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    <title>DEV Community: Abhishek dubey</title>
    <description>The latest articles on DEV Community by Abhishek dubey (@abhishek_dubey_21fdc73a80).</description>
    <link>https://dev.to/abhishek_dubey_21fdc73a80</link>
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      <title>DEV Community: Abhishek dubey</title>
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      <title>Build a Production-Ready Review Analytics MCP Server with TypeScript, Rules, LLMs, and Vector Search</title>
      <dc:creator>Abhishek dubey</dc:creator>
      <pubDate>Sun, 15 Mar 2026 05:48:29 +0000</pubDate>
      <link>https://dev.to/abhishek_dubey_21fdc73a80/build-a-production-ready-review-analytics-mcp-server-with-typescript-rules-llms-and-vector-search-3bal</link>
      <guid>https://dev.to/abhishek_dubey_21fdc73a80/build-a-production-ready-review-analytics-mcp-server-with-typescript-rules-llms-and-vector-search-3bal</guid>
      <description>&lt;h2&gt;
  
  
  Build a Review Analytics MCP Server with TypeScript, Rules, LLMs, and Vector Search
&lt;/h2&gt;

&lt;p&gt;App reviews contain valuable product signals, but extracting insights from thousands of reviews manually is nearly impossible.&lt;/p&gt;

&lt;p&gt;I built &lt;strong&gt;ReviewRadar&lt;/strong&gt;, a review intelligence MCP server that:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;classifies reviews using &lt;strong&gt;rules + LLM routing&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;stores embeddings for &lt;strong&gt;vector search&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;detects &lt;strong&gt;P0/P1 issues automatically&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;exposes analytics through &lt;strong&gt;MCP tools&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Architecture
&lt;/h3&gt;

&lt;p&gt;App Reviews → Rules Engine → LLM Router → Vector DB → Analytics → MCP Tools&lt;/p&gt;

&lt;h3&gt;
  
  
  GitHub
&lt;/h3&gt;

&lt;p&gt;&lt;a href="https://github.com/abhishekdubey331/ReviewRadar" rel="noopener noreferrer"&gt;https://github.com/abhishekdubey331/ReviewRadar&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Full Article
&lt;/h3&gt;

&lt;p&gt;You can read the full deep dive here:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://medium.com/@abhishekdubey331/build-a-review-analytics-mcp-server-with-typescript-rules-llms-and-vector-search-15a6297e5f2a" rel="noopener noreferrer"&gt;https://medium.com/@abhishekdubey331/build-a-review-analytics-mcp-server-with-typescript-rules-llms-and-vector-search-15a6297e5f2a&lt;/a&gt;&lt;/p&gt;

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      <category>ai</category>
      <category>mcp</category>
      <category>llm</category>
      <category>programming</category>
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