My TADHACK submission - Muntaser Syed - this is a complete MongoDB integration for the VCON MCP Server + JSONLD-ex extension#30
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…review feedback - Added MongoDB implementation for database interfaces - Implemented Advanced Search (Vector + Hybrid) - Added JSON-LD context, enrichment, and integrity signing - Fixed initialization issue in server setup - Corrected analytics aggregation logic - Improved database connection resilience - Refactored shared logic for size analysis
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feat(vcon): comprehensive MongoDB implementation (inspector, analytics, hybrid search)
Please see the docs folder for details
Note
Medium Risk
Touches core persistence and server initialization paths and adds a second backend with different query semantics (text/vector search, aggregation, sizing), increasing the chance of runtime/configuration issues despite being gated by
DB_TYPE.Overview
Adds MongoDB as an alternative backend to Supabase by introducing shared interfaces (e.g.
IVConQueries,IDatabaseInspector,IDatabaseAnalytics,IDatabaseSizeAnalyzer) and refactoring the Supabase implementations to implement them.Implements the MongoDB stack (
mongo-client,mongo-queries,mongo-inspector,mongo-analytics,mongo-size-analyzer) including text-based keyword search, Atlas$vectorSearchsemantic search (graceful empty results if the index is missing), and in-memory hybrid scoring.Updates server initialization (
setup.ts) to select MongoDB vs Supabase at runtime viaDB_TYPE, and adds MongoDB verification scripts/tests plus MongoDB setup/architecture documentation and related.gitignoreentries.Written by Cursor Bugbot for commit e85ffc5. Configure here.