logs-repro-harness
Reduce flaky or environment-dependent failures to a minimal, reproducible script and capture the exact logs and error lines.
Reduce flaky or environment-dependent failures to a minimal, reproducible script and capture the exact logs and error lines.
How to use the PyMAPDL command-line interface to start, stop, list, and execute commands on MAPDL instances from a terminal. Use this skill whenever the user wants to control MAPDL from the command line, run APDL commands via the shell, manage running MAPDL processes, script MAPDL workflows without writing Python, or pipe APDL into a running solver — even if they don't explicitly say "CLI".
Harness v3 統合実行スキル。Plans.md タスクを1件から全並列チーム実行まで担当。以下で起動: 実装して、実行して、harness-work、全部やって、breezing、チーム実行、parallel。プランニング・レビュー・リリース・セットアップには使わない。
Harness v3 統合実行スキル(Codex ネイティブ版)。Plans.md タスクを1件から全並列チーム実行まで担当。以下で起動: 実装して、実行して、harness-work、全部やって、breezing、チーム実行、parallel。プランニング・レビュー・リリース・セットアップには使わない。
Execute implementation tasks from the current plan. Works through tasks sequentially, marks completion, and preserves progress for continuation across sessions. Use when user says "implement", "start coding", "execute plan", or "continue implementation".
Add project-specific rules and conventions to the configured RULES.md artifact. Each invocation appends new rules. These rules are automatically loaded by /aif-implement before execution. Use when user says "add rule", "remember this", "convention", or "always do X".
Build reproducible bioinformatics pipelines with Snakemake using rules, wildcards, and automatic dependency resolution. Use when creating Python-based workflows, automating multi-step analyses with make-like dependency tracking, or running pipelines on HPC clusters with SLURM.
Set up and run an autonomous experiment loop for any optimization target. Gathers what to optimize, then starts the loop immediately. Use when asked to "run autoresearch", "optimize X in a loop", "set up autoresearch for X", or "start experiments".
Use Playwright for browser automation in this workspace. Install locally and run scripts as needed.
Executes one PRD task end-to-end using a provided task file, PRD directory, tracking file paths, and auto-commit mode. Use when a prompt includes a task specification that must be implemented, validated, and reflected in task tracking files. Do not use for PR review batches, generic coding tasks without a PRD task file, or standalone verification-only work.
Maintains workflow-scoped task memory for Compozy runs using .compozy/tasks/<name>/memory/ files. Use when a task prompt provides workflow memory paths and requires the agent to read, update, compact, and promote durable context across PRD task executions. Do not use for PR review remediation, global user preferences, or programmatic event-log summarization.
This skill should be used when the user wants to parallelize Python tasks with Jug, write a jugfile, run jug execute/status/invalidate/cleanup/shell, understand task dependencies, use barriers or bvalue, apply mapreduce patterns, debug failed tasks, invalidate stale results, or choose a jugdir backend (filesystem, Redis, dict_store, file_keepalive).
Suggests manual context compaction at logical intervals to preserve context through task phases rather than arbitrary auto-compaction.
Provides sandbox tools for safely running code, scripts, and shell commands in an isolated K8E environment — never on the host. Use this skill for ANY code execution request. This means: running Python/bash/Node.js code, data analysis, CSV/Excel processing, file manipulation, package installation, or any terminal operation. CRITICAL: Always trigger this skill when the user wants something actually executed or run — not just written or explained. Trigger for English requests like "run this", "execute", "test it", "check if this works", "install X and use it". Trigger equally for Chinese requests: "帮我跑一下", "运行这个", "试试这个", "执行一下", "跑一下", "测试这段代码", "帮我分析这个CSV", "帮我跑这段代码", "跑一下看看", "帮我试试", "能不能跑", "看看输出", "帮我算一下", "帮我处理这个文件", "安装并使用". When a user pastes code and wants results, use this skill. When in doubt, use the sandbox — it's always safer than running on the host.
Interactive system builder. Invoke for /meta command to create tasks for .claude/ system changes.
Thin wrapper that delegates plan revision to reviser-agent subagent. Invoke for /revise command.
Electron main process and IPC development guidelines for Gemini-Subtitle-Pro. Use when working with IPC handlers, preload scripts, native integrations (ffmpeg, whisper, yt-dlp), file system operations, and desktop-specific features. Covers security requirements, IPC patterns, and cross-process communication.
Writing and executing C# scripts and macros against Power BI semantic models using Tabular Editor 2/3. Automatically invoke when the user mentions "C# script", "Tabular Editor script", "TOM scripting", "MacroActions.json", "XMLA", or asks to "automate model changes", "bulk update measures", "create calculation groups", "write a macro", "format DAX expressions", "manage model metadata".
CLI syntax reference for Tabular Editor 2 (TabularEditor.exe); deployment, scripting, BPA analysis, and CI/CD integration. Automatically invoke when the user mentions "TabularEditor.exe", TE2 CLI flags (-D, -S, -A, -B, -TMDL, -O, -C), or asks to "deploy a model via CLI", "set up CI/CD for Power BI", "automate model deployment", "run BPA from command line", "save model as TMDL".
Orchestrates implementation of a multi-task plan by spawning plan-implementer subagents in parallel. Use when the user provides a plan file or plan text and asks to implement it, execute it, or says "implement plan", "run plan", "execute plan".
Orchestrates implementation of a multi-task plan by spawning plan-implementer subagents in parallel. Use when the user provides a plan file or plan text and asks to implement it, execute it, or says "implement plan", "run plan", "execute plan".
Master defensive Bash programming techniques for production-grade scripts. Use when writing robust shell scripts, CI/CD pipelines, or system utilities requiring fault tolerance and safety.