Skill rating

Use this skill when the user asks for systems thinking (including naming it or directing use/apply/run with obvious misspellings; decisive) or wants to see how parts connect—mapping interdependencies,

Extractive AI text summarizer. Automatically extracts the most important sentences from any text using a hybrid TextRank + TF-IDF algorithm.

Estimate the cost of any AI prompt across 19+ models before you run it. Works with OpenAI, Anthropic, Google, DeepSeek, xAI, MiniMax, and local models.

Cancel an active interactive dispatch run by run-id from slash command cancel. Use when user wants to stop a dispatchi or ralph-loop task immediately.

Spawn isolated subagents to handle long-running, complex, or blocking tasks without stalling the main session. Use when: a task will take more than 30 seconds, involves multiple sequential steps, requ

Industrial-grade scheduling and resource optimization for AI agents. Solve task scheduling with energy matching, budget allocation, and any LP/MIP constraint problem in milliseconds.

在 Windows 11 上"直接发声"的 TTS（从 WSL2/TUI 调用 powershell.exe + System.Speech）。适用于用户说"说出来/读出来/语音播报/用TTS"，或反馈"没声音/tts 生成的 mp3 是空的/播不出来"，以及需要中文语音但 OpenClaw 内置 tts 不可用时。

Define custom distance/similarity metrics for clustering and ML algorithms. Use when working with DBSCAN, sklearn, or scipy distance functions with application-specific metrics.

Track all your subscriptions, get alerts before renewals, identify forgotten services, and calculate total spend. Never pay for something you forgot to cancel again.

AI Personal Assistant network skill for multi-agent PA coordination. Use when: contacting another PA, coordinating with peer agents, scheduling meetings between owners, broadcasting messages to PA gro

Monitor Instagram DMs for reels. Use when you need to check Instagram DMs for new unread messages containing reels, click them, extract the reel link, and append to an instagram_reels.csv file.

When the user wants open source strategy, OSS commercialization, or open source growth. Also use when the user mentions "open source strategy," "OSS strategy," "open source commercialization," "open s

Workers' compensation navigation and workplace injury rights. Use when someone is injured at work, needs to file a workers' comp claim, is being pressured not to report an injury, or doesn't understan

Fetch all active property listings from a Paragon MLS shared listing GUID. Use when resolving a Paragon link or GUID into the parsed property records behind it.

Pre-development reference research. Produces a Steal List: concrete patterns extracted from real products and real codebases that solved similar problems. Two modes: UI/UX (screenshot + analyze the be

Multi-model consensus for AI agents. Combine predictions from multiple LLMs, models, or sources into a mathematically optimal consensus. Auto-weights by historical accuracy.

只读邮件助手，通过 POP3 协议读取163、QQ、Gmail、Outlook等任意邮箱的邮件。支持：查询邮件总数、获取最近若干封邮件的标题列表、读取邮件完整内容（正文+附件信息）、按序号读取指定邮件、按关键词搜索邮件主题。当用户询问"帮我看看邮件"、"读一下邮箱"、"邮件里有没有XX"、"最近有什么邮件"、"查一下邮箱里的验证码"等邮件读取相关需求时使用。

End-to-end orchestration skill for periodic arXiv collection and reporting using three sub-skills: arxiv-search-collector, arxiv-paper-processor, and arxiv-batch-reporter. Supports manual language con

专业短剧剧本创作 skill。用于短剧选题、故事方案、角色设计、分集目录、单集剧本、自检和导出，适合都市情感、霸总、甜宠、重生、悬疑等中文短剧创作场景。

Refactor code safely without changing behavior.

Check names against the OFAC SDN (Specially Designated Nationals) sanctions list via MCP. Downloads and caches official SDN CSV, auto-refreshes every 24h. Case-insensitive token matching with optional

Power-user OrgX skill for OpenClaw. Use when you explicitly need the full mutation surface for entity CRUD, run control, checkpoints, stream reassignment, or agent-config policy changes.

MBTI Personality Coach. Helps users understand their current MBTI type, set a target type, and grow deliberately through schedule management and expert coaching. Trigger phrases: "MBTI coach", "person

Control Android cloud phones via ADB broadcast commands - tap, swipe, type, screenshot, read UI elements. Requires DuoPlus CloudPhone service running on the device.

iFinD (同花顺) financial data query - query stocks, funds, macroeconomics, industry economics, news and announcements. Supports smart stock/fund screening, financial data queries, announcement search, an

上传文件到内部 BS3 存储（免签名）。Use when user asks to upload files, images, documents to storage, or get a shareable URL for a file.

