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@@ -433,13 +433,20 @@ that can autonomously interact with the Memgraph database.
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Currently, the Memgraph [toolkit](https://github.com/memgraph/ai-toolkit/blob/main/integrations/langchain-memgraph/langchain_memgraph/toolkits.py) supports the following tools:
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-**RunQueryTool**: Executes Cypher queries on the Memgraph database.
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-**RunShowIndexInfoTool**: Retrieves information about the indexes in the database.
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-**RunShowSchemaInfoTool**: Retrieves information about the schema in the database.
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-**RunShowConfigTool**: Retrieves information about the configuration of the database.
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-**RunShowStorageInfoTool**: Retrieves information about the storage engine of the database.
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-**RunShowTriggersTool**: Retrieves information about the triggers in the database.
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-**RunShowConstraintInfoTool**: Retrieves information about the constraints in the database.
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-**RunBetweennessCentralityTool**: Calculates the betweenness centrality of nodes in the graph.
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-**RunShowIndexInfoTool**: Retrieves information about the indexes in the
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database.
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-**RunShowSchemaInfoTool**: Retrieves information about the schema in the
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database.
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-**RunShowConfigTool**: Retrieves information about the configuration of the
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database.
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-**RunShowStorageInfoTool**: Retrieves information about the storage engine of
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the database.
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-**RunShowTriggersTool**: Retrieves information about the triggers in the
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database.
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-**RunShowConstraintInfoTool**: Retrieves information about the constraints in
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the database.
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-**RunBetweennessCentralityTool**: Calculates the betweenness centrality of
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nodes in the graph.
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-**RunPageRankMemgraphTool**: Calculates the PageRank of nodes in the graph.
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