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Kill Criteria & Exit Ramps

Provides objective frameworks and disciplined decision-making patterns for determining when to continue, pivot, or terminate projects.

Forecast Pre-Mortem

Stress-tests predictions by assuming failure and working backward to identify hidden risks and blind spots.

Minitest Coder

Writes idiomatic and comprehensive Minitest tests for Ruby on Rails applications.

Shallow Clone

Clones Git repositories to temporary local directories using shallow depth for rapid code analysis.

Laravel Prompts

Builds beautiful, user-friendly interactive forms for Laravel Artisan commands and PHP command-line applications.

Ruby Coder

Generates clean, idiomatic Ruby 3.x code adhering to Sandi Metz’s maintainability standards and modern syntax best practices.

Git Commit Message

Generates professional, standardized Git commit messages based on staged changes following industry best practices.

License Checker

Evaluates Python package licenses for redistribution compatibility using the SPDX database to ensure enterprise compliance.

GitHub Code Review

Conducts high-signal, deep-dive code reviews for GitHub pull requests by analyzing diffs for bugs, security vulnerabilities, and performance issues.

Salesforce Data Operations Expert

Manages Salesforce data operations including complex SOQL queries, bulk imports, and automated test data generation via sf CLI.

TypeScript Testing

Designs, implements, and maintains high-value TypeScript test suites using industry-standard libraries and behavioral testing principles.

Grant Proposal Assistant

Drafts and reviews high-impact NIH, NSF, and foundation grant proposals using a reviewer-centric framework.

Evaluation Rubrics

Designs and applies structured scoring frameworks to ensure objective, consistent, and actionable quality assessments across any domain.

Skill-Builder

Streamlines the creation, validation, and management of custom Claude Code skills through an interactive scaffolding wizard.

Reviews, Retros & Reflections

Facilitates structured team retrospectives and project post-mortems to drive continuous improvement and actionable insights.

License Finder

Deterministically identifies license information for Python packages by analyzing PyPI metadata and scanning source repositories.

Salesforce Apex Expert

Generates and reviews production-ready Salesforce Apex code using 2025 best practices and a rigorous 150-point quality scoring system.

Symmetry Group Identifier

Maps identified symmetries to mathematical groups to formalize requirements for equivariant and invariant neural network architectures.

Design Document Maintenance

Structures and refactors technical design documentation to be clear, concise, and easily discoverable.

Symmetry Discovery Questionnaire

Guides machine learning engineers through identifying data symmetries and physical constraints to optimize model architectures.

Ollama Local AI Assistant

Simplifies local AI model development by providing comprehensive documentation and code patterns for Ollama APIs, configurations, and model management.

Equivariant Architecture Designer

Designs neural network architectures that preserve symmetry groups to improve model efficiency and robustness.

Abstraction Ladder Framework

Transforms abstract principles into concrete implementations using structured conceptual ladders for better communication and execution.

Visualization Choice & Reporting

Matches data questions to optimal chart types and generates narrated reports that turn raw metrics into actionable business insights.

Communication Storytelling

Transforms complex data and technical analysis into persuasive, audience-aligned narratives for stakeholders and executives.

Laravel Cashier (Stripe)

Streamlines implementation of subscription billing and Stripe payment processing for Laravel applications.

Health Science & Clinical Research

Structures clinical research and evaluates health evidence using established evidence-based medicine frameworks like PICOT and GRADE.

Data Schema & Knowledge Modeling

Standardizes the design of rigorous database schemas, domain models, and knowledge graphs to ensure data integrity and system scalability.

Upload Chat Log to JIRA

Exports and uploads current chat conversations as formatted markdown attachments to JIRA tickets for documentation and review.

Audience Translation & Content Reframing

Adapts technical and strategic content for different audiences by adjusting tone, complexity, and emphasis while maintaining core accuracy.