feat: add LanceDB vector store with upsert, delete, and search

sample-data/Default/Daily Life Stuff/Shopping List.md

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+## Amazon
+
+* [ ] Toilet cleaning tablets for the tank
+* [ ] cobra wrench
+* [ ] rosemary hair oil
+* [ ] Cuisinart toaster cleaning tools
+* [ ] sulphur-free shampoo
+* [ ] menthol hair oil for hairfall
+* [ ] Power Drill Kit
+
+### Amazon - Researched Links
+- **Toilet Tablets:** [Msvvko 40 Pcs](https://www.amazon.com/Msvvko-Sustained-Release-Technology-Long-Lasting-Deodorizer/dp/B0F1LZ1R6R) (4.2 stars, bulk value; users say it's great for the price, though some find the cleaning effect average)
+- **Cobra Wrench:** [Knipex Cobra Pliers Wrench](https://www.amazon.com/Knipex-Cobra-Pliers-Wrench-9K0080147US/dp/B0CJYKBYZZ) (The gold standard for Cobra wrenches; highly rated for precision and durability)
+- **Rosemary Hair Oil:**
+    1. [Difeel Premium Hair Oil](https://www.amazon.com/Difeel-Premium-Hair-Biotin-Growth/dp/B0CY3F22FC) (The "Difeel vibe" — huge volume, very affordable, and highly rated for growth)
+    2. [Majestic Pure Rosemary with Biotin](https://www.amazon.com/Majestic-Pure-Hair-Oil-Rosemary/dp/B0CQHC2L5J) (Great middle-ground: larger bottle than Mielle, high quality reviews)
+    3. [Gya Labs Rosemary Oil](https://www.amazon.com/Gya-Labs-Rosemary-Oil-Hair/dp/B0D9LWNHM1) (Another high-volume/low-cost option with strong user feedback)
+- **Toaster Cleaning Tools:**
+    1. [Cuisinart Official Cleaning Tool (PM-1CT)](https://www.cuisinart.com/cleaning-tool/PM-1CT.html) (The exact OEM part designed for Cuisinart toasters; safest and most precise)
+    2. [Fuller Brush Table Tidy](https://www.amazon.com/Fuller-Brush-Premium-Table-Tidy/dp/B0B528NX2Q) (Highly rated handheld crumb sweeper for the exterior and surrounding area)
+    3. [Mini Whisk Broom/Small Brush](https://www.amazon.com/Mini-Whisk-Broom-Handheld-Storage/dp/B0F1FCDYY3) (Cheap, effective, and fits into tight slots to sweep out crumbs)
+- **Sulphur-free (Sulfate-Free) Shampoo:**
+    1. [Pureology Hydrate](https://www.amazon.com/Pureology-Hydrate-Moisturizing-Sulfate-Free-Shampoo/dp/B001S6Z8T2) (The professional gold standard; high-concentration formula that cleans effectively without the waxy buildup common in budget sulfate-free brands)
+    2. [Pureology Strength Cure](https://www.amazon.com/Pureology-Strength-Cure-Fortifies-Strengthens-Sulfate-Free/dp/B0891843GD) (The specialized choice for severely damaged or chemically treated hair)
+- **Power Drill Kits (Home Use):**
+    1. [Ryobi ONE+ 18V Cordless Drill/Driver Kit](https://www.amazon.com/s?k=ryobi+one+18v+drill+kit) (The "Practical Homeowner" choice. Best value-to-performance ratio. Ryobi has the widest ecosystem of affordable home tools, meaning if you ever need a cordless blower or vacuum, the batteries are interchangeable and cheap)
+    2. [DeWalt 20V MAX Atomic Compact Drill/Driver](https://www.amazon.com/s?k=dewalt+20v+max+atomic+drill) (The "Serious DIYer" choice. More powerful, more durable, and more compact. Better if you're doing actual renovations or working in tight spaces. It's a professional-grade tool but scaled for home use)
+    3. [Milwaukee M18 FUEL Drill/Driver](https://www.amazon.com/s?k=milwaukee+m18+fuel+drill) (The "Buy It Once" choice. Overkill for most home use, but unmatched in torque and longevity. Choose this if you want the absolute best and don't mind paying a premium for industrial-grade reliability)
+
+## Costco
+* [x] OXO Toilet bowl cleaner ✅ 2026-04-10
+* [x] milk ✅ 2026-04-10
+* [x] bread ✅ 2026-04-10
+* [ ] laundry basket
+* [x] Refined oil ✅ 2026-04-10
+* [ ] garbage bags
+* [x] potatoes ✅ 2026-04-10
+* [x] pizza ✅ 2026-04-10