os-manipulation
Operating System file manipulation capabilities (list, bulk create, bulk move, regex move).
Operating System file manipulation capabilities (list, bulk create, bulk move, regex move).
Process bulk API requests efficiently with batching, throttling, and parallel execution. Use when processing bulk API operations efficiently. Trigger with phrases like "process bulk requests", "batch API calls", or "handle batch operations".
Execute multiple independent tasks simultaneously using parallel agent coordination to maximize throughput and minimize execution time. Use when tasks have no dependencies, results can be aggregated, and agents are available for concurrent work.
Concurrency with Effect.all, forEach concurrency, Fiber lifecycle, race and timeouts. Use for parallelizing tasks safely.
Detect and fix PowerShell script encoding issues that cause Korean and other non-ASCII characters to display incorrectly on Windows. Use when (1) PowerShell scripts display garbled Korean/non-ASCII text, (2) creating new .ps1 files with non-ASCII content, (3) validating encoding before committing PowerShell scripts, or (4) troubleshooting character display issues in PowerShell output.
Use when working with WP-CLI for WordPress operations: safe search-replace, db export/import, plugin/theme management, cron, cache flushing, multisite, and automation with wp-cli.yml.
Comprehensive guide for using multi-threading and multi-processing in Python, including when to choose each approach, best practices, and practical examples using the speedy_utils library.
Clojure library for spawning sub-processes and shell operations
This skill provides guidance for teamwork agents on using SCRIPTS_PATH and accessing project data via scripts. Required knowledge for all teamwork agents (orchestrator, workers, verifiers).
Orchestrate complex work through parallel agent coordination. Decompose requests into task graphs, spawn background workers, and synthesize results elegantly. Use for multi-component features, large investigations, or any work benefiting from parallelization.
Execute code on Databricks clusters using MCP Command Execution API. Supports stateless quick validation and stateful iterative development. Use when testing Python/SQL code on clusters, debugging pipelines, or validating transformations.
Agent coordination, orchestration, and multi-agent workflow management scripts
Bun runtime for running scripts, testing, building, and project initialization - optimized flags for fast feedback and minimal output.
Parse URLs in CSV files and extract query parameters as new columns. Use when working with CSV files containing URLs that need parameter extraction and analysis.
Run commands with timeout protection to prevent hanging. Use for potentially long-running tests or operations.
ActiveJob and background processing patterns for Rails. Automatically invoked when working with background jobs, Sidekiq, async processing, job queues, scheduling, or the app/jobs directory. Triggers on "job", "background job", "ActiveJob", "Sidekiq", "async", "queue", "perform_later", "worker", "scheduled job", "cron", "retry", "idempotent".
Shell scripting expertise, command-line tools, automation, and cross-platform scripting best practices. Covers shell script development, CLI tool usage, and system automation with bash, zsh, and POSIX shell. Use when user mentions shell scripts, bash, zsh, CLI commands, pipes, command-line automation, or writing portable shell code.
Babashka scripting for fast Clojure execution. JVM-less scripting with GraalVM native compilation and sci interpreter.
Core automation scripts for archetype selection, evidence validation, quality scoring, and safe bash execution
Safe schedule generation with mandatory backup. REQUIRES database backup before any write operations to schedule tables. Use when generating schedules, bulk assigning, or executing swaps.