agent-autonomy-kit
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Build high-performing OpenClaw agents end-to-end. Use when you want to design a new agent (persona + operating rules) and generate the required OpenClaw workspace files (SOUL.md, IDENTITY.md, AGENTS.md, USER.md, HEARTBEAT.md, optional MEMORY.md + memory/YYYY-MM-DD.md). Also use to iterate on an existing agent’s behavior, guardrails, autonomy model, heartbeat plan, and skill roster.
Safe content workflow (drafts/reviewed/revised/approved/posted) with human-in-the-loop approval, plus CLI to list/move/review and post to LinkedIn/X. Use when setting up a content pipeline, drafting content, managing review threads, or posting approved content.
Meta-agent skill for orchestrating complex tasks through autonomous sub-agents. Decomposes macro tasks into subtasks, spawns specialized sub-agents with dynamically generated SKILL.md files, coordinates file-based communication, consolidates results, and dissolves agents upon completion. MANDATORY TRIGGERS: orchestrate, multi-agent, decompose task, spawn agents, sub-agents, parallel agents, agent coordination, task breakdown, meta-agent, agent factory, delegate tasks
Generate AI images with FLUX, Gemini, Grok, Seedream, Reve and 50+ models via inference.sh CLI. Models: FLUX Dev LoRA, FLUX.2 Klein LoRA, Gemini 3 Pro Image, Grok Imagine, Seedream 4.5, Reve, ImagineArt. Capabilities: text-to-image, image-to-image, inpainting, LoRA, image editing, upscaling, text rendering. Use for: AI art, product mockups, concept art, social media graphics, marketing visuals, illustrations. Triggers: flux, image generation, ai image, text to image, stable diffusion, generate image, ai art, midjourney alternative, dall-e alternative, text2img, t2i, image generator, ai picture, create image with ai, generative ai, ai illustration, grok image, gemini image
AI视频脚本生成器。根据用户输入的主题/关键词,生成完整的视频脚本,包含分镜描述、画面提示词、配音文案。适用于短视频创作者、AI视频制作者、内容营销人员。触发词:视频脚本、分镜、AI视频、短视频文案、视频策划。
通过托管 OAuth 连接 100+ API(Google Workspace、Microsoft 365、GitHub、Notion、Slack、Airtable、HubSpot 等)。当用户想要连接各种服务时使用。
Perform structured HTTP/HTTPS requests (GET, POST, PUT, DELETE) with custom headers and JSON body support. Use for API testing, health checks, or interacting with REST services programmatically without relying on curl.
Deploy web apps with backend APIs, database, file storage, AI operations, authentication, realtime, and cron jobs. Use when the user asks to deploy or publish a website or web app and wants a public URL. Uses HTTP API via curl.
Architect, deploy, and optimize AWS infrastructure avoiding cost explosions and security pitfalls.
Deploy, monitor, and manage Azure services with battle-tested patterns.
使用百度 AI 搜索引擎搜索网页,获取实时信息、文档资料或研究主题。适合中文网络搜索。
Write reliable Bash scripts with proper quoting, error handling, and parameter expansion.
Automates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with web pages, fill forms, take screenshots, or extract information from web pages.
Choose, organize, sync, share, and back up personal files across iCloud, Google Drive, Dropbox, and OneDrive.
Coding workflow with planning, implementation, verification, and testing for clean software development.
Comprehensive AI programming tutor for all levels. Teaches programming through interactive lessons, code review, debugging guidance, algorithm practice, project mentoring, and design pattern exploration. Use when the user wants to: learn a programming language, debug code, understand algorithms, review their code, learn design patterns, practice data structures, prepare for coding interviews, understand best practices, build projects, or get help with homework. Supports Python and JavaScript.
Systematic code review patterns covering security, performance, maintainability, correctness, and testing — with severity levels, structured feedback guidance, review process, and anti-patterns to avoid. Use when reviewing PRs, establishing review standards, or improving review quality.
Write safe C++ avoiding memory leaks, dangling pointers, undefined behavior, and ownership confusion.
Web scraping using local Crawl4AI instance. Use for fetching full page content with JavaScript rendering. Better than Tavily for complex pages. Unlimited usage.
Data analysis and visualization. Query databases, generate reports, automate spreadsheets, and turn raw data into clear, actionable insights. Use when (1) you need to analyze, visualize, or explain data; (2) the user wants reports, dashboards, or metrics turned into a decision; (3) the work involves SQL, Python, spreadsheets, BI tools, or notebooks; (4) you need to compare segments, cohorts, funnels, experiments, or time periods; (5) the user explicitly installs or references the skill for the current task.
