Adding Structured Properties to the get_entity Tool
The get_entity tool in mcp-server-datahub is designed to retrieve information about various entities like glossary terms and data products. A user discovered that when using this tool, structured properties for glossary terms and data products were not being returned. This article will guide you through understanding the issue, its root cause, and how to contribute a fix.
The Problem: Missing Structured Properties
The core issue is that the GraphQL query used by the get_entity tool was incomplete. Specifically, it lacked the necessary fields to fetch structured properties for certain entity types, like Glossary Terms and Data Products. This meant that users relying on the tool to retrieve comprehensive information about these entities were missing crucial details.
Root Cause: Incomplete GraphQL Query
The problem stems from an oversight in the initial implementation of the GraphQL query used by the get_entity tool. The query was not designed to include structured properties for all entity types. This omission likely occurred because the initial focus was on retrieving basic entity information, and the need for structured properties was not fully anticipated or prioritized for all entity types.
Solution: Modifying the GraphQL Query
The solution involves modifying the GraphQL query to include the missing structured properties. Here's a step-by-step guide:
- Identify the GraphQL Query: Locate the GraphQL query used by the
get_entitytool. This is typically within the codebase responsible for handling entity retrieval. - Add the Missing Fields: Modify the query to include the necessary fields for retrieving structured properties. For example, for Glossary Terms, the following snippet shows the required addition:
... on GlossaryTerm {
hierarchicalName
properties {
name
description
termSource
sourceRef
sourceUrl
rawSchema
customProperties {
key
value
}
}
structuredProperties {
properties {
...structuredPropertiesFields
}
}
deprecation {
...deprecationFields
}
}
- Apply Similar Changes to DataProduct: Repeat the process for Data Products or any other entity type missing structured properties. Ensure you include the appropriate fields relevant to each entity.
- Test the Changes: Thoroughly test the modified query to ensure that structured properties are now being returned correctly for all relevant entity types. You can use GraphQL explorers or write integration tests to verify the behavior.
- Submit a Pull Request: Once you are confident that the changes are working correctly, submit a pull request to the
mcp-server-datahubrepository. Be sure to include a clear description of the issue and the solution you have implemented.
Considerations for Associated Entities
During the discussion of this issue, the topic of associated entities for Data Products was raised. While it might be tempting to include all associated entities in the get_entity tool, it's important to consider the impact on performance and LLM context size. As suggested in the community discussion, it might be more efficient to use the search tool to find entities associated with a Data Product, especially if the number of associated entities is large.
Practical Tips
- Focus on "Just Enough" Information: When designing queries for tools like
get_entity, aim to return just enough information to be useful without overwhelming the LLM context. - Consider Performance: Be mindful of the performance implications of including large amounts of data in the query results.
- Use Separate Tools for Complex Relationships: For complex relationships or large numbers of associated entities, consider using separate tools like
searchto retrieve the necessary information.
By following these steps and considerations, you can contribute to improving the get_entity tool and ensure that it provides comprehensive information about all entity types in mcp-server-datahub.