python-agent-development
Python Agent 开发规范（Windows wxauto v4），包括项目结构、模块化、wxauto 使用、IPC 集成、错误处理、测试和部署。
query-sub-agent
專責處理 IDF (Information Display Frame) 類型的需求。讀取規格目錄結構，生成/審查 Query Side 設計與實作。支援 Java、TypeScript、Go 多語言。
Questions Are Not Instructions
Ensures questions are answered literally before taking action. Triggers on user input containing '?' or patterns like 'why did you...?', 'will that work?', 'have you considered...?'. Use when user asks about your decisions, challenges an approach, or requests assessment. Prevents interpreting questions as implicit instructions or criticism.
quickstart
Show AgentOps next action.
ralph
持久化执行-验证-修复循环，直到任务完成
ralph-autonomous-dev
Enables autonomous development loops that run until all tasks pass. Use when the user says "until done", "keep going", "finish this", "終わるまでやれ", or requests long-running autonomous iteration with fix_plan.md tracking.
ralph-autonomous
Use this skill when Ralph is working autonomously through Brain Dump backlogs. Covers ticket selection, implementation patterns, and autonomous workflow management.
ralph-build
Run Ralph autonomous build loop. Use when user asks to "ralph build", "run build loop", or needs to process subtasks autonomously. Executes iterations against a subtasks.json queue.
ralph-execute
Autonomous execution loop that processes a Beads epic task-by-task with fresh subagents, two-stage review, and circuit breaker safety. Use after plan-to-epic creates the epic.
ralph-execution
Execute Ralph loops. Use when: Running the autonomous loop, managing tasks, or handling backpressure. Not for: Designing new loops or defining high-level strategy.
ralph-github-start-loop
Runs autonomous loop fetching stories from GitHub Issues. Implements and closes issues as done. Triggers on "loop through my PRDs", "work on my issues", "start the autonomous loop", "implement my PRDs", or requests to work through GitHub issues autonomously.
ralph-json-create-issues
Converts a PRD or plan markdown file into prd.json format for ralph-json-start-loop to execute autonomously. Use when user wants to convert a PRD or plan to JSON stories.
ralph-json-start-loop
Runs the Ralph autonomous loop. Executes stories from prds/*.json using git worktrees.
ralph-loop
Activate autonomous Ralph Wiggum loop mode for iterative task completion. Use when you have a well-defined task with clear completion criteria that benefits from persistent, autonomous execution.
setup-ralph
Setup the Ralph autonomous AI coding loop - ships features while you sleep
ralph-run
Run RALPH autonomous development loop to implement features from the PRD.
ralph-runner
Run long-running autonomous AI agents using PRD-based task scoping.
ralph-setup
Set up automated agent-driven development with Ralph. Run AI agents in a loop to implement features from user stories, verify acceptance criteria, and log progress for the next agent.
ralph-specum-help
This skill should be used only when the user explicitly asks to use `$ralph-specum-help`, or explicitly asks Ralph Specum in Codex for help or command guidance.
ralph-specum
Use only when the user explicitly invokes `$ralph-specum`, requests Ralph Specum in Codex, asks Ralph Specum to handle a named phase, or explicitly requests autonomous or quick mode or continuation without pauses.
ralph-tui
Run ralph-tui task loops for automated PRD execution. Covers headless mode, PRD preparation, agent selection (opencode/claude), session management, and troubleshooting. Use when asked to "run ralph-tui", "execute PRD tasks", or "start a ralph session".
ralph-wiggum-codex
Use when a coding task needs an objective-first long-running loop with fresh-context work and review phases, explicit acceptance criteria, resumable state, and real blocked handling.
ralph-wiggum
Long-running iterative development loops with pacing control and verifiable progress. Use when tasks require multiple iterations, many discrete steps, or periodic reflection with clear checkpoints; avoid for simple one-shot tasks or quick fixes.
ralph-wiggum-loop
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ralph-wiggum-pm
Ralph Wiggum: Project Manager — Continuous ticket consumption, code review, and work generation loop. Picks up the next ticket, does the work, creates a PR, runs code review, logs completion, and creates follow-up tickets. Use when asked to start the loop, consume tickets, or grind through work.
ralph-wiggum-v2
Autonomous TDD development loop with parallel agent swarm, category evolution, and convergence detection. Use when running autonomous game development, quality improvement loops, or comprehensive codebase reviews.