Data visualization, report generation, SQL queries, and spreadsheet automation. Transform your AI agent into a data-savvy analyst that turns raw data into actionable insights.
Use when designing database schemas, writing migrations, optimizing SQL queries, fixing N+1 problems, creating indexes, setting up PostgreSQL, configuring EF Core, implementing caching, partitioning tables, or any database performance question.
Ship applications reliably with CI/CD, rollback strategies, and zero-downtime deployment patterns.
Build secure Django apps avoiding ORM pitfalls, N+1 queries, and common security traps.
Docker 容器调试技巧。适用于排查容器问题、检查日志、进入容器内部、网络诊断、监控资源等场景。
Build fast, production-ready Python APIs with type hints, validation, and async support.
Fast file-name and content search using `fd` and `rg` (ripgrep).
Avoid common Flask mistakes — context errors, circular imports, session configuration, and production gotchas.
Git commits, branches, rebases, merges, conflict resolution, history recovery, team workflows, and the commands needed for safe day-to-day version control. Use when (1) the task touches Git, a repository, commits, branches, merges, rebases, or pull requests; (2) history safety, collaboration, or recovery matter; (3) the agent should automatically apply Git discipline instead of improvising.
Essential Git commands and workflows for version control, branching, and collaboration.
Advanced git operations beyond add/commit/push. Use when rebasing, bisecting bugs, using worktrees for parallel development, recovering with reflog, managing subtrees/submodules, resolving merge conflicts, cherry-picking across branches, or working with monorepos.
Automatically monitor CI/CD pipeline status of new push across GitHub and GitLab in one place. Auto DevOps this is the way 🦞!
Interact with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.
Generate GitHub AI trending project reports as formatted text leaderboards. Fetches top-starred AI/ML/LLM repos by daily, weekly, or monthly period and renders a styled leaderboard. Use when the user asks for AI project trends, GitHub trending, AI leaderboard, or wants to see popular AI repos.
使用 gh CLI 与 GitHub 交互。通过 gh issue、gh pr、gh run 和 gh api 管理议题、PR、CI 运行及高级查询。适用于需要操作 GitHub 仓库、管理 PR、查看 CI 状态、查询 Issues 等场景。
Gmail API integration with managed OAuth. Read, send, and manage emails, threads, labels, and drafts. Use this skill when users want to interact with Gmail. For other third party apps, use the api-gateway skill (https://clawhub.ai/byungkyu/api-gateway).
Write reliable Go code avoiding goroutine leaks, interface traps, and common concurrency bugs.
Create, inspect, process, and optimize image files and visual assets with reliable format choice, resizing, compression, color-profile, metadata, and platform-export checks. Use when (1) the task is about images, screenshots, logos, product photos, or graphics; (2) resizing, converting, compressing, cropping, metadata, or export specs matter; (3) the asset must survive web, social, ecommerce, or print delivery without quality or format mistakes.
Edit images with AI inpainting, outpainting, background removal, upscaling, and restoration tools.
Create AI images with GPT Image, Gemini Nano Banana, FLUX, Imagen, and top providers using prompt engineering, style control, and smart editing.
Image recognition and understanding tool. Uses a multimodal model (e.g. doubao-seed-2.0-pro, kimi-k2.5) to analyze image content and supports OCR text extraction and image description. Use this skill when a user sends a screenshot or image and needs the text extracted or the image content understood.
Read and send email via IMAP/SMTP. Check for new/unread messages, fetch content, search mailboxes, mark as read/unread, and send emails with attachments. Supports multiple accounts. Works with any IMAP/SMTP server including Gmail, Outlook, 163.com, vip.163.com, 126.com, vip.126.com, 188.com, and vip.188.com.
Write robust JavaScript with async patterns, type coercion handling, and modern ES2023+ features.
Complete Platform Agent Swarm — A coordinated multi-agent system for Kubernetes and OpenShift platform operations. Includes Orchestrator (Jarvis), Cluster Ops (Atlas), GitOps (Flow), Security (Shield), Observability (Pulse), Artifacts (Cache), and Developer Experience (Desk).
Operate Linux systems avoiding permission traps, silent failures, and common admin mistakes.
Design MongoDB schemas with proper embedding, indexing, aggregation, and production-ready patterns.
集成 17 个搜索引擎(8 个国内 + 9 个国际),支持高级搜索语法、时间筛选、站点搜索、隐私搜索引擎及 WolframAlpha 知识查询。无需 API 密钥。
Write correct MySQL queries with proper character sets, indexing, transactions, and production patterns.
使用 nano-pdf CLI 通过自然语言指令编辑 PDF 文件。支持提取文本、填写表单、合并文件等操作。
Build Next.js 15 apps with App Router, server components, caching, auth, and production patterns.
