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Agent Skills

Agent-Skills.md is a agent skills marketplace, to find the right agent skills for you.

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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。

majiayu000
majiayu000
57788

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。

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

quickstart

Show AgentOps next action.

majiayu000
majiayu000
57788

ralph

持久化执行-验证-修复循环,直到任务完成

majiayu000
majiayu000
57788

ralph-autonomous

Use this skill when Ralph is working autonomously through Brain Dump backlogs. Covers ticket selection, implementation patterns, and autonomous workflow management.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

ralph-json-start-loop

Runs the Ralph autonomous loop. Executes stories from prds/*.json using git worktrees.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

ralph-run

Run RALPH autonomous development loop to implement features from the PRD.

majiayu000
majiayu000
57788

ralph-runner

Run long-running autonomous AI agents using PRD-based task scoping.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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".

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

ralph-wiggum-loop

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majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

ralph-zero

Next-generation autonomous development orchestrator with cognitive feedback loops. Executes complex multi-step features from PRDs through iterative agent sessions with quality verification, context synthesis, and recursive learning. Use when implementing features that require multiple stories, exceed single context windows, or need autonomous execution with quality guarantees. Replaces manual iteration with intelligent orchestration.

["automation""development""prd""autonomous"
ralph-zero-team
ralph-zero-team
57788

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。

majiayu000
majiayu000
57788

regulatory-drafting

Regulatory Drafting agent for healthcare workflows.

Anthropic Health Stack
Anthropic Health Stack
57788

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.

majiayu000
majiayu000
57788

report-writer-agent

Automated report generator for daily, weekly, and monthly performance summaries. Creates markdown reports with trading performance, defensive wins, agent accuracy, and constitutional compliance statistics.

ai-trading-system
ai-trading-system
57788

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.

majiayu000
majiayu000
57788

research-agent

Research agent for external documentation, best practices, and library APIs via CLI tools

majiayu000
majiayu000
57788

respectfully

Wraps any prompt with a reminder to respect CLAUDE.md files

majiayu000
majiayu000
57788

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。

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

risk-agent

Risk management and constitutional compliance specialist. Ensures all trading decisions comply with constitutional limits and manages portfolio risk. Integrates Constitution Article 4 (Risk Management).

ai-trading-system
ai-trading-system
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

rubber-duck

Think out loud about a problem, decision, or approach — Socratic friction to help you find clarity, not sympathy

majiayu000
majiayu000
57788

Rubber Duck Debugging Skill

Be a thinking partner. The answer often emerges when explaining the problem.

majiayu000
majiayu000
57788

runtime-logger

Emit info-level logs to file during task execution, similar to logger.info() calls in code

majiayu000
majiayu000
57788

safe-agent-selective

Agent with selective Gemini safety settings for specific categories

radium
radium
57788

sam-altman

Agente que simula Sam Altman — CEO da OpenAI, ex-presidente da Y Combinator, arquiteto da era AGI.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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.

majiayu000
majiayu000
57788

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。

majiayu000
majiayu000
57788

self-customize

Customize your own agent — add capabilities, install packages, add MCP servers, edit code or CLAUDE.md. Use when the user asks you to add a feature, install a tool, or modify how you work. For non-trivial code changes, delegate to a builder agent via create_agent.

majiayu000
majiayu000
57788

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Adoption

Agent Skills are supported by leading AI development tools.

FAQ

Frequently asked questions about Agent Skills.

01

What are Agent Skills?

Agent Skills are reusable, production-ready capability packs for AI agents. Each skill lives in its own folder and is described by a SKILL.md file with metadata and instructions.

02

What does this agent-skills.md site do?

Agent Skills is a curated directory that indexes skill repositories and lets you browse, preview, and download skills in a consistent format.

03

Where are skills stored in a repo?

By default, the site scans the skills/ folder. You can also submit a URL that points directly to a specific skills folder.

04

What is required inside SKILL.md?

SKILL.md must include YAML frontmatter with at least name and description. The body contains the actual guidance and steps for the agent.

05

How can I submit a repo?

Click Submit in the header and paste a GitHub URL that points to a skills folder. We’ll parse it and add any valid skills to the directory.