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70 changes: 23 additions & 47 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -20,7 +20,7 @@ If you have questions, join our <a href="https://discord.gg/NQPKmU5CCg">Discord

## 📦 Installation

You can install Cognee using either **pip** or **poetry**.
You can install Cognee using either **pip** or **poetry**.
Support for various databases and vector stores is available through extras.

### With pip
Expand All @@ -29,73 +29,49 @@ Support for various databases and vector stores is available through extras.
pip install cognee
```

### With pip with PostgreSQL support

```bash
pip install 'cognee[postgres]'
```

### With pip with Weaviate support

```bash
pip install 'cognee[weaviate]'
```

### With pip with Qdrant support

```bash
pip install 'cognee[qdrant]'
```

### With pip with Neo4j support

```bash
pip install 'cognee[neo4j]'
```

### With pip with Milvus support

```bash
pip install 'cognee[milvus]'
```

### With poetry

```bash
poetry add cognee
```

### With poetry with PostgreSQL support
### With pip with specific database support

To install Cognee with support for specific databases use the appropriate command below. Replace \<database> with the name of the database you need.
```bash
poetry add cognee -E postgres
pip install 'cognee[<database>]'
```

### With poetry with Weaviate support
Replace \<database> with any of the following databases:
- postgres
- weaviate
- qdrant
- neo4j
- milvus

Installing Cognee with PostgreSQL and Neo4j support example:
```bash
poetry add cognee -E weaviate
pip install 'cognee[postgres, neo4j]'
```

### With poetry with Qdrant support
### With poetry with specific database support

To install Cognee with support for specific databases use the appropriate command below. Replace \<database> with the name of the database you need.
```bash
poetry add cognee -E qdrant
poetry add cognee -E <database>
```
Replace \<database> with any of the following databases:
- postgres
- weaviate
- qdrant
- neo4j
- milvus

### With poetry with Neo4j support

```bash
poetry add cognee -E neo4j
```

### With poetry with Milvus support

Installing Cognee with PostgreSQL and Neo4j support example:
```bash
poetry add cognee -E milvus
poetry add cognee -E postgres -E neo4j
```


## 💻 Basic Usage

### Setup
Expand Down
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