diff --git a/blog/index.json b/blog/index.json
index 1a7cf31..71000b9 100644
--- a/blog/index.json
+++ b/blog/index.json
@@ -3,10 +3,10 @@
     {
       "id": "speed-run-odoo-mcp",
       "date": "2026-06-16",
-      "area": "speed-run",
+      "area": "guide",
       "agent": "hermes",
-      "headline": "Speed Run: Connect Hermes Agent to Odoo via MCP",
-      "teaser": "From zero to an MCP-connected Odoo agent in 5 steps. Clone the server, configure env vars, add to Hermes, and query your ERP through the Model Context Protocol.",
+      "headline": "Connect Hermes Agent to Odoo via MCP",
+      "teaser": "Connect Hermes Agent to Odoo via MCP in 5 steps. Clone the server, configure env vars, register with Hermes, and query your ERP through the Model Context Protocol.",
       "link": "blog/posts/speed-run-odoo-mcp.html"
     },
     {
@@ -101,4 +101,4 @@
       "link": "blog/posts/speed-run-odoo-community-agent.html"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/blog/posts/speed-run-odoo-mcp.html b/blog/posts/speed-run-odoo-mcp.html
index d4e0b81..721dcc0 100644
--- a/blog/posts/speed-run-odoo-mcp.html
+++ b/blog/posts/speed-run-odoo-mcp.html
@@ -5,14 +5,14 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <meta name="robots" content="index, follow" />
     <link rel="canonical" href="https://derez.ai/blog/posts/speed-run-odoo-mcp.html" />
-    <title>Speed Run: Connect Hermes Agent to Odoo via MCP — derez.ai Blog</title>
-    <meta name="description" content="From zero to an MCP-connected Odoo agent in 5 steps. Clone the server, set env vars, add to Hermes Agent, and start querying your ERP through the Model Context Protocol." />
+    <title>Connect Hermes Agent to Odoo via MCP — derez.ai Blog</title>
+    <meta name="description" content="Connect Hermes Agent to Odoo via MCP in 5 steps. Clone the server, set up env vars, register with Hermes, and start querying your ERP through the Model Context Protocol." />
     <meta property="og:type" content="article" />
     <meta property="og:url" content="https://derez.ai/blog/posts/speed-run-odoo-mcp.html" />
-    <meta property="og:title" content="Speed Run: Connect Hermes Agent to Odoo via MCP" />
-    <meta property="og:description" content="From zero to an MCP-connected Odoo agent in 5 steps. Clone, set env vars, add to Hermes, and query your ERP through the Model Context Protocol." />
+    <meta property="og:title" content="Connect Hermes Agent to Odoo via MCP" />
+    <meta property="og:description" content="Connect Hermes Agent to Odoo via MCP in 5 steps. Clone, set up env vars, register with Hermes, and query your ERP through the Model Context Protocol." />
     <meta name="twitter:card" content="summary_large_image" />
-    <meta name="twitter:title" content="Speed Run: Connect Hermes Agent to Odoo via MCP" />
+    <meta name="twitter:title" content="Connect Hermes Agent to Odoo via MCP" />
     <link rel="preconnect" href="https://fonts.googleapis.com" />
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />
     <link href="https://fonts.googleapis.com/css2?family=Inter:opsz,wght@14..32,400;14..32,500;14..32,600;14..32,700&display=swap" rel="stylesheet" />
@@ -128,10 +128,10 @@
 <body>
     <div class="container">
         <a class="back" href="https://derez.ai/#blog">&larr; Back to Blog</a>
-        <h1>Speed Run: Connect Hermes Agent to Odoo via MCP</h1>
+        <h1>Connect Hermes Agent to Odoo via MCP</h1>
         <div class="meta">
             <span>June 16, 2026</span>
-            <span class="area-tag">speed-run</span>
+            <span class="area-tag">guide</span>
             <span class="chip-tag">hermes</span>
             <span class="chip-tag">mcp</span>
         </div>
@@ -147,7 +147,7 @@
             <strong>Hermes Agent</strong>.
         </p>
         <p>
-            This speed run walks through the MCP approach in 5 steps. Clone, configure, connect, done.
+            This guide walks through the MCP approach in 5 steps. Clone, configure, connect, done.
         </p>
 
         <div class="pro-tip">
@@ -229,7 +229,7 @@ uvx mcp-server-odoo</code></pre>
 
         <div class="pro-tip">
             <p><strong>Pro Tip:</strong> YOLO mode (<code>ODOO_YOLO=read</code>) bypasses the need for the Odoo MCP module.
-            This is great for testing and speed runs. For production, install the
+            This is great for testing and quick prototyping. For production, install the
             <a href="https://apps.odoo.com/apps/modules/19.0/mcp_server?utm_source=derez" target="_blank" rel="noopener">Odoo MCP module</a>
             on your Odoo instance and set <code>ODOO_YOLO=off</code> for full security controls.</p>
         </div>
diff --git a/odoo-hermes-agent.html b/odoo-hermes-agent.html
index 748bd8c..3fa5547 100644
--- a/odoo-hermes-agent.html
+++ b/odoo-hermes-agent.html
@@ -163,6 +163,10 @@
             <li><strong>Prompt 2</strong> — Your task. Example: <em>"List all contacts in the CRM with Stage = Cold. Include name, email, and company. Sort by date added."</em></li>
         </ul>
 
+        <h3>Connect via MCP</h3>
+        <p>Prefer the Model Context Protocol? An MCP server sits between Hermes and Odoo as a translation layer. Clone <a href="https://github.com/ivnvxd/mcp-server-odoo?utm_source=derez">mcp-server-odoo</a>, configure it with your Odoo credentials, register with <code>hermes mcp add</code>, and your agent discovers Odoo tools automatically.</p>
+        <p><a href="blog/posts/speed-run-odoo-mcp.html" style="font-weight:600">Read the MCP Integration Guide →</a></p>
+
         <h2>Why Odoo + Hermes Agent?</h2>
         <p>Odoo is powerful but navigating its many modules (CRM, Sales, Inventory, Accounting) takes clicks. Hermes Agent gives you a single text interface to all of it — ask in English, get answers in seconds. Combined with web search and email tools, your agent becomes an autonomous business operations assistant.</p>
 
