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8 changes: 4 additions & 4 deletions apps/voice-memory-demo/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -64,13 +64,13 @@ Open [http://localhost:3000](http://localhost:3000) in your browser.

### 4. Create MongoDB Indexes

For hybrid search (vector + text) with `$rankFusion` (require latest Atlas version cluster), the code creates on startup two Atlas Search indexes on the `memories` collection:
For hybrid search (vector + text) with `$rankFusion` (require latest Atlas version cluster), the code creates on startup two MongoDB Search indexes on the `memories` collection:

#### Vector Search Index

**Index Name:** `memory_vector_index`

Optional: In Atlas UI: **Search Indexes** → **Create Search Index** → **Atlas Vector Search**
Optional: In Atlas UI: **Search Indexes** → **Create Search Index** → **MongoDB Vector Search**

```json
{
Expand All @@ -97,11 +97,11 @@ Optional: In Atlas UI: **Search Indexes** → **Create Search Index** → **Atla
}
```

#### Atlas Search Index (Text)
#### MongoDB Search Index (Text)

**Index Name:** `memory_text_index`

Optional: In Atlas UI: **Search Indexes** → **Create Search Index** → **Atlas Search**
Optional: In Atlas UI: **Search Indexes** → **Create Search Index** → **MongoDB Search**

```json
{
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