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  <a href="https://github.com/topoteretes/cognee">
    <img src="https://raw.githubusercontent.com/topoteretes/cognee/refs/heads/dev/assets/cognee-logo-transparent.png" alt="Cognee Logo" height="60">
  </a>

  <br />

  cognee - Memory for AI Agents in 5 lines of code

  <p align="center">
  <a href="https://www.youtube.com/watch?v=1bezuvLwJmw&t=2s">Demo</a>
  .
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  .
  <a href="https://docs.cognee.ai/">Docs</a>
  .
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**🚀 We launched Cogwit beta (Fully-hosted AI Memory): Sign up [here](https://platform.cognee.ai/)! 🚀** 

Build dynamic memory for Agents and replace RAG using scalable, modular ECL (Extract, Cognify, Load) pipelines.

More on [use-cases](https://docs.cognee.ai/use-cases) and [evals](https://github.com/topoteretes/cognee/tree/main/evals)

  <p align="center">
  🌐 Available Languages
  :
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  <a href="https://www.readme-i18n.com/topoteretes/cognee?lang=de">Deutsch</a> |
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<div style="text-align: center">
  <img src="https://raw.githubusercontent.com/topoteretes/cognee/refs/heads/main/assets/cognee_benefits.png" alt="Why cognee?" width="50%" />
</div>
</div>


## Features

- Interconnect and retrieve your past conversations, documents, images and audio transcriptions
- Replaces RAG systems and reduces developer effort, and cost.
- Load data to graph and vector databases using only Pydantic
- Manipulate your data while ingesting from 30+ data sources

## Get Started

Get started quickly with a Google Colab  <a href="https://colab.research.google.com/drive/1jHbWVypDgCLwjE71GSXhRL3YxYhCZzG1?usp=sharing">notebook</a> , <a href="https://deepnote.com/workspace/cognee-382213d0-0444-4c89-8265-13770e333c02/project/cognee-demo-78ffacb9-5832-4611-bb1a-560386068b30/notebook/Notebook-1-75b24cda566d4c24ab348f7150792601?utm_source=share-modal&utm_medium=product-shared-content&utm_campaign=notebook&utm_content=78ffacb9-5832-4611-bb1a-560386068b30">Deepnote notebook</a> or  <a href="https://github.com/topoteretes/cognee/tree/main/cognee-starter-kit">starter repo</a>




## Contributing
Your contributions are at the core of making this a true open source project. Any contributions you make are **greatly appreciated**. See [`CONTRIBUTING.md`](CONTRIBUTING.md) for more information.





## 📦 Installation

You can install Cognee using either **pip**, **poetry**, **uv** or any other python package manager.

Cognee supports Python 3.10 to 3.13

### With pip

```bash
pip install cognee
```

## Local Cognee installation

You can install the local Cognee repo using **uv**, **pip** and **poetry**.
For local pip installation please make sure your pip version is above version 21.3.

### with UV with all optional dependencies

```bash
uv sync --all-extras
```

## 💻 Basic Usage

### Setup

```
import os
os.environ["LLM_API_KEY"] = "YOUR OPENAI_API_KEY"

```

You can also set the variables by creating .env file, using our <a href="https://github.com/topoteretes/cognee/blob/main/.env.template">template.</a>
To use different LLM providers, for more info check out our <a href="https://docs.cognee.ai">documentation</a>


### Simple example

This script will run the default pipeline:

```python
import cognee
import asyncio


async def main():
    # Add text to cognee
    await cognee.add("Natural language processing (NLP) is an interdisciplinary subfield of computer science and information retrieval.")

    # Generate the knowledge graph
    await cognee.cognify()

    # Query the knowledge graph
    results = await cognee.search("Tell me about NLP")

    # Display the results
    for result in results:
        print(result)


if __name__ == '__main__':
    asyncio.run(main())

```
Example output:
```
  Natural Language Processing (NLP) is a cross-disciplinary and interdisciplinary field that involves computer science and information retrieval. It focuses on the interaction between computers and human language, enabling machines to understand and process natural language.

```

## Our paper is out! <a href="https://arxiv.org/abs/2505.24478" target="_blank" rel="noopener noreferrer">Read here</a>

<div style="text-align: center">
  <img src="assets/cognee-paper.png" alt="cognee paper" width="100%" />
</div>

</div>

## Cognee UI

You can also cognify your files and query using cognee UI.

<img src="assets/cognee-ui-2.webp" width="100%" alt="Cognee UI 2"></a>

Try cognee UI out locally [here](https://docs.cognee.ai/how-to-guides/cognee-ui).

## Understand our architecture

<div style="text-align: center">
  <img src="assets/cognee_diagram.png" alt="cognee concept diagram" width="100%" />
</div>



## Demos

1. Cogwit Beta demo:

[Cogwit Beta](https://github.com/user-attachments/assets/fa520cd2-2913-4246-a444-902ea5242cb0)

2. Simple GraphRAG demo

[Simple GraphRAG demo](https://github.com/user-attachments/assets/d80b0776-4eb9-4b8e-aa22-3691e2d44b8f)

3. cognee with Ollama

[cognee with local models](https://github.com/user-attachments/assets/8621d3e8-ecb8-4860-afb2-5594f2ee17db)


## Code of Conduct

We are committed to making open source an enjoyable and respectful experience for our community. See <a href="https://github.com/topoteretes/cognee/blob/main/CODE_OF_CONDUCT.md"><code>CODE_OF_CONDUCT</code></a> for more information.

## 💫 Contributors

<a href="https://github.com/topoteretes/cognee/graphs/contributors">
  <img alt="contributors" src="https://contrib.rocks/image?repo=topoteretes/cognee"/>
</a>

## Sponsors

Thanks to the following companies for sponsoring the ongoing development of cognee.

- [GitHub's Secure Open Source Fund](https://resources.github.com/github-secure-open-source-fund/)

## Star History

[![Star History Chart](https://api.star-history.com/svg?repos=topoteretes/cognee&type=Date)](https://star-history.com/#topoteretes/cognee&Date)
