0.75rem;">SLM CLI Agent</h1> | |
| <p style="font-size: 1.05rem; color: #334155; line-height: 1.65; font-weight: 500; margin: 0;">Lightweight shell helper that translates natural language commands to safe, platform-specific shell scripts and executes them locally on CPU with built-in command security constraints.</p> | |
| </section> | |
| <nav class="doc-nav"> | |
| <a href="#overview">Overview</a> | |
| <a href="#install"> | |
| <a href="#git">Git Checkout</a>Installation</a> | |
| <a href="#config">Configuration API</a> | |
| <a href="#performance">Performance</a> | |
| </nav> | |
| <section class="doc-section" id="install"> | |
| <h2>💻 Installation</h2> | |
| <div class="code-panel" style="max-width:100%"> | |
| <div class="code-header"><div class="code-dots"><div class="code-dot"></div><div class="code-dot"></div><div class="code-dot"></div></div><div class="code-title">Terminal</div></div> | |
| <div class="code-content" style="display:block;padding:1.5rem"> | |
| <pre><code><span class="comment"># Install in editable mode locally</span> | |
| pip install -e ./slm_cli_agent | |
| <span class="comment"># Set performance environment parameters</span> | |
| export SLM_CLI_AGENT_N_THREADS=4 | |
| export SLM_CLI_AGENT_N_CTX=2048</code></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;">$</span> <span style="color:#c084fc; font-weight:700;">mkdir</span> <span style="color:#38bdf8;">slm_cli_agent</span> <span style="color:#94a3b8;">&&</span> <span style="color:#c084fc; font-weight:700;">cd</span> <span style="color:#38bdf8;">slm_cli_agent</span> | |
| <span style="color:#64748b;"># 2. Initialise empty git repo and add remote</span> | |
| <span style="color:#34d399;">$</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;">$</span> <span style="color:#c084fc; font-weight:700;">git sparse-checkout set</span> <span style="color:#38bdf8;">slm_cli_agent</span> | |
| <span style="color:#64748b;"># 4. Pull only that agent's source</span> | |
| <span style="color:#34d399;">$</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_cli_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_cli_agent</code> to run in editable mode without publishing to PyPI. | |
| </p> | |
| </section> | |
| <section class="doc-section" id="config"> | |
| <h2>⚙️ Configuration API</h2> | |
| <h3>Constructor Parameters</h3> | |
| <table class="param-table"> | |
| <thead><tr><th>Parameter</th><th>Type / Default</th><th>Description</th></tr></thead> | |
| <tbody> | |
| <tr><td>model_path</td><td>str | None</td><td>Explicit path to the ONNX model directory. Defaults to caching/sharing the main model in the monorepo.</td></tr> | |
| <tr><td>cache_dir</td><td>str | None</td><td>HF model directory path. Also settable via <span class="env-tag">SLM_CLI_AGENT_CACHE_DIR</span>.</td></tr> | |
| <tr><td>n_ctx</td><td>int | 2048</td><td>Context window size in tokens. Also settable via <span class="env-tag">SLM_CLI_AGENT_N_CTX</span>.</td></tr> | |
| <tr><td>n_threads</td><td>int | 4</td><td>CPU threads for ONNX Runtime. Also settable via <span class="env-tag">SLM_CLI_AGENT_N_THREADS</span>.</td></tr> | |
| <tr><td>system_prompt</td><td>str | None</td><td>Optional custom system prompt instructions overriding the default template.</td></tr> | |
| <tr><td>user_input</td><td>str | None</td><td>Optional additional user-supplied target parameters or variables.</td></tr> | |
| </tbody> | |
| </table> | |
| <h3>generate_command() Parameters</h3> | |
| <table class="param-table"> | |
| <thead><tr><th>Parameter</th><th>Type / Default</th><th>Description</th></tr></thead> | |
| <tbody> | |
| <tr><td>query</td><td>str</td><td><strong>Required.</strong> Natural language description of what you want to achieve.</td></tr> | |
| <tr><td>stream</td><td>bool | False</td><td>If True, enables token streaming of the model's explanation and thinking process. Returns a Python generator.</td></tr> | |
| <tr><td>system_prompt</td><td>str | None</td><td>Optional custom system prompt instructions overriding the default template.</td></tr> | |
| <tr><td>user_input</td><td>str | None</td><td>Optional additional user-supplied target parameters or variables.</td></tr> | |
| </tbody> | |
| </table> | |
| <div class="code-panel" style="max-width:100%"> | |
| <div class="code-header"><div class="code-dots"><div class="code-dot"></div><div class="code-dot"></div><div class="code-dot"></div></div><div class="code-title">Python Quick Start</div></div> | |
| <div class="code-content" style="display:block;padding:1.5rem"> | |
| <pre><code><span class="keyword">from</span> slm_cli_agent.cli_agent <span class="keyword">import</span> SLMCLIAgent | |
