๐ Hybrid Storage Backend - Performance Revolution
Major Performance Breakthrough
This release introduces a revolutionary Hybrid Storage Backend that fundamentally transforms the performance characteristics of MCP Memory Service:
โก Performance Impact
- SQLite-vec Performance: ~5ms reads/writes
- 10-100x faster than Cloudflare-only deployments
- Zero user-facing latency with intelligent background sync
- Instant responsiveness for all memory operations
๐๏ธ Architecture Innovation
- Write-Through Cache Design: User operations hit SQLite-vec first (instant), background service syncs to Cloudflare asynchronously
- Background Synchronization Service with async queue, intelligent retry logic, and health monitoring
- Graceful degradation when cloud services are unavailable
๐ก๏ธ Cloudflare Limit Protection
- Pre-sync validation for metadata size and vector count limits
- Real-time capacity monitoring with warning thresholds (80%/95%)
- Intelligent error handling that categorizes temporary vs permanent vs limit errors
- Automatic retry logic for network issues, permanent failure classification for hard limits
๐ฏ Benefits
For Users:
- Instant memory operations (no waiting for cloud responses)
- Reliable offline functionality with automatic sync
- Seamless multi-device access to memories
For Production:
- Handles Cloudflare's strict limits intelligently
- Robust error recovery and comprehensive monitoring
- Scales from single-user to enterprise deployments
๐ Setup & Configuration
Simple Setup:
export MCP_MEMORY_STORAGE_BACKEND=hybrid
# + existing Cloudflare credentialsAdvanced Configuration:
MCP_HYBRID_SYNC_INTERVAL: Background sync frequency (default: 300s)MCP_HYBRID_BATCH_SIZE: Sync batch size (default: 50)MCP_HYBRID_MAX_QUEUE_SIZE: Queue capacity (default: 1000)
๐งช Testing & Validation
- 347 lines of comprehensive Cloudflare limit testing
- Performance characteristic validation
- Background sync verification scripts
- Live testing utilities for production validation
๐ฏ Recommendation
This should become the default backend for all new installations due to its superior performance and reliability characteristics.
Full Changelog: v6.20.1...v6.21.0