chore: Add new session-level service for getting embeddings of a specific collection MCP-246 #626
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While we do our best to make sure we don't break anything, there might be situations where users want to disable the validation and insert documents as they please.
Co-authored-by: Copilot <[email protected]>
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nirinchev
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Oct 15, 2025
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himanshusinghs
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Oct 16, 2025
nirinchev
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nirinchev
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Proposed changes
This PR adds a new session level service called VectorSearchEmbeddings, that is responsible of:
Given that the embedding combinations and detection can be inaccurate, we also provide a new configuration option called "disableEmbeddingsValidation" that can be set up by CLI/Env and when true, the validation is bypassed.
This PR also introduces the embedding validation in the insertMany tool, so users can not randomly add data that can break
existing models or indexes unknowingly.
We depend on #628 to be merged, as it implements a method to detect if Atlas Search is available. Whenever the PR is merged, I'll refactor the method introduced there and use VectorSearchEmbeddings, so we have only one single place for search detection.
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