| agent = <span class="function">SLMCLIAgent</span>() | |
| <span class="comment"># Generate command from query</span> | |
| cmd, explanation = agent.<span class="function">generate_command</span>(<span class="string">"find all files ending with .py in current folder"</span>) | |
| <span class="function">print</span>(cmd) | |
| <span class="comment"># Output: find . -name "*.py"</span></code></pre> | |
| </div> | |
| </div> | |
| <h3>Unified Command Execution (`run()`)</h3> | |
| <p>For convenience, you can translate and execute shell instructions in a single method call:</p> | |
| <div class="code-panel" style="max-width:100%"> | |
| <div class="code-header"><div class="code-dots"><div class="code-dot"></div><div class="code-dot"></div><div class="code-dot"></div></div><div class="code-title">Unified Execution</div></div> | |
| <div class="code-content" style="display:block;padding:1.5rem"> | |
| <pre><code>result = agent.<span class="function">run</span>(<span class="string">"list directory contents in clean format"</span>) | |
| <span class="function">print</span>(f<span class="string">"Executed Command: {result['command']}"</span>) | |
| <span class="function">print</span>(f<span class="string">"Success: {result['success']}"</span>) | |
| <span class="function">print</span>(f<span class="string">"Output:\n{result['stdout']}"</span>)</code></pre> | |
| </div> | |
| </div> | |
| </section> | |
| <section class="doc-section" id="execution"> | |
| <h2>Safe Command Execution</h2> | |
| <p>The CLI Agent provides a safe command execution API that screens script blocks for destructive patterns prior to invoking them in the local environment.</p> | |
| <div class="code-panel" style="max-width:100%"> | |
| <div class="code-header"><div class="code-dots"><div class="code-dot"></div><div class="code-dot"></div><div class="code-dot"></div></div><div class="code-title">Executing Command</div></div> | |
| <div class="code-content" style="display:block;padding:1.5rem"> | |
| <pre><code>code, stdout, stderr = agent.<span class="function">execute_command</span>(<span class="string">"echo 'Hello CLI Agent'"</span>) | |
| <span class="function">print</span>(f<span class="string">"Return code: {code}"</span>) | |
| <span class="function">print</span>(f<span class="string">"Stdout: {stdout}"</span>)</code></pre> | |
| </div> | |
| </div> | |
| <div class="warn-box"> | |
| <strong>⚠️ Dry-Run Checks:</strong> Destructive patterns (e.g. <code>rm -rf /</code>, <code>mkfs</code>, <code>dd if=</code>, <code>shutdown</code>) are caught by the protection engine, resulting in a return code of <code>-1</code> and an error returned to prevent command-line accidents. | |
| </div> | |
| </section> | |
| <section class="doc-section" id="pipeline"> | |
| <h2>Complex Command Pipelines</h2> | |
| <p>The CLI Agent handles complex natural language requirements involving multiple nested operations, pipes, file redirections, and limits:</p> | |
| <div class="code-panel" style="max-width:100%"> | |
| <div class="code-header"><div class="code-dots"><div class="code-dot"></div><div class="code-dot"></div><div class="code-dot"></div></div><div class="code-title">Pipeline Example</div></div> | |
| <div class="code-content" style="display:block;padding:1.5rem"> | |
| <pre><code>query = ( | |
| <span class="string">"Find all files in /var/log ending with .log modified in the last 7 days, "</span> | |
| <span class="string">"search them for the term 'ERROR' case-insensitively, count the matching "</span> | |
| <span class="string">"lines for each file, sort the count descending, and output the top 5 records "</span> | |
| <span class="string">"while ignoring permission denied errors."</span> | |
| ) | |
| result = agent.<span class="function">run</span>(query) | |
| <span class="function">print</span>(result[<span class="string">"command"</span>])</code></pre> | |
| </div> | |
| </div> | |
| <div class="tip-box"> | |
| <strong>Resulting Bash Pipeline:</strong><br> | |
| <code>find /var/log -type f -name "*.log" -mtime -7 2>/dev/null | xargs grep -io "ERROR" 2>/dev/null | cut -d: -f1 | sort | uniq -c | sort -rn | head -n 5</code> | |
| </div> | |
| </section> | |
| <section class="doc-section" id="security"> | |
| <h2>Security & Hardening</h2> | |
| <div class="security-box"> | |
| <strong>🔒 Restricted Access:</strong> While the agent blocks common destructive commands, always review the generated script before execution. It is highly recommended to run the agent in environment profiles with restricted write access and minimal administrative rights. | |
| </div> | |
| </section> | |
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