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My TADHACK submission - Muntaser Syed - this is a complete MongoDB integration for the VCON MCP Server + JSONLD-ex extension#30

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My TADHACK submission - Muntaser Syed - this is a complete MongoDB integration for the VCON MCP Server + JSONLD-ex extension#30
jemsbhai wants to merge 3 commits intovcon-dev:mainfrom
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@jemsbhai jemsbhai commented Feb 13, 2026

feat(vcon): comprehensive MongoDB implementation (inspector, analytics, hybrid search)
Please see the docs folder for details


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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 $vectorSearch semantic 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 via DB_TYPE, and adds MongoDB verification scripts/tests plus MongoDB setup/architecture documentation and related .gitignore entries.

Written by Cursor Bugbot for commit e85ffc5. Configure here.

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Cursor Bugbot has reviewed your changes and found 4 potential issues.

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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
@jemsbhai jemsbhai changed the title My TADHACK submission - Muntaser Syed - this is a complete MongoDB integration for the VCON MCP Server My TADHACK submission - Muntaser Syed - this is a complete MongoDB integration for the VCON MCP Server + JSONLD-ex extension Feb 13, 2026
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