Search Skills

Checks code for quality issues, anti-patterns, and readability during implementation, review, and refactoring.

Designs integration and E2E tests using mock boundaries and behavior verification rules for comprehensive test coverage.

Coordinates subagent task distribution, collaboration, and autonomous execution mode with dynamic scale determination for AI systems.

Delivers project-specific technology stack, architecture, and implementation rules to ensure developer alignment with project configuration.

Configures React frontend environments with environment variables, component structure, and data flow patterns.

Configures environment variables, architecture design, and build/test commands for software development projects.

Defines React frontend technical specifications including environment variables, component design, and data flow during project setup.

Selects implementation strategy (vertical slice, horizontal, hybrid) with risk assessment for feature planning.

Coordinates sub-agent task distribution and autonomous execution, managing scale judgment for efficient large-scale task division.

Selects optimal implementation strategy (vertical slice, horizontal, hybrid) based on risk assessment for feature development planning.

Guides creation of PRDs, ADRs, design documents, and work plans using templates and decision matrices.

Provides tools for creating and editing PCB designs using the Zener hardware description language, including schematic building and component search.

Performs quality control on single-cell RNA-seq data using scverse best practices, including MAD-based filtering and visualizations for data assessment.

Executes nf-core bioinformatics pipelines for RNA-seq, WGS/WES, and ATAC-seq data analysis using local FASTQs or public datasets (GEO/SRA).

Assists scientists in selecting research problems, ideating projects, troubleshooting, and making strategic decisions for their scientific work.

Provides deep learning tools for single-cell omics data analysis, including batch correction, multi-modal integration, and specialized methods (scVI, totalVI).

Converts laboratory instrument files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON or flattened CSV for LIMS, data lakes, and downstream analysis.

Creates compliant clinical trial protocols for medical devices and drugs, including FDA submission documentation and comparative trial research.

Validates code against constitutional governance rules and ensures compliance during development and review processes.

Designs monitoring infrastructure including SLI/SLO, distributed tracing, alerting, and dashboards for production systems.

Facilitates requirement gathering, stakeholder analysis, and user story creation to clarify and validate project specifications.

Generates architectural decision records (ADRs), system documentation, API references, and operational runbooks for technical clarity.

Provides structured feature prioritization using RICE, MoSCoW, Kano, and value-effort frameworks for strategic product decisions.

Provides tactical and strategic Domain-Driven Design patterns for modeling business domains, defining aggregate boundaries, and implementing business rules.