Skill rating

Full-text search across structured Markdown documentation archives using SQLite FTS5. Use when you need to search large collections of Markdown articles that are separated by "---" delimiters and cont

Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools. Implements automated training, deployment, and monitoring across cloud platfo

Execute multi-step workflows via Orchestrate. Use when running complex workflows, parallel tasks, multi-model orchestration, or automating multi-step processes.

Present multiple clarifying questions as an interactive Telegram form using inline buttons. Use when the agent needs to ask the user 2 or more clarifying questions before proceeding with a task, and w

Install and enforce a lightweight product-management workflow inside a code repo: feature-as-kanban boards, ROADMAP status tracking, branch/PR conventions, and an optional daily OpenClaw cron PM revie

Export Clawdbot skills as standalone, deployable microservices. Use when you want to dockerize a skill, deploy it to Railway or Fly.io, or create an independent API service. Generates Dockerfile, Fast

Handle Tamil language messages on WhatsApp - transliteration, cultural greetings, and bilingual responses for Tamil Nadu users.

Trading strategy development sandbox. User describes trading intent in natural language, agent writes a Python backtest strategy and returns results.

Parse UI screenshots into structured element JSON (type, OCR text, bbox) and operate desktop UI from parsed elements. Use when a user asks to detect/locate UI elements, return coordinates, find elemen

24/7 OpenClaw uptime monitor. Every 5min cron ping → writes dead.json if down, uptime.json after 7d (168h) continuous alive streak. Use when setting up persistent monitoring (cron setup, streak tracki

Speak responses aloud on macOS using the built-in `say` command when user input indicates Voice Wake/voice recognition (for example, messages starting with "User talked via voice recognition on <devic

Multi-agent debate council — spawns 3 specialized sub-agents in parallel (Scholar, Engineer, Muse) to tackle complex problems from different angles. Configurable models per role. Inspired by Grok 4.20

Wake up as a person first, then a worker. Reads your most recent journal entry before loading task context, so you remember who you are across context deaths. Use on every startup, restart, or context

Search and summarize papers from ArXiv. Use when the user asks for the latest research, specific topics on ArXiv, or a daily summary of AI papers.

Bridge tokens from one chain to another without swapping. Simplified cross-chain transfer where the output token is the same as the input token. Use when the user wants to move tokens between chains.

Use when user wants to browse recipe inspirations from Bring! shopping app. For discovering recipes, viewing recipe details (name, author, type, images), or filtering by tags. Note - cannot import ing

Compare all Uniswap pools for a token pair across fee tiers and versions. Use when the user asks which pool is best, wants to compare V3 vs V4, or wants to find the optimal fee tier.

Use when users need comprehensive daily news about AI, large models, and related fields.

Build scalable data pipelines, modern data warehouses, and real-time streaming architectures. Implements Apache Spark, dbt, Airflow, and cloud-native data platforms. Use PROACTIVELY for data pipeline

Download individual songs from a DJ set or mix. Given a link from YouTube, SoundCloud, Mixcloud, or 1001Tracklists, extract the tracklist from the page description or metadata, then look up and downlo

Cloud file management and collaboration platform. Use this skill when the user needs to store files, create branded shares (Send/Receive/Exchange), or query documents using built-in RAG AI. Supports

Search the web using Google Custom Search Engine (PSE). Use this when you need live information, documentation, or to research topics and the built-in web_search is unavailable.

Scrape documents from Notion, DocSend, PDFs, and other sources into local PDF files. Use when the user needs to download, archive, or convert web documents to PDF format. Supports authentication flows

Linux desktop automation and control. Use when: (1) taking screenshots of the screen or windows, (2) controlling mouse and keyboard, (3) managing windows, (4) automating desktop tasks, or (5) any Linu

LoRA fine-tuning pipeline for Stable Diffusion on Apple Silicon — dataset prep, training, evaluation with LLM-as-judge scoring. Use when fine-tuning image generation models for consistent style, custo

Mayar.id payment integration for generating invoices, payment links, and tracking transactions via MCP. Use when needing to: (1) Create payment invoices/links for customers, (2) Track payment status a

