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by chirag2653 • Uncategorized
An MCP server exposing core modules for ingesting, indexing, syncing, and searching website content using FireCrawl, Supabase, and Gemini File Search.
Ingest and index website content for semantic search.
Keep website data fresh with incremental syncing and change detection.
Perform semantic search queries across indexed website data.
This MCP server provides a modular system of framework-agnostic core business logic for website data operations, including initial ingestion, incremental syncing, semantic indexing, and search capabilities. It supports multiple interface layers such as an MCP server protocol and a Next.js web app, enabling flexible integration and testing. The system ensures high data quality with similarity-based change detection, threshold-based deletion, and automatic retries, making it robust for managing website content at scale.