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Abhishek dubey
Abhishek dubey

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Build a Production-Ready Review Analytics MCP Server with TypeScript, Rules, LLMs, and Vector Search

Build a Review Analytics MCP Server with TypeScript, Rules, LLMs, and Vector Search

App reviews contain valuable product signals, but extracting insights from thousands of reviews manually is nearly impossible.

I built ReviewRadar, a review intelligence MCP server that:

  • classifies reviews using rules + LLM routing
  • stores embeddings for vector search
  • detects P0/P1 issues automatically
  • exposes analytics through MCP tools

Architecture

App Reviews → Rules Engine → LLM Router → Vector DB → Analytics → MCP Tools

GitHub

https://github.com/abhishekdubey331/ReviewRadar

Full Article

You can read the full deep dive here:

https://medium.com/@abhishekdubey331/build-a-review-analytics-mcp-server-with-typescript-rules-llms-and-vector-search-15a6297e5f2a

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