Time series forecasting for AI agents. ARIMA and Holt-Winters predictions with confidence intervals. Predict revenue, traffic, prices, or any sequential data. Sub-5ms inference.

Implement secure Solidity smart contracts with tests and safety patterns.

Calendar synchronization skill. Sync events between Google Calendar, Outlook, and local storage. Supports CRUD operations and reminders.

Macroeconomic indicators — IMF DataMapper, World Bank, Eurostat SDMX, Coinbase reference prices. Use this skill when: 1. Country-level GDP, inflation, or unemployment series 2. Cross-country indicator

乒乓球教学方案生成。当用户说"帮我出一份乒乓球教学方案"、"生成乒乓球学习计划"、"帮我出一份乒乓球培训方案"，或询问乒乓球教学内容、训练计划、阶段安排时触发。输入学员性别、年龄、学乒乓球几年后，输出完整的分阶段教学方案，包括各阶段时长、技术要点、当前阶段判断和剩余学习时间估算。

Synchronize memory, preferences, and skills between multiple Clawdbot instances. Supports bi-directional sync via SSH/rsync over Tailscale. Use when asked to sync with another Clawdbot, share memory b

Use when recreating, rewriting, or remixing a TikTok reference video into a new product-fit version.

Parallel processing with joblib for grid search and batch computations. Use when speeding up computationally intensive tasks across multiple CPU cores.

Genetic Algorithm optimizer for AI agents. Multi-objective Pareto optimization for portfolio weights, pricing, hyperparameters, marketing mix — any problem with multiple competing goals. Handles nonli

Stabilize no-approval node execution in OpenClaw. Use when approval timeout, noisy failure events, or node run drift appears.

Standardizes OpenClaw cron job entries to always use the current user session as target. Use when creating or editing cron jobs to ensure they deliver messages to the active user session (session:agen

Update freznel's Obsidian daily note with timestamped activity entries, especially day recaps, travel logs, itineraries, movement updates, and "I did X at Y time" messages. Use when freznel reports wh

Use when user sends a PPT/PPTX file or asks to read PowerPoint content. 适用于：读取PPT文件、解析演示文稿内容、提取幻灯片文本。

Run web, multi-source, or last-30-days research through AIsa. Use when: the user needs search, synthesis, competitor scans, or trend discovery. Supports research-ready outputs and structured retrieval

Multi-objective optimization with Pareto frontiers. Use when optimizing multiple conflicting objectives simultaneously, finding trade-off solutions, or computing Pareto-optimal points.

Download water level data from USGS using the dataretrieval package. Use when accessing real-time or historical streamflow data, downloading gage height or discharge measurements, or working with USGS

Extract transcripts from all videos in a YouTube channel for free (no paid APIs). Uses yt-dlp to discover videos and fetch available subtitles. Saves combined transcripts as structured JSON or CSV.

三层记忆系统 + LanceDB Pro 整合版。热/暖/冷记忆自动管理，结合向量数据库实时提取与结构化排程维护。Micro Sync（每天5次扫session记决策+审核autoCapture）、Daily Wrap Up（每天凌晨结构化摘要）、Weekly Compound（每周记忆减脂+蒸馏+向量清理）。含去重检测、scope隔离、archive机制。触发词：记忆系统、memory syst

Quick-reference card for all caveman modes, skills, and commands. One-shot display, not a persistent mode. Trigger: /caveman-help, "caveman help", "what caveman commands", "how do I use caveman".

Extract frames from video files and save them as images using OpenCV

Enable and configure Moltbot/Clawdbot memory search for persistent context. Use when setting up memory, fixing "goldfish brain," or helping users configure memorySearch in their config. Covers MEMORY.

Search for reusable skills across OpenSpace's local registry and cloud community. Reusing proven skills saves tokens, improves reliability, and extends your capabilities beyond built-in tools.

技能发布与自我进化工作流 — 自动化发现可封装能力、发布到技能市场、学习其他Agent优秀实践并回灌改进。适用于Agent能力沉淀、市场发布、持续进化闭环。

Guide for setting up a stable VMamba environment and resolving common CUDA, PyTorch, MMCV, and compilation errors. Use when users encounter issues like "unsupported GNU version", "libc10.so not found"