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README.md

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@@ -7,24 +7,15 @@ A Redis-powered memory server built for AI agents and applications. It manages b
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- **Working Memory**
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- Session-scoped storage for messages, structured memories, context, and metadata
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- Automatically summarizes conversations when they exceed a client-configured window size
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- Automatically summarizes conversations when they exceed a client-configured (or server-managed) window size
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- Supports all major OpenAI and Anthropic models
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- Automatic (background) promotion of structured memories to long-term storage
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- **Long-Term Memory**
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- Persistent storage for memories across sessions
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- **Pluggable Vector Store Backends** - Support for multiple vector databases through LangChain VectorStore interface:
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- **Redis** (default) - RedisStack with RediSearch
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- **Chroma** - Open-source vector database
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- **Pinecone** - Managed vector database service
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- **Weaviate** - Open-source vector search engine
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- **Qdrant** - Vector similarity search engine
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- **Milvus** - Cloud-native vector database
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- **PostgreSQL/PGVector** - PostgreSQL with vector extensions
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- **LanceDB** - Embedded vector database
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- **OpenSearch** - Open-source search and analytics suite
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- Semantic search to retrieve memories with advanced filtering system
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- Pluggable Vector Store Backends - Support for any LangChain VectorStore (defaults to Redis)
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- Semantic search to retrieve memories with advanced filtering
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- Filter by session, user ID, namespace, topics, entities, timestamps, and more
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- Supports both exact match and semantic similarity search
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- Automatic topic modeling for stored memories with BERTopic or configured LLM

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