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Semantic search functionality enables intelligent cross-tab retrieval through a built-in vector database

2025-08-23 716
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Vector Database-Driven Browser Content Retrieval

Chrome MCP Server's semantic search capabilities build a complete localized text processing pipeline:

  • Real-time index building: Automatically converts the contents of open tabs into vector embeddings, supports 100+ document formats
  • Semantic similarity computationCosine similarity algorithm to recognize the association of concepts such as "AI technology" and "Artificial Intelligence".
  • Hybrid Search Mode: Both keyword matching and natural language queries are supported, e.g., "Find the machine learning paper you read last week."

In practice, researchers can locate the target content in 50+ tabs within 3 seconds, which is a significant efficiency improvement over manual CTRL+F. The system automatically generates content summaries and timestamps, and supports jumping to the location of the original text for intensive reading.

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