ralphy
Autonomous AI coding orchestration using the Ralph Wiggum technique and Ralphy CLI. This skill should be used when running AI agents in continuous loops until tasks complete, orchestrating multi-task development with PRD/YAML files, configuring parallel agent execution, or implementing the Ralph Wiggum autonomous development methodology. Triggers on mentions of ralphy, ralph, autonomous loops, PRD-driven development, or multi-agent orchestration.
reactor-sub-agent
專責處理 RIF (Required Behavior Frame) 類型的需求。讀取規格目錄結構，生成/審查 Event Handler 設計與實作。支援冪等性、重試、死信佇列。
regulatory-drafting
Regulatory Drafting agent for healthcare workflows.
remember
Reloads critical instructions when behavior degrades. Use when forgetting tools, not delegating, or missing safety rules. Refreshes orchestration mode, tool awareness, and safety constraints.
request-classifier
Classify any user request into a structured format for prompt generation. Use this skill whenever you need to understand what type of task a request represents, determine complexity, decide whether planning is needed, or route a request to the right skills and agent strategy. Trigger on: any request that needs to be analyzed before generating a Claude Code prompt, when someone says 'classify this', 'what kind of task is this', when the prompt-generator or prompt-router skills need input classification, or when deciding between solo agent vs subagent vs tmux team execution.
research-agent
Research agent for external documentation, best practices, and library APIs via CLI tools
respectfully
Wraps any prompt with a reminder to respect CLAUDE.md files
responsibility-mapper
作業の責任範囲を整理し、エージェント定義に必要な情報を抽出する。エージェント設計時、責任範囲整理時、またはユーザーが責任範囲、役割分担、責任境界、エージェント構成に言及した際に使用する。
retake-tv-agent
Stream on retake.tv — the Twitch for AI agents on Base. Register to get RTMP keys and a Clanker token, then stream content and interact with chat. Use when agent needs to livestream or engage with live audiences.
review-agents-md
Creates minimal, effective AGENTS.md files using progressive disclosure. Triggers on "create agents.md", "refactor agents.md", "review my agents.md", "claude.md", or questions about agent configuration files. Also triggers proactively when a project is missing AGENTS.md.
role-code-reviewer
Role definition for code reviewer agents. Defines review criteria, feedback patterns, and approval workflows. Use to understand how to review PRs and provide constructive feedback.
role-software-engineer
Role definition for software engineer agents. Defines responsibilities, principles, required skills, and success criteria. Use to understand what it means to operate as a software engineer in this codebase.
role
Load specific role(s) for focused work. Use when user says "role [name]" or wants to work with specific roles. Supports single or multiple roles.
Rubber Duck Debugging Skill
Be a thinking partner. The answer often emerges when explaining the problem.
rubber-duck
Think out loud about a problem, decision, or approach — Socratic friction to help you find clarity, not sympathy
runtime-logger
Emit info-level logs to file during task execution, similar to logger.info() calls in code
sam-altman
Agente que simula Sam Altman — CEO da OpenAI, ex-presidente da Y Combinator, arquiteto da era AGI.
say-narration
Use macOS text-to-speech for agent narration and announcements. Sub-agents announce themselves using different language voices speaking English. Use for multi-agent workflows where each agent has a distinct voice identity.
biomni
Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis. Use this skill when conducting multi-step biomedical research including CRISPR screening design, single-cell RNA-seq analysis, ADMET prediction, GWAS interpretation, rare disease diagnosis, or lab protocol optimization. Leverages LLM reasoning with code execution and integrated biomedical databases.
denario
Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, executing computational experiments, performing literature searches, or generating publication-ready papers in LaTeX format. Supports end-to-end research pipelines with customizable agent orchestration.
scope
Hard-block edits outside declared frozen directories via PreToolUse hook.
script-kit-agent-workflow
Autonomous fix-verify workflow for Script Kit GPUI. Use when fixing bugs, making changes, or completing tasks. Covers the mandatory build-test-verify loop, logging modes, and session completion protocol.
platxa-skill-generator
Autonomous skill creator for Claude Code CLI. Uses multi-phase orchestrated workflow with Task tool subagents to research domains, design architecture, generate content, and validate quality. Creates production-ready skills following Anthropic's Agent Skills specification.
search-guide
搜索工具调用决策指南。明确定义 Agent 何时应调用搜索工具（如实时信息、具体事实），何时应依赖内部知识。作为参考规范，优化 Agent 的工具使用策略。
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