recommendContext-aware recommendations. Learns preferences, researches options, anticipates expectations.
Install via ClawdBot CLI:
clawdbot install ivangdavila/recommendGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 21, 2026
A user planning a vacation provides past trip feedback and current preferences like budget and desired activities. The agent researches destinations, accommodations, and tours, matching them to the user's values such as adventure or relaxation, and recommends tailored itineraries.
An online shopper browses for electronics with specific needs like durability and price range. The agent analyzes their purchase history and reviews, shortlists products from available inventory, and ranks them based on alignment with constraints and user mood.
A viewer seeks new movies or shows, sharing preferences for genres, mood, and past likes or dislikes. The agent researches recent releases and ratings, filters out options that don't fit hard constraints, and recommends titles with confidence based on data quality.
An investor looking for portfolio options provides risk tolerance, ethical constraints, and financial goals. The agent gathers market data and expert opinions, matches investment vehicles to the user's values and history, and recommends diversified strategies.
A diner wants to find a place for a special occasion, specifying dietary restrictions, budget, and ambiance preferences. The agent researches local eateries, checks availability and recent reviews, and suggests top matches with trade-offs explained.
Offer the skill as part of a monthly subscription service where users pay for personalized recommendations across domains like travel, shopping, and dining. Revenue comes from recurring fees and potential upsells to premium features.
License the recommendation engine to businesses in industries like e-commerce or media, integrating it into their platforms to enhance user experience. Revenue is generated through API usage fees and tiered pricing based on volume.
Embed the skill in content platforms or apps, where recommendations include affiliate links to products or services. Revenue is earned through commissions on sales or leads generated from user clicks and conversions.
💬 Integration Tip
Integrate with existing user data sources and ensure real-time updates to maintain accuracy in recommendations, leveraging APIs for seamless context gathering.
Scored Apr 18, 2026
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