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feat: add foundational analytics agent

What does this merge request do and why?

Add foundational analytics agent flow config.

I moved the prompt from the staging agent in the ai catalog: https://gitlab.com/explore/ai-catalog/agents/536/

Companion Rails MR: gitlab-org/gitlab!210291

Related to Move Duo Analytics Agent from AI Catalog to Fou... (gitlab-org/gitlab#578342)

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How to set up and validate locally

Numbered steps to set up and validate the change are strongly suggested.

  • Checkout changes from !3776 and gitlab-org/gitlab!210291
  • Enable FF: foundational_analytics_agent
  • Start a new agentic chat with Analytics Agent
  • Try a query e.g. 'how many mrs were merged last week'

Merge request checklist

  • Tests added for new functionality. If not, please raise an issue to follow up.
  • Documentation added/updated, if needed.
  • If this change requires executor implementation: verified that issues/MRs exist for both Go executor and Node executor or confirmed that changes are backward-compatible and don't break existing executor functionality.
Edited by Daniele Rossetti

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