SuperX defines 9 tools with complete JSON schemas and descriptions. Naming follows verb_noun convention (get_*, search_*, draft_*). Descriptions are present and contextual (avg ~120 chars), explaining WHAT and WHEN. However, parameter descriptions are sparse or missing for optional fields (e.g., 'days' in get_analytics lacks guidance on default behavior; 'status' enums lack explanation of what each state means). Output schemas are not documented, LLMs cannot predict response structure for chaining. Error handling is absent from tool definitions. One write tool (draft_post) lacks confirmation/dry-run pattern. Overall: solid foundation, but incomplete for production agent use.

• Document output schemas for all 9 tools. Include field names, types, and whether fields are always present or conditional. Example: 'Returns {draft_id: string, status: "ready_to_post", created_at: ISO8601, preview_text: string}'.
• Expand parameter descriptions to explain state meanings. For get_queue status enum, add: 'scheduled=awaiting publish time, draft=unsaved work, posted=published, failed=publish error'.
• Add dry-run or preview step to draft_post. Return preview text and ask for confirmation before saving to Ready to Post shelf.
• Include error recovery guidance in tool descriptions. E.g., 'search_inspiration: Returns empty if no posts match query. Try broader keywords or lower min_likes threshold.'
• Add pagination support (limit, offset, total_count) to list-returning tools: get_queue, get_engagements, get_leads, search_inspiration. Cap default limit at 20-50 items.