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CLEANUP_SUMMARY.md•1.61 KiB
# MCP Memory Database Cleanup - Quick Summary
**Date**: October 14, 2025
**Status**: ✅ Successfully Completed
## Results
### Before Cleanup
- Total Records: **875**
- Empty Content: **20** (2.3%)
- Duplicates: **696** (79.5%)
### After Cleanup
- Total Records: **159**
- Empty Content: **0** (0%)
- Duplicates: **0** (0%)
### Impact
- **Removed**: 716 corrupted/duplicate records (81.8%)
- **Preserved**: 159 unique, valid memories (100% of valuable data)
- **Data Loss**: Zero unique memories lost
## What Was Done
1. ✅ Created backup: `memories_backup_20251014` (875 records)
2. ✅ Deleted 20 empty content records
3. ✅ Deleted 696 duplicate records (kept oldest in each group)
4. ✅ Verified all quality checks passed
## Data Quality Status
✅ All checks passed:
- No empty content records
- No duplicate records
- All records have valid IDs
- All records have user_id
## Commands
```bash
# Execute cleanup (already done)
npm run cleanup:data
# Verify results
npm run cleanup:verify
# Backfill missing embeddings (37 records need embeddings)
npm run backfill-embeddings
```
## Rollback (if needed within 7 days)
```sql
DELETE FROM memories;
INSERT INTO memories SELECT * FROM memories_backup_20251014;
SELECT COUNT(*) FROM memories; -- Should show 875
```
## Next Steps
1. ⏳ Monitor database performance
2. ⏳ Consider backfilling embeddings: `npm run backfill-embeddings`
3. ⏳ Drop backup after 7 days: `DROP TABLE memories_backup_20251014;`
## Documentation
Full report: `/docs/testing/DATA_QUALITY_CLEANUP_REPORT.md`
---
**Database**: Production-Ready ✅
**Backup Retention**: Until October 21, 2025