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README.md
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README.md
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# cognee
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[](https://GitHub.com/topoteretes/cognee/network/)
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[](https://GitHub.com/topoteretes/cognee/stargazers/)
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[](https://GitHub.com/topoteretes/cognee/commit/)
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[](https://github.com/topoteretes/cognee/tags/)
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[](https://pepy.tech/project/cognee)
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[](https://github.com/topoteretes/cognee/blob/master/LICENSE)
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We build for developers who need a reliable, production-ready data layer for AI applications
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<p>
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<a href="https://github.com/topoteretes/cognee/fork">
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<img src="https://img.shields.io/github/forks/topoteretes/cognee?style=for-the-badge" alt="cognee forks"/>
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</a>
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<a href="https://github.com/topoteretes/cognee/stargazers">
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<img src="https://img.shields.io/github/stars/topoteretes/cognee?style=for-the-badge" alt="cognee stars"/>
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</a>
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<a href="https://github.com/topoteretes/cognee/pulls">
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<img src="https://img.shields.io/github/issues-pr/topoteretes/cognee?style=for-the-badge" alt="cognee pull-requests"/>
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</a>
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<a href="https://github.com/topoteretes/cognee/releases">
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<img src="https://img.shields.io/github/release/topoteretes/cognee?&label=Latest&style=for-the-badge" alt="cognee releases" />
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</a>
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</p>
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## What is cognee?
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cognee implements scalable, modular ECL (Extract, Cognify, Load) pipelines that allow you ability to interconnect and retrieve past conversations, documents, audio transcriptions, while also reducing hallucinations, developer effort and cost.
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## 🚀 Configure Vector and Graph Stores
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You can configure the vector and graph stores using the environment variables in your .env file or programatically.
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You can configure the vector and graph stores using the environment variables in your .env file or programmatically.
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We use [Pydantic Settings](https://docs.pydantic.dev/latest/concepts/pydantic_settings/#dotenv-env-support)
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We have a global configuration object (cognee.config) and individual configurations on pipeline and data store levels
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cognee.config.llm_api_key = "YOUR_OPENAI_API_KEY"
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```
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If you are using Networkx, create an account on Graphistry to vizualize results:
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If you are using Networkx, create an account on Graphistry to visualize results:
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```
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cognee.config.set_graphistry_config({
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"username": "YOUR_USERNAME",
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