Single tool with minimal definition quality. Tool name 'execute_skill_action' is generic and does not follow verb_noun pattern clearly (execute_skill_action vs. match_gift_style or recommend_gift). Description is present (89 chars) but lacks specificity about WHEN to use it, WHAT it returns, or HOW it differs from other tools. Input schema exists but is severely underdeveloped: single string parameter 'query_payload' with no format constraints, enums, or validation guidance. No output schema documented, response structure is inferred from example code (status/message JSON) but not formally declared. No error handling guidance, no parameter constraints, no recovery paths. Tool appears to be a pass-through wrapper with no real validation or business logic visible.

• Rename tool to 'match_gift_style' or 'recommend_gift' to clearly signal the action and domain. Follow verb_noun pattern.
• Replace 'query_payload' string parameter with structured fields: recipient_relation (enum: brother|sister|friend|colleague|parent), interests (array of strings), budget_max_usd (number, 1-10000). Add descriptions and constraints to each.
• Document output schema explicitly: consultation_id (string), recipient_aesthetic_archetype (string), top_recommended_products (array of {title, price_usd, fit_confidence}), personalized_gift_card_note (string), consultation_dossier_url (string).
• Expand tool description to 150-200 chars: 'Match a gift recipient's profile (relation, interests, budget) to curated product recommendations and personalized gift notes. Returns consultation ID, aesthetic archetype, top 2-3 products with confidence scores, and a gift card message.'
• Add error handling: return structured errors for invalid budget (must be 1-10000), missing interests, or no matching products found. Include recovery guidance: 'Try expanding interests or increasing budget.'