Skill UI

This guide teaches advanced search techniques for identifying specific video games. It emphasizes using highly discriminative technical details such as specific platforms (e.g., DOS, NES, PS4), distribution methods (shareware), game engines, era, and detailed review scores from niche sites. By combining multiple constraints (Platform + Era + Detail), users can dramatically narrow down search results, even locating specific developers or artists involved in the game's creation.

Provides comprehensive guidance on determining the optimal scaling strategy for Qdrant vector databases. Covers when to transition from vertical to horizontal scaling, how to select the right number of nodes and shards, and best practices for setting replication factors to ensure zero-downtime operation and fault tolerance. Also details proper shard management and common scaling pitfalls to avoid.

Seaborn is a Python visualization library built on matplotlib for creating statistical graphics. It integrates with pandas for dataset-oriented plotting, offering publication-quality defaults for distributions, relationships, and categorical comparisons. Ideal for exploratory data analysis, multivariate analysis, and complex multi-panel figures. Supports various plot types like box plots, violin plots, and heatmaps.

This mechanism is designed to optimize Qdrant's performance when handling queries with very large limits or when paginating results across multiple shards. Instead of forcing every shard to transfer the full requested limit (which is bandwidth-intensive), it uses Poisson distribution statistics to calculate smaller, optimized limits for each shard. This significantly reduces inter-shard data transfer and improves the efficiency of large-scale vector search, while maintaining a very high degree of accuracy.

This skill analyzes backlink profiles including referring domains, anchor text distribution, and toxic link detection. It supports competitor gap analysis and link verification using APIs like Moz, Bing Webmaster, Common Crawl, and DataForSEO. Ideal for SEO audits, link building strategies, and disavowing harmful links to improve search engine rankings.

This tool simulates a YC-style founder interrogation, forcing the user to validate their business idea across six critical dimensions: Problem, Customer, Distribution, Defensibility, Capital, and Founder Fit. Use this before seeking advice, starting a major initiative, or making a strategic pivot to ensure foundational clarity and readiness.

This skill provides comprehensive methods and frameworks to detect sophisticated AI attacks, including model extraction, membership inference, and model inversion, which abuse inference APIs. It focuses on monitoring per-principal query volume, input distribution, and confidence exposure. Use it for securing public or partner inference APIs, or for conducting pre-deployment red-teaming to assess the model's extractability and overall security posture against MITRE ATLAS techniques.

Analyzes live Ahrefs data via the @ahrefs/mcp server: referring domains, backlinks, organic keywords, and content explorer results. Supports domain ratings, anchor distribution, toxic link assessment, and cost-metered batch runs for SEO audits.

Before You Build acts as a crucial checkpoint in the AI coding workflow. It prevents premature implementation by rigorously assessing product risk—analyzing market demand, existing user workflows, switching costs, and distribution channels. Instead of writing code, it guides the user to define core assumptions and propose the smallest, most effective validation test (e.g., landing page test, user interview) before committing resources.

A comprehensive team management dashboard designed for operational oversight. It features three main tabs: Members, Team Details, and Activity Log. The dashboard provides key performance indicator (KPI) statistics, role distribution charts, online presence tracking, and activity logs. It supports data export to CSV, making it an ideal tool for monitoring team performance and operations.

This skill manages the strategic distribution of a single core idea across various social media platforms, including X, LinkedIn, Threads, and Bluesky. Instead of simply cross-posting the same content, it uses advanced content adaptation techniques to adjust the tone, format, and focus for each specific platform. This ensures the message remains consistent while optimizing for native platform constraints, preventing duplication and maximizing engagement.

Provides a comprehensive framework for designing and implementing multi-touch attribution models across the entire marketing funnel. This guide helps assess data maturity, define credit distribution rules, set lookback windows, and tailor platform-specific configurations (GA4, HubSpot, CRM) to accurately measure true channel contribution and optimize marketing spend.