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docs: templates updated titles (#25646)

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Updated titles into a consistent format. 
Fixed links to the diagrams.
Fixed typos.
Note: The Templates menu in the navbar is now sorted by the file names.
I'll try sorting the navbar menus by the page titles, not the page file
names.
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Leonid Ganeline
2024-08-23 01:19:38 -07:00
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templates/neo4j-semantic-layer/README.md
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# neo4j-semantic-layer
# Neo4j - Semantic Layer
This template is designed to implement an agent capable of interacting with a graph database like Neo4j through a semantic layer using OpenAI function calling.
This template is designed to implement an agent capable of interacting with a graph database like `Neo4j` through a semantic layer using `OpenAI function calling`.
The semantic layer equips the agent with a suite of robust tools, allowing it to interact with the graph database based on the user's intent.
Learn more about the semantic layer template in the [corresponding blog post](https://medium.com/towards-data-science/enhancing-interaction-between-language-models-and-graph-databases-via-a-semantic-layer-0a78ad3eba49).
![Diagram illustrating the workflow of the Neo4j semantic layer with an agent interacting with tools like Information, Recommendation, and Memory, connected to a knowledge graph.](https://raw.githubusercontent.com/langchain-ai/langchain/master/templates/neo4j-semantic-layer/static/workflow.png "Neo4j Semantic Layer Workflow Diagram")
![Diagram illustrating the workflow of the Neo4j semantic layer with an agent interacting with tools like Information, Recommendation, and Memory, connected to a knowledge graph.](https://raw.githubusercontent.com/langchain-ai/langchain/master/templates/neo4j-semantic-layer/static/workflow.png) "Neo4j Semantic Layer Workflow Diagram"
## Tools
The agent utilizes several tools to interact with the Neo4j graph database effectively:
The agent utilizes several tools to interact with the `Neo4j` graph database effectively:
1. **Information tool**:
- Retrieves data about movies or individuals, ensuring the agent has access to the latest and most relevant information.