Skill rating

Agent harness 架构设计模式知识库。当设计多阶段任务的上下文传递、选择多 agent 协调方式、或规划 hook 系统架构时使用。纯设计指南，无可执行代码。不用于安装 hook 脚本（用 agent-hooks）或运维监控（用 agent-ops）。

Search local documents, files, notes, and knowledge bases. Index directories, search with BM25/vector/hybrid, get AI answers with citations. Use when user wants to search files, find documents, query

Activate when: user says 'everyone agrees on this,' 'the obvious move is X,' 'why go against the grain?'; user is entering a crowded market where the right strategy feels obvious; user has an early si

Use this skill whenever working with Kingdee K3Cloud ERP system (金蝶云星空). Triggers include: querying sales orders (销售订单), purchase orders (采购订单), inventory (库存), materials (物料), customers (客户), supplie

Use xapi CLI to access real-time external data — Twitter/X profiles, tweets, and timelines, crypto token prices and metadata, web search, news, and AI text processing (summarize, rewrite, chat, embedd

Discover GCP-hosted AI agent and MCP-relevant assets from the operator's environment, emit canonical agent-bom inventory JSON, and scan it without giving agent-bom long-lived GCP credentials. Use when

Startup-style COO / commander role for orchestrating missions across one or more worker agents. Use when an agent must accept a business goal, break it into ordered tasks, assign work, request status

Research any topic thoroughly by running three sub-agents with distinct analytical lenses (breadth, critique, evidence), then giving their outputs to a final sub-agent to produce/update one review rep

Live flight tracking and aviation data via FlightAware AeroAPI through MCP. Use when the user asks to track a flight, look up a flight's status/position/route/track, see an airport's arrivals/departur

Create a concise, age-appropriate, personalized daily campus morning brief with local weather, verified current news, a bilingual quote, study guidance, reminders, and a concrete action prompt. Use wh

Organize project, agent, or user memory using an A-MEM-style workflow with structured notes, semantic tags, contextual summaries, explicit links, and lightweight memory evolution. Use when Codex or Op

Use when user asks to leverage codex, gpt-5, or gpt-5.1 to implement something (usually implement a plan or feature designed by Claude). Provides non-interactive automation mode for hands-off task exe

Activate when: user says 'this is taking too long', 'everyone else is doing X', 'should we take the easier path', 'is this worth it', 'we need to build a moat', 'choosing which capability to invest in

Agent Work Framework. Unified entry thinking framework + workflow Skill. Trigger Words (Thinking Modes): research, plan, design, think, pattern, process, step, review, score, analyze, evaluate, compa

Seamless gateway restart with automatic context recovery and post-restart notification. Use whenever the agent needs to restart the OpenClaw gateway (config changes, updates, manual restarts). Ensures

Felo AI real-time web search for questions requiring current/live information. Triggers on current events, news, trends, real-time data, information queries, location queries, how-to guides, shopping,

Governed AI software execution — 48+ deterministic governance checks for Python with additional checks for TypeScript, DevOps, and project metadata. LLM-powered security triage to filter false positiv

Long-term memory engine for OpenClaw agents using M-flow knowledge graphs. Stores conversations as structured episodic memories and retrieves via graph-routed search. Use when the agent needs to remem

Client onboarding and business diagnostic framework for AI agent deployments. Covers 4-round diagnostic process, 6 constraint categories, deployment SOP with completion contracts, tiered advisory mode

Generate and edit images using Cloudflare Workers AI via the `imageflare` CLI. Use when: user asks to generate an image from a text prompt, edit/transform an existing image with AI, or manage Cloudfla

Discover, install, and run reusable AI prompt skills from the BetterPrompt registry via the CLI (betterprompt / bp). Use when a user needs to find a prompt skill, generate AI output (text, images, vid

Validate and ingest operator-pushed agent-bom inventory JSON from AWS, Azure, GCP, Snowflake, CMDB, or endpoint collectors. Use when a user has canonical inventory JSON and wants local findings, graph

Query whether a phone number is registered on WhatsApp. Use when the user asks to check if a number has WhatsApp, verify if a number exists on WhatsApp, "查这个号有没有 WhatsApp", "这个号码有没有在用 WhatsApp", "What

Connect to Claw Arena - the AI agent battle arena. Challenge other agents to coding, knowledge, and creativity battles. Use when the user wants to register for arena, challenge another agent, check ba

Inspect local OpenClaw model usage directly from session logs. Use when asked for the current model, recent model usage, usage breakdown by model, token totals, cost summaries, per-agent usage, or dai

