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adding pypi links
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agent-framework/agents/rag.md

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- **Search modes**: Vector (semantic similarity), fulltext (keyword/BM25), or hybrid (both combined)
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> [!TIP]
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> Install with `pip install agent-framework-neo4j`. See the [Neo4j Context Provider repository](https://github.com/neo4j-labs/neo4j-maf-provider) for complete documentation.
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> Install with `pip install agent-framework-neo4j`. See the [Neo4j Context Provider repository](https://github.com/neo4j-labs/neo4j-maf-provider) for complete documentation and the [PyPI package page](https://pypi.org/project/agent-framework-neo4j/) for version details.
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::: zone-end
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agent-framework/user-guide/agents/agent-memory.md

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- **Memory tools**: Agents can explicitly search memory, remember preferences, and find entity connections
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> [!TIP]
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> Install with `pip install neo4j-agent-memory[microsoft-agent]`. See the [Neo4j Agent Memory repository](https://github.com/neo4j-labs/agent-memory) for complete documentation.
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> Install with `pip install neo4j-agent-memory[microsoft-agent]`. See the [Neo4j Agent Memory repository](https://github.com/neo4j-labs/agent-memory) for complete documentation and the [PyPI package page](https://pypi.org/project/neo4j-agent-memory/) for version details.
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### Thread Serialization and Persistence
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The framework supports serializing entire thread states for persistence across application restarts:

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