Skill UI

Provides interpretable explanations for ML predictions using SHAP, LIME, and other techniques, helping debug model behavior, highlight feature importance, and communicate fairness insights to stakeholders.

Manages FairDB PostgreSQL backups via pgBackRest and Wasabi S3, automating scheduling, integrity verification, PITR restores, monitoring, and compliance reporting for resilient disaster recovery.

Automates random winner selection from lists, CSV/Excel, or Google Sheets for giveaways, raffles, contests, and team assignments while logging transparent, cryptographically fair draws and preventing duplicate wins.

Provides senior regulatory affairs guidance for HealthTech and MedTech firms, driving FDA 510(k)/De Novo/PMA submissions, CE marking, and multi-market access strategies while maintaining intelligence on evolving regulations.

Assesses AI/ML models and datasets for ethical risks, fairness concerns, and bias, generating reports and mitigation guidance via the ai-ethics-validator plugin whenever a user requests an ethics review or bias detection.

LaminDB is a Python-driven open-source framework for managing biological datasets, ensuring traceable, reproducible, FAIR data through lineage tracking, schema validation, ontology annotation, workflow integration, and lakehouse-style querying.

This skill generates SEO-optimized competitor comparison and alternatives pages. It covers X vs Y layouts, feature matrices, schema markup, and conversion optimization strategies. Ideal for creating content targeting competitive intent keywords like alternatives to X or X vs Y. Includes guidelines for fairness, accuracy, and trust signals to improve search rankings and user conversion.

Guards borrower interactions by enforcing TRID, RESPA, TILA, ECOA/Fair Lending, licensing, disclosures, and privacy rules whenever rates, fees, qualifications, or data are discussed in mortgage conversations.

Applies principles of behavioral economics and consumer psychology to optimize how pricing, packaging, and offers are structured and presented. This skill helps maximize the perceived value and fairness of products, guiding the use of anchors, decoy effects, and strategic framing to improve conversion rates and upsell opportunities while maintaining ethical transparency.

LaminDB is an open-source lineage-native lakehouse designed for biological datasets and models. It enables queryable, traceable, and validated data management across various storage formats like S3 and Postgres. Users can track computational workflows, curate data with ontologies via Bionty, and ensure FAIR compliance. Ideal for managing scRNA-seq, spatial transcriptomics, and integrating ML pipelines while maintaining reproducibility and collaboration.

This comprehensive playbook provides expert techniques for classical cipher identification and breaking. It covers fundamental methods like frequency analysis, Kasiski examination, and Index of Coincidence (IC), enabling the decryption of monoalphabetic, polyalphabetic, and transposition ciphers (Vigenere, Caesar, Playfair, etc.). It also guides the decoding of various formats (Base64, Hex, Morse).

This specialized planner assists parents and students in developing safe, age-appropriate, and educational projects for school fairs or learning activities. It generates a comprehensive plan, including step-by-step instructions, required materials, critical safety notes, and guidance for guardians, ensuring the project is feasible and engaging for the target age group.