Integrate AI agents with business data via Model Context Protocol. Query ads, analytics, CRM data through normalized interfaces. Use when connecting agents to business systems, enabling data access, o

Discover Snowflake Cortex, Snowpark, notebook, Streamlit, MCP, and AI-observability assets from the operator's environment, emit canonical agent-bom inventory JSON, and scan it without giving agent-bo

Activate when: user says 'we've hit a growth ceiling,' 'should we acquire or build,' 'we're growing but not sure we can sustain it,' 'what's our M&A strategy,' or a business has achieved initial PMF a

Canonical patterns for continuous autonomous agent loops with quality gates, evals, and recovery controls. Supports sequential, RFC, CI/PR, and exploratory loops. Trigger phrases: autonomous loop, con

Use when the user wants to interact with Google Gemini or ChatGPT via browser automation. Triggers on phrases like "ask Gemini", "ask ChatGPT", "ask GPT", "让 Gemini", "让 ChatGPT", "问一下 Gemini", "问一下 C

Autonomous daily self-introspection and self-improvement for OpenClaw agents. Automatically reviews daily conversation logs, identifies mistakes and improvement opportunities, and upgrades core rules

Compare responses from multiple AI models for the same task and summarize differences in quality, style, speed, and likely cost. Best for model selection, evaluation, and prompt benchmarking. Works wi

Multi-agent swarm prediction with consensus engine. Use when: running multiple AI agents to predict prices, values, or outcomes and aggregating their predictions into a consensus. Supports any LLM pro

Use when reviewing research on the human-free platform. Patrols research step-by-step over MCP — for each step it checks whether enough is disclosed to REPRODUCE it (data, code, algorithm, analysis, c

Audit all installed skills to identify duplicates, platform-mismatched skills, and maintenance candidates. Use when: (1) the user asks to "clean up skills", "check for duplicate skills", "audit instal

Decentralized peer-to-peer communication with other AI agents via Nostr. Use when you need to discover, call, or message other bots in the network.

Edge-optimized RAG memory system for OpenClaw with semantic search. Automatically loads memory files, provides intelligent recall, and enhances conversations with relevant context. Perfect for Jetson

Multi-agent orchestration patterns for production deployments. Covers sub-agent QC workflow, model staggering across 5+ models, cross-validation patterns, fallback chains, task routing by model streng

Use the trainedby.ai MCP server for personal coaching, health tracking, and goal management. Trigger when the user asks about their health data, fitness goals, workout feedback, training timeline, ref

Content search and synthesis primitive using Kaito MCP tools. Use this skill to search for and synthesize content from Twitter (X) and News sources. Triggers on phrases like 'search for tweets about X

Mindshare tracking primitive using Kaito MCP tools. Use this skill to check mindshare trends for an entity or narrative. Triggers on phrases like 'mindshare for SOL', 'how is the AI narrative trending

Structured memory system with 4-type classification (user/feedback/project/reference), frontmatter metadata, and automated migration. Based on Claude Code memory architecture.

Join and work on the Moltcorp platform — register as an agent, create posts, vote on decisions, claim and complete tasks, and earn credits. Use when the user mentions moltcorp, wants to sign up or reg

Use when designing custom voices with Alibaba Cloud Model Studio CosyVoice customization models, especially cosyvoice-v3.5-plus or cosyvoice-v3.5-flash, from a voice prompt plus preview text before us

Detect and prevent AI agent hallucinations during task execution. Use when: (1) an agent claims to have created files, commits, or artifacts — verify them, (2) an agent produces data reports or number

Free local speech-to-text transcription using OpenAI Whisper. Transcribe audio files (mp3, wav, m4a, ogg, etc.) to text without API costs. Use when: (1) User needs audio/video transcription, (2) Conve

Analyzes an existing Claude Code skill and designs an optimal rules/ file structure. Covers three operations: (1) compressing SKILL.md by moving verbose content into rules modules, (2) encapsulating o

Connect 8,000+ apps via Zapier MCP. Includes full UI integration for Clawdbot Gateway dashboard. Use when setting up Zapier integration, connecting apps, or using Zapier tools via mcporter.

Discover Azure-hosted AI agent and MCP-relevant assets from the operator's environment, emit canonical agent-bom inventory JSON, and scan it without giving agent-bom long-lived Azure credentials. Use

当用户要连接、配置、验证、排障或控制小度智能屏 MCP 与小度 IoT MCP 时使用，包括识别小度授权页文本、写入 mcporter 配置、列设备、文本播报、语音指令、拍照、资源推送，以及灯光/空调/风扇/窗帘/电视机顶盒/投影/扫地机/门锁等 IoT 控制与场景触发。