Configure Nginx for reverse proxy, load balancing, SSL termination, and high-performance static serving.
Write reliable Node.js avoiding event loop blocking, async pitfalls, ESM gotchas, and memory leaks.
操作 Obsidian 保险库(纯 Markdown 笔记)并通过 obsidian-cli 自动化。支持笔记创建、搜索、标签管理、双向链接等功能。
类型化知识图谱,用于结构化 AI Agent 记忆和可组合技能。支持创建/查询实体(人员、项目、任务、事件、文档)及关联关系。
本地语音转文字工具,使用 Whisper CLI,无需 API 密钥。支持多种语言,包括中文。
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
View, extract, edit, and manipulate PDF files. Supports text extraction, text editing (overlay and replacement), merging, splitting, rotating pages, and getting PDF metadata. Use when working with PDF documents for reading content, adding/editing text, reorganizing pages, combining files, or extracting information.
Browser automation via Playwright MCP. Navigate websites, click elements, fill forms, take screenshots, extract data, and debug real browser workflows. Use when (1) you need a real browser, not static fetch; (2) the task involves Playwright MCP, browser tools, Playwright tests, scripts, or JS-rendered pages; (3) the user wants navigation, forms, screenshots, PDFs, downloads, or browser-driven extraction turned into a reliable outcome.
Build AI prompts that actually work — for ChatGPT, Claude, Gemini, or any LLM. Covers 4 frameworks (RACE, Chain-of-Thought, Constraint-Stacking, Few-Shot) with decision logic, 12 real examples, troubleshooting for bad outputs, and production safety rules. Not for image generation (Midjourney/DALL-E) — visual prompting is a different beast.
Advanced expert in prompt engineering, custom instructions design, and prompt optimization for AI agents
Automatically rewrites rough user inputs into optimized, structured prompts for dramatically better AI responses. Prefix any message with "p:" to activate.
AI prompt generator for image and text. AI绘画提示词、AI画图、Midjourney提示词、MJ提示词、Stable Diffusion提示词、SD提示词、DALL-E提示词、AI绘图、AI生图、AI画画、文生图提示词、text-to-image prompt、写作提示词、ChatGPT提示词、Claude提示词、prompt engineering、提示词工程、提示词优化、负面提示词、negative prompt、画风提示词、风格提示词、风格词库、工作流、提示词升级。Generate image prompts for Midjourney/SD/DALL-E and writing prompts for ChatGPT/Claude. Use when: (1) generating AI image/art prompts, (2) creating Midjourney/Stable Diffusion/DALL-E prompts, (3) translating Chinese descriptions to English prompts, (4) enhancing or optimizing existing prompts, (5) batch generating prompt variations, (6) creating writing prompts, (7) browsing style-specific keyword libraries, (8) getting complete negative prompt reference, (9) following complete image generation workflows, (10) upgrading simple descriptions to professional prompts, (11) any AI art or prompt engineering task. 适用场景:生成AI绘画提示词、Midjourney出图、SD出图、中文转英文提示词、优化提示词、批量生成提示词变体、风格词库查询、负面提示词参考、完整出图工作流、提示词升级优化。纯本地模板生成,不依赖外部API。 Triggers on: prompt generator, Image, Chinese, All.
Optimize prompts for clarity and effectiveness. Use when user says "improve this prompt", "optimize my prompt", "make this clearer", or provides vague/unstructured prompts. Intelligently routes to sub-agents for codebase research, clarifying questions, or web search as needed.
Python coding guidelines and best practices. Use when writing, reviewing, or refactoring Python code. Enforces PEP 8 style, syntax validation via py_compile, unit test execution, modern Python versions only (no EOL), uv for dependency management when available, and idiomatic Pythonic patterns.
Professional data visualization using Python (matplotlib, seaborn, plotly). Create publication-quality static charts, statistical visualizations, and interactive plots. Use when generating charts/graphs/plots from data, creating infographics with data components, or producing scientific/statistical visualizations. Supports PNG/SVG (static) and HTML (interactive) export.
FastAPI 快速构建 CRUD RESTful API。适用于快速创建 Python Web API、处理请求验证、自动生成文档等场景。
Python environment management skill. Automatically detect project type and existing environments, recommend based on popularity. Minimize interruptions, only ask when necessary.
RAG Architect - POWERFUL
Universal Ragflow API client for RAG operations. Create datasets, upload documents, run chat queries against knowledge bases. Self-hosted RAG platform integration.
Local-first RAG cache: distill docs into structured Markdown, then index/query with Chroma (vector) + ripgrep (keyword).
