/discover

When the user invokes /discover, follow this process:

1. Search Brands

Call discover_brands with the user's query.

If the user's query is more about content examples than entities to track, also run content_intelligence_search in parallel — it searches the entire Adology database using AI aspect decomposition and can surface brands the user hasn't considered.

2. Present Results

For each discovered brand, show:

• Name — brand name
• Category — industry or vertical
• Available platforms — where they are active
• Relevance — why this result matches the query

Format as a numbered list so the user can reference items by number.

If content_intelligence_search returned results, present those separately as "Content examples from brands you might want to track" — the brand names on those items become additional discovery leads.

3. Ask What to Add

Prompt: "Which of these would you like to add to a knowledge set? Give me the numbers, or say 'all' to add everything."

4. Batch Add Feeds

Once the user selects:

• Confirm which KS to add them to (use the active one if established, otherwise call list_knowledge_sets and ask)
• Use batch_add_feeds for multiple additions rather than calling add_feed one at a time
• For single additions, add_feed is fine
• Confirm what was added and note that data scraping will begin automatically

5. Credit-Aware Fetching

If the user wants to fetch data immediately via trigger_fetch:

• Note that fetches consume credits
• Use the feedNames parameter for selective refresh rather than fetching the entire KS
• Use get_workflow_status to monitor scraping progress

Error Recovery

• Brand not found: Suggest alternative search terms. Try broader category terms ("fitness" instead of "CrossFit apparel"). Try the brand's parent company name.
• Adding creators/influencers: Creator discovery is not available via MCP. Ask the user for the creator's handle directly and add via add_feed with feedType: 'influencer'.
• Content search returns 0 results: Broaden the query. "Sustainable fashion ads" might return nothing while "sustainable fashion" or "eco-friendly clothing" does.

Follow-Ups

• "Want to analyze these new brands once data comes in? Try /analyze [brand]"
• "Want to search for more brands in a different category?"
• "Use get_workflow_status to check when data scraping is complete"