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<h1 id="mcp-agent-classification-endpoint">MCP — Agent Classification Endpoint</h1>
<p>Expose Echo-DSRN-98M research intent classification to AI agents via the Model Context Protocol (SSE transport).</p>
<h2 id="server-configuration">Server Configuration</h2>
<p>Add to your MCP client config (Claude Desktop, Cursor, Continue, etc.):</p>
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="p">{</span>
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="w"> </span><span class="nt">&quot;mcpServers&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a><span class="w"> </span><span class="nt">&quot;echo-dsrn&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="w"> </span><span class="nt">&quot;url&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;http://localhost:7860/api/mcp/classify&quot;</span><span class="p">,</span>
<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a><span class="w"> </span><span class="nt">&quot;transport&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;sse&quot;</span><span class="p">,</span>
<a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a><span class="w"> </span><span class="nt">&quot;headers&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a><span class="w"> </span><span class="nt">&quot;Authorization&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Bearer echo-dsrn-mcp-change-me-in-production&quot;</span>
<a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a><span class="w"> </span><span class="p">}</span>
<a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a><span class="w"> </span><span class="p">}</span>
<a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a><span class="w"> </span><span class="p">}</span>
<a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a><span class="p">}</span>
</code></pre></div>
<p>Set <code>MCP_API_KEY</code> in <code>.env</code> to match:</p>
<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>MCP_API_KEY=echo-dsrn-mcp-change-me-in-production
</code></pre></div>
<h2 id="authentication">Authentication</h2>
<p>Bearer token via <code>Authorization</code> header. No query-string keys.</p>
<h2 id="tools-exposed">Tools exposed</h2>
<table>
<thead>
<tr>
<th>Tool</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>classify_intent</code></td>
<td>Classify a research paper by title + abstract into one of 5 intents</td>
</tr>
</tbody>
</table>
<h3 id="input">Input</h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="p">{</span>
<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="w"> </span><span class="nt">&quot;title&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Attention Is All You Need&quot;</span><span class="p">,</span>
<a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="w"> </span><span class="nt">&quot;abstract&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;We propose a new simple network architecture, the Transformer...&quot;</span>
<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="p">}</span>
</code></pre></div>
<h3 id="output">Output</h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="p">{</span>
<a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="w"> </span><span class="nt">&quot;label&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Methodology&quot;</span><span class="p">,</span>
<a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="w"> </span><span class="nt">&quot;probabilities&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="w"> </span><span class="nt">&quot;Methodology&quot;</span><span class="p">:</span><span class="w"> </span><span class="mf">0.87</span><span class="p">,</span>
<a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a><span class="w"> </span><span class="nt">&quot;Dataset&quot;</span><span class="p">:</span><span class="w"> </span><span class="mf">0.03</span><span class="p">,</span>
<a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a><span class="w"> </span><span class="nt">&quot;Review&quot;</span><span class="p">:</span><span class="w"> </span><span class="mf">0.02</span><span class="p">,</span>
<a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a><span class="w"> </span><span class="nt">&quot;Applied&quot;</span><span class="p">:</span><span class="w"> </span><span class="mf">0.06</span><span class="p">,</span>
<a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a><span class="w"> </span><span class="nt">&quot;Theoretical&quot;</span><span class="p">:</span><span class="w"> </span><span class="mf">0.02</span>
<a id="__codelineno-3-9" name="__codelineno-3-9" href="#__codelineno-3-9"></a><span class="w"> </span><span class="p">}</span>
<a id="__codelineno-3-10" name="__codelineno-3-10" href="#__codelineno-3-10"></a><span class="p">}</span>
</code></pre></div>
<h2 id="raw-sse-usage">Raw SSE usage</h2>
<div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a>curl<span class="w"> </span>-N<span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Authorization: Bearer echo-dsrn-mcp-change-me-in-production&quot;</span><span class="w"> </span><span class="se">\</span>
<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="w"> </span><span class="s2">&quot;http://localhost:7860/api/mcp/classify?title=Attention+Is+All+You+Need&amp;abstract=We+propose+the+Transformer&quot;</span>
</code></pre></div>
<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="kn">import</span><span class="w"> </span><span class="nn">requests</span>
<a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a>
<a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a><span class="n">resp</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span>
<a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a> <span class="s2">&quot;http://localhost:7860/api/mcp/classify&quot;</span><span class="p">,</span>
<a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a> <span class="n">params</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;title&quot;</span><span class="p">:</span> <span class="s2">&quot;Attention Is All You Need&quot;</span><span class="p">,</span> <span class="s2">&quot;abstract&quot;</span><span class="p">:</span> <span class="s2">&quot;We propose...&quot;</span><span class="p">},</span>
<a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a> <span class="n">headers</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;Authorization&quot;</span><span class="p">:</span> <span class="s2">&quot;Bearer echo-dsrn-mcp-change-me-in-production&quot;</span><span class="p">},</span>
<a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a> <span class="n">stream</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
<a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a><span class="p">)</span>
<a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a><span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">resp</span><span class="o">.</span><span class="n">iter_lines</span><span class="p">():</span>
<a id="__codelineno-5-10" name="__codelineno-5-10" href="#__codelineno-5-10"></a> <span class="k">if</span> <span class="n">line</span><span class="p">:</span>
<a id="__codelineno-5-11" name="__codelineno-5-11" href="#__codelineno-5-11"></a> <span class="nb">print</span><span class="p">(</span><span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">())</span>
</code></pre></div>
<h2 id="architecture">Architecture</h2>
<ol>
<li>Request hits SSE endpoint → Bearer token validated</li>
<li>Celery task <code>classify_mcp</code> enqueued to Redis</li>
<li>Worker loads Echo-DSRN-98M (baked into Docker image, no HF download)</li>
<li>Fast CPU inference → result streamed via SSE</li>
</ol>
<p>No papers saved. No database writes. Stateless.</p>
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