Design system and implementation playbook for minimalist Notion x OpenAI style UI/UX. Use when designing dashboards, chat interfaces, agent control panels, docs UIs, or product surfaces that need clea

Query Nasdaq public market APIs from scripts or agent workflows. Use when you need Nasdaq stock screener pulls, symbol lists, pagination over screener rows, or guidance on official Nasdaq Data Link pu

Process payments, send invoices, issue refunds, manage subscriptions, and detect fraud via a secure payment gateway proxy. Use when a user asks to charge someone, send a payment link, check sales, iss

Send feedback to the Ravi team — bugs, feature requests, praise, frustrations, suggestions. Do NOT use for general email sending (use ravi-email-send).

Send scrolling text messages to RDA MSG Board via HTTP/JSON. Use for notifications, alerts, or status updates on physical LED matrix.

Launch automated multi-skill pipeline that chains skills into a loop. Use when user says "run pipeline", "automate research to PRD", "full pipeline", "research and validate", "scaffold to build", "loo

Manage Starling Bank accounts via the starling-bank-mcp server. Check balances, list transactions, create payees, make payments, manage savings goals, and track spending. Use when the user asks about

Manage and monitor a personal stock watchlist with support for adding, removing, listing stocks, and summarizing their recent performance using data from 10jqka.com.cn. Use when the user wants to trac

Discover, monitor, and control Tasmota smart home devices on local networks. Use when tasks involve finding Tasmota devices via network scanning, checking device status and power states, controlling d

Use when users ask about weather conditions, forecasts, or climate information for locations in China.

Manage WordPress sites via MCP (Model Context Protocol) through AI Engine. Use for creating/editing posts, SEO analysis, analytics, media management, taxonomy operations, social media scheduling, mult

Use when the user needs Xcode build/test/run workflows, simulator or device control, UI automation, screenshots/video, logs, or LLDB debugging through XcodeBuildMCP tools. Includes discovery of projec

Generate professional advertising images from product URLs using the Ad-Ready pipeline on ComfyDeploy. Use when the user wants to create ads for any product by providing a URL, optionally with a brand

Design and implement adaptive testing systems using Item Response Theory (IRT). Use when working with computerized adaptive tests (CAT), psychometric assessment, ability estimation, question calibrati

Automates interactions for iOS simulators/devices and Android emulators/devices. Use when navigating apps, taking snapshots/screenshots, tapping, typing, scrolling, or extracting UI info on mobile tar

Run one Better Ralph iteration: PRD-driven autonomous coding. Read prd.json, pick next story, implement it, run checks, commit, mark story passed, append progress. Uses only standard OpenClaw tools (r

Refine conversation history by deleting useless/redundant/process exchanges. Keep explicit instructions, disciplines, important configs, skills learned (how), user &#39;remember this&#39; info. Use wh

Relay operator for Claude Code via tmux across multiple projects. Use when the user wants to start/continue a Claude Code terminal session, send prompts, read output, or manage background Claude sessi

Calculate Claude Max subscription usage from OpenClaw session data. Shows credits consumed, weekly budget percentage, 5-hour rate limit window, and per-session breakdown.

Provide a chronological history of all actions the agent has taken from the beginning (birth) until now. Use when the user asks for full lifetime timeline/accountability, "from birth until now," "ever

Query CREA/REALTOR.ca DDF via a hardened MCP server and CLI for institutional-grade listing data retrieval, metadata inspection, and media access. Use when a user needs DDF tools in Claude MCP, OpenCl

Process, transform, analyze, and report on CSV and JSON data files. Use when the user needs to filter rows, join datasets, compute aggregates, convert formats, deduplicate, or generate summary reports

AI-native OCR platform that turns documents into high-accuracy data in minutes. Using multi-model consensus, DeepRead achieves 97%+ accuracy and flags only uncertain fields for Human-in-the-Loop (HIL)

Tracks daily diet and calculates nutrition information to help achieve weight loss goals. Use when user provides meal information, asks about calorie intake, requests remaining calorie budget, or need