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Batch promote open source projects to tech weeklies and communities using GitHub CLI. Searches for weeklies, extracts project info, generates tailored submissions, and creates GitHub issues or comments automatically.

Framework for designing safeguards in autonomous systems including kill switches, resource limits, anomaly detection, and human-in-the-loop patterns.

Interview users about emergent behaviors that have become beloved or expected, and register them in the Canon of Flaws for protection against "optimization."

Generate comprehensive R tutorials for specialized applications including health economics (CEA), qualitative research, signal processing, and environmental epidemiology. Creates domain-specific tutorials with theory, practice workflow, and proper terminology. Handles TreeAge, text mining, wavelet, VMD, DLNM, WQS, BKMR methods.

Mandatory workflow for creating LLM-facing content. Follow the 4-step process (objective → draft → verify → adjust) before writing any prompt, skill, tool description, or system instruction. Triggers on requests to create or revise skills, prompts, agent workflows, or any content that will be sent to an LLM repeatedly.

A properly formatted skill with valid YAML frontmatter and complete markdown body content for demonstration purposes.

Enforces comprehensive documentation as part of work completion for features, bug fixes, and session handoffs to prevent context loss and enable seamless continuity across sessions.

Code quality validation through linting, type checking, and build verification. Multi-language support for automated quality gates. Use when validating code quality: - After implementation to validate code meets standards - Before creating pull requests or commits - When debugging build/type/lint issues - User explicitly requests quality checks Provides language-specific tool commands and validation workflows for: - JavaScript/TypeScript (ESLint, tsc, build tools) - Python (Ruff, MyPy, Pyright) - Go (golangci-lint, go build) - Rust (Clippy, cargo check/build) - Java (Gradle, Maven) Focuses on detecting issues early through systematic automated checks.

A recovered skill that demonstrates handling of malformed YAML content and provides guidance on YAML syntax validation and error correction.

Military-style Situation Report (SITREP) generation for multi-agent coordination. Creates structured status updates with completed/in-progress/blocked sections, authorization codes, handoff protocols, and clear next actions. Optimized for complex project management across multiple AI agents and human operators.

AI coding assistant for NoETL workflow automation framework - handles playbook development, server/worker architecture, plugin creation, and distributed execution patterns

Complete Aider AI pair programming assistant configuration with all available settings for model selection, git integration, output formatting, and workflow automation.

Comprehensive .aider.conf.yml configuration template covering all Aider AI coding assistant settings including models, git integration, output customization, and linting/testing workflows.

Expert guide for mq, a jq-like CLI tool for Markdown processing written in Rust. Helps with development, testing, and contributions.

Expert assistant for IntentKit autonomous agent framework development, including agent system, skills, API server, and frontend. Follows project architecture, coding standards, and development workflows.

Development guide for the Zammad open-source helpdesk platform covering Rails backend, legacy CoffeeScript desktop-app, and modern Vue 3 frontends (desktop-view and mobile).

Comprehensive .aider.conf.yml configuration template with all available settings for Aider AI pair programming tool. Configure models, API keys, git behavior, output styling, testing, linting, and more.

Enforces strict project-specific documentation usage with tool-first response generation for GitHub Copilot

Python development assistant for DeFi trading automation, data research, and blockchain integration. Specializes in Uniswap, Aave, Chainlink, USDC protocols with UK English conventions and Poetry-based workflow.

Development workflow and guidelines for Our World In Data's Grapher platform - interactive data visualization tool with React, TypeScript, and MySQL