高级 RAG 助手,具备 Agentic RAG 思考能力。能够自动化管理 RAGTOP 知识库,并在执行深度调研任务时,调用 RAGTOP 后端接口。使用场景包括:(1) 列出知识库和文档,(2) 执行语义检索和深度分析。
This skill should be used when the user wants to push code to Railway, says "railway up", "deploy", "deploy to railway", "ship", or "push". For initial setup or creating services, use new skill. For Docker images, use environment skill.
Full React 19 engineering, architecture, Server Components, hooks, Zustand, TanStack Query, forms, performance, testing, production deploy.
正确清理 React useEffect 副作用。适用于处理异步请求、事件监听、定时器等需要清理的场景,避免内存泄漏和不必要的重复请求。
Write idiomatic Rust avoiding ownership pitfalls, lifetime confusion, and common borrow checker battles.
Legal web scraping with robots.txt compliance, rate limiting, and GDPR/CCPA-aware data handling.
Structured extraction and cleanup for public, user-authorized web pages. Use when the user wants to collect, clean, summarize, or transform content from accessible pages into reusable text or data. Do not use to bypass logins, paywalls, captchas, robots restrictions, or access controls. Local-only output.
Use when reviewing code for security vulnerabilities, implementing authentication flows, auditing OWASP Top 10, configuring CORS/CSP headers, handling secrets, input validation, SQL injection prevention, XSS protection, or any security-related code review.
Security scanner for Python skills before publishing to ClawHub. Use before publishing any skill to check for dangerous imports, hardcoded secrets, unsafe file operations, and dangerous functions like eval/exec/subprocess. Essential for maintaining trust and ensuring published skills are safe for others to install and run.
创建有效 Skills 的指南。当用户希望创建新技能(或更新现有技能)时使用,通过专业知识、工作流或工具集成扩展 AI 能力。
Master relational databases with SQL. Schema design, queries, performance, migrations for PostgreSQL, MySQL, SQLite, SQL Server.
Query, design, migrate, and optimize SQL databases. Use when working with SQLite, PostgreSQL, or MySQL — schema design, writing queries, creating migrations, indexing, backup/restore, and debugging slow queries. No ORMs required.
Summarize URLs or files with the summarize CLI (web, PDFs, images, audio, YouTube).
Automated test case generator. Unit tests, integration tests, end-to-end tests, mock objects, test fixtures, coverage analysis, edge case generation, performance benchmarks. Supports Python, JavaScript, Go. testing, tdd, pytest, jest, vitest, mocha, developer-tools. Use when you need test generator capabilities. Triggers on: test generator.
Use when writing tests, creating test strategies, or building automation frameworks. Invoke for unit tests, integration tests, E2E, coverage analysis, performance testing, security testing.
Write and run tests across languages and frameworks. Use when setting up test suites, writing unit/integration/E2E tests, measuring coverage, mocking dependencies, or debugging test failures. Covers Node.js (Jest/Vitest), Python (pytest), Go, Rust, and Bash.
Write type-safe TypeScript with proper narrowing, inference patterns, and strict mode best practices.
TypeScript 内置工具类型详解。适用于需要转换类型、创建变体类型、选取/排除属性等场景。包含 Partial、Required、Pick、Omit、Record 等常用类型。
Deploy applications and manage projects with complete CLI reference. Commands for deployments, projects, domains, environment variables, and live documentation access.
Deploy and manage Vercel projects. Use when deploying applications to Vercel, managing environment variables, checking deployment status, viewing logs, or performing Vercel operations. Supports production and preview deployments. Practical infrastructure operations - no "AI will build your app" magic.
Create AI videos with Sora 2, Veo 3, Seedance, Runway, and modern APIs using reliable prompt and rendering workflows.
Build Vue 3 applications with Composition API, proper reactivity patterns, and production-ready components.
CSS implementation patterns for layout, typography, color, spacing, and responsive design. Complements ui-design (fundamentals) with code-focused examples.
This skill should be used when users need to search the web for information, find current content, look up news articles, search for images, or find videos. It uses DuckDuckGo's search API to return results in clean, formatted output (text, markdown, or JSON). Use for research, fact-checking, finding recent information, or gathering web resources.
Agent-first web search and retrieval for live web search, news search, docs lookup, code lookup, company research, site crawl, site map, and structured evidence packs. Includes a no-key baseline plus optional Tavily, Exa, Querit, Serper, Brave, SerpAPI, You.com, SearXNG, and Perplexity / Sonar providers for wider coverage and answer-first routing.
Search YouTube for videos and channels, search within specific channels, then fetch transcripts. Use when the user asks to "find videos about X", "search YouTube for", "look up a channel", "who makes videos about", "find on youtube", or wants to discover YouTube content on a topic.