126 lines
6 KiB
Markdown
126 lines
6 KiB
Markdown
# Cognee
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AI Applications and RAGs - Cognitive Architecture, Testability, Production Ready Apps
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<p align="left">
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<a href="https://prometh.ai//#gh-light-mode-only">
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<img src="assets/topoteretes_logo.png" width="5%" alt="promethAI logo" />
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</a>
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</p>
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<p align="left"><i>Open-source framework for building and testing RAGs and Cognitive Architectures, designed for accuracy, transparency, and control.</i></p>
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<p align="left">
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<a href="https://github.com/topoteretes/cognee/fork" target="blank">
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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" target="blank">
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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" target="blank">
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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'>
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</a>
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</p>
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[//]: # (<p align="center"><b>Follow PromethAI </b></p>)
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[//]: # (<p align="center">)
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[//]: # (<a href="https://twitter.com/_promethAI" target="blank">)
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[//]: # (<img src="https://img.shields.io/twitter/follow/_promethAI?label=Follow: _promethAI&style=social" alt="Follow _promethAI"/>)
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[//]: # (</a>)
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[//]: # (<p align="center">)
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[//]: # (<a href="https://prometh.ai" target="_blank"><img src="https://img.shields.io/twitter/url?label=promethAI Website&logo=website&style=social&url=https://github.com/topoteretes/PromethAI-Memory"/></a>)
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[//]: # (<p align="center">)
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[//]: # (<a href="https://www.youtube.com/@_promethAI" target="_blank"><img src="https://img.shields.io/twitter/url?label=Youtube&logo=youtube&style=social&url=https://github.com/topoteretes/PromethAI-Memory"/></a>)
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[//]: # (</p>)
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<p align="left"><b>Share promethAI Repository</b></p>
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<p align="left">
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<a href="https://twitter.com/intent/tweet?text=Check%20this%20GitHub%20repository%20out.%20promethAI%20-%20Let%27s%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.&url=https://github.com/topoteretes/cognee&hashtags=promethAI,AGI,Autonomics,future" target="blank">
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<img src="https://img.shields.io/twitter/follow/_promethAI?label=Share Repo on Twitter&style=social" alt="Follow _promethAI"/></a>
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<a href="https://t.me/share/url?text=Check%20this%20GitHub%20repository%20out.%20promethAI%20-%20Let%27s%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.&url=https://github.com/topoteretes/cognee" target="_blank"><img src="https://img.shields.io/twitter/url?label=Telegram&logo=Telegram&style=social&url=https://github.com/topoteretes/cognee" alt="Share on Telegram"/></a>
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<a href="https://api.whatsapp.com/send?text=Check%20this%20GitHub%20repository%20out.%20promethAI%20-%20Let's%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.%20https://github.com/topoteretes/cognee"><img src="https://img.shields.io/twitter/url?label=whatsapp&logo=whatsapp&style=social&url=https://github.com/topoteretes/cognee" /></a> <a href="https://www.reddit.com/submit?url=https://github.com/topoteretes/cognee&title=Check%20this%20GitHub%20repository%20out.%20promethAI%20-%20Let's%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.
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" target="blank">
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<img src="https://img.shields.io/twitter/url?label=Reddit&logo=Reddit&style=social&url=https://github.com/topoteretes/cognee" alt="Share on Reddit"/>
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</a> <a href="mailto:?subject=Check%20this%20GitHub%20repository%20out.&body=promethAI%20-%20Let%27s%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.%3A%0Ahttps://github.com/topoteretes/cognee" target="_blank"><img src="https://img.shields.io/twitter/url?label=Gmail&logo=Gmail&style=social&url=https://github.com/topoteretes/cognee"/></a> <a href="https://www.buymeacoffee.com/promethAI" target="_blank"><img src="https://cdn.buymeacoffee.com/buttons/default-orange.png" alt="Buy Me A Coffee" height="23" width="100" style="border-radius:1px"></a>
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</p>
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<hr>
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[Star us on Github!](https://www.github.com/topoteretes/cognee)
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Jump into the world of RAG architecture, inspired by human cognitive processes, using Python.
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[cognee](www.cognee.ai) runs in iterations, from POC towards production ready code.
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To read more about the approach and details on cognitive architecture, see the blog post: [AI Applications and RAGs - Cognitive Architecture, Testability, Production Ready Apps](https://topoteretes.notion.site/Going-beyond-Langchain-Weaviate-and-towards-a-production-ready-modern-data-platform-7351d77a1eba40aab4394c24bef3a278?pvs=4)
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Try it yourself on Whatsapp with one of our [partners](www.keepi.ai) by typing /save _content_ followed by /query _content_
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### Get Started in Moments
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Running [cognee](www.cognee.ai) is a breeze. Simply run `cp env.example .env` and `docker compose up cognee` in your terminal.
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Send API requests add-memory, user-query-to-graph, document-to-graph-db, user-query-processor to the locahost:8000
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### Current Focus
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#### Integration to keepi.ai and other apps
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Uses Neo4j to map user preferences into a graph structure consisting of semantic, episodic, and procedural memory.
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Fetches information and stores information and files on Whatsapp chatbot using [keepi.ai](www.keepi.ai)
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Uses the graph to answer user queries and store new information in the graph.
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### Architecture
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### How Cognee Enhances Your Contextual Memory
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Our framework for the OpenAI, Graph (Neo4j) and Vector (Weaviate) databases introduces three key enhancements:
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- Query Classifiers: Navigate information graph using Pydantic OpenAI classifiers.
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- Document Topology: Structure and store documents in public and private domains.
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- Personalized Context: Provide a context object to the LLM for a better response.
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