[manveerc]

Thats a good question. I would recommend MCP for the bulk of 'chatty' soft data to keep the database clean. However, you should selectively ingest 'high value' data into ClickHouse for vector search.

For e.g. you wouldn't ingest every 'good morning' message. But once an incident is resolved, you could ETL specific threads (filtering out noise) and the resulting RCA into ClickHouse as a vectorized document. That way, the copilot can recall the solution 6 months later without depending on Slack.