Run Stata code by copying it into tempdo.do and executing the file. Use this when the user wants to run Stata code, test a figure, execute a do-file section, or run regressions. This workaround ensures graphs display correctly and multi-line commands with /// work properly.
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Generate execution plan from Song Design Spec (SDS). Extracts section structure, calculates target metrics, and produces ordered work objectives for downstream workflow nodes. Use when processing SDS to determine song arrangement, section ordering, target word counts, and evaluation criteria.
How to use the .NET 10 `dotnet run app.cs` feature. Use this skill when you need to run an existing single-file C# script, create a new C# script, run an ad-hoc C# script (e.g. to test the behavior of a C# snippet), or work on an existing C# script already in the repo. Covers how to run C# scripts and their syntax.
Procedures for building, verifying, and deploying the application using Vantus Systems specific scripts. Use when performing ops tasks, troubleshooting builds, or explaining the deployment process.
Use when converting strategy documentation to code - translates markdown strategy docs into Python functions (for backtesting frameworks like Backtrader) and TradingView Pine Script. Activates when user says "convert to Python", "generate Pine Script", "code this strategy", mentions "backtest", or uses /trading:translate command.
Spawn focused subagent tasks via `droid exec`. Use for parallel processing, isolated operations, or delegating work that benefits from fresh context.
Run user-defined macOS Shortcuts for custom automation workflows. Use when user wants to trigger a Shortcut by name or execute a custom automation.
Orchestrate multiple Codex CLI workflows using done-signal files, optional locks, and simple dependencies.
Specialized development workflow for Loop, an Electron-based desktop writing application for professional authors. Use when developing Loop's 3-layer architecture, managing 200+ type-safe IPC handlers, implementing AI integrations, or working with the ApplicationBootstrapper system.
Deterministic BeatLab pipeline utilities (validate, render grid, export MIDI/WAV). Use for running scripts instead of reasoning about validation/rendering.
Analyzes legacy JCL (Job Control Language) scripts to assist with migration to modern workflow orchestration and batch processing systems. Extracts job flows, step sequences, data dependencies, conditional logic, and program invocations. Generates migration reports and creates implementation strategies for Spring Batch, Apache Airflow, or shell scripts. Use when working with mainframe job migration, JCL analysis, batch workflow modernization, or when users mention JCL conversion, analyzing .jcl/.JCL files, working with job steps, procedures, or planning workflow orchestration from JCL jobs.
Senior Python developer for Python 3.11+. Use for type-safe, async, production-ready code.
Real-world ROI case study for healthcare content automation pipeline. Clรญnica Mente Saudรกvel case with validated metrics - 99.4% time reduction (4h15m to 1.5min), 92.4% cost reduction (R$192.50 to R$14.70), +180% monthly ROI turnaround. Includes detailed cost breakdown, optimization strategies, and business impact analysis. Use when evaluating ROI, presenting business case, or validating automation benefits.
Manejo de tareas asรญncronas con 'arq' (Redis) para escalar la ingesta y procesos pesados.
Automatically applies when writing Python functions that call async operations. Ensures proper async/await pattern usage (not asyncio.run) to prevent event loop errors.
Develop, test, and register PMC workflows. Workflows are JSON state machines for Claude CLI, shell, sub-workflows. WORKFLOW: 1. DEFINE - Create workflow JSON with states, transitions 2. VALIDATE - pmc validate <workflow.json> 3. MOCK - Create mock scripts for each state 4. TEST MOCK - pmc run --mock to test transitions 5. TEST REAL - pmc run with real data 6. REGISTER - Add to registry.json Use when: - User says "create workflow", "new workflow", "automate" - Automating repetitive multi-step processes - Building CI/CD or development pipelines
Execute Python code in an isolated environment for calculations, file generation, and data processing
Use when writing or reviewing Bash scripts to apply defensive programming patterns including strict mode, proper error handling, safe variable handling, argument parsing, and idempotent design. Ensures scripts are robust, maintainable, and production-ready.
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Python ํ๋ก์ ํธ ์คํ, ํ ์คํธ, ๋ฌธ๋ฒ ๊ฒ์ฌ, ์ํฌํธ ๊ฒ์ฆ์ ์ํ ์คํฌ. `scripts/python-runner.sh`๋ฅผ ์ฌ์ฉํฉ๋๋ค.
Instructions for installing the Synth CLI (synthetic data generator) on macOS or Windows.
