Welcome to Memorix AI
## AI Memory Management Framework
**Transform your AI applications with intelligent memory systems**
[](https://badge.fury.io/py/memorix)
[](https://opensource.org/licenses/Apache-2.0)
[](https://www.python.org/downloads/)
What is Memorix AI?
Memorix AI is a powerful Python framework designed to manage and enhance AI memory systems. It provides a unified interface for working with various vector stores, embedding models, and memory management strategies.
Key Features
#### 🧠 Intelligent Memory Management
Store, retrieve, and manage AI conversation history and knowledge with advanced semantic search capabilities.
#### 🔍 Multi-Vector Store Support
Work with Chroma, Pinecone, Weaviate, and more vector databases seamlessly through a unified API.
#### 🎯 Flexible Embedding Models
Support for OpenAI, Hugging Face, and custom embedding models to match your specific needs.
#### ⚡ High Performance
Optimized for speed and efficiency with batch operations and intelligent caching.
#### 🔧 Easy Integration
Simple API that works with any AI framework - from chatbots to knowledge bases.
#### 📊 Rich Metadata
Store and query contextual information alongside embeddings for powerful filtering and organization.
## 🏗️ Architecture Overview
Quick Start
from memorix import MemoryAPI
# Initialize memory system
memory = MemoryAPI(
vector_store="chroma",
embedder="openai",
collection_name="my_chatbot"
)
# Store a conversation
memory.store(
text="User asked about Python programming",
metadata={"user_id": "123", "timestamp": "2024-01-01"}
)
# Retrieve relevant memories
results = memory.retrieve(
query="Python programming help",
top_k=5
)
Installation
Documentation Sections
#### 📚 Installation
Get started with Memorix AI in minutes with our comprehensive installation guide.
Get Started
#### 🚀 Quick Start
Build your first memory system with step-by-step tutorials and examples.
Start Building
#### 📖 User Guide
Learn the core concepts and advanced features of Memorix AI.
Learn More
#### 🔧 API Reference
Complete API documentation with examples and best practices.
View API
#### 💡 Examples
Real-world usage examples and implementation patterns.
See Examples
#### 🤝 Contributing
Join our community and help improve Memorix AI.
Contribute