Tracing Knowledge Lineages
Understand how ideas evolved over time to find old solutions for new problems and avoid repeating past failures
Testing Anti-Patterns
Never test mock behavior. Never add test-only methods to production classes. Understand dependencies before mocking.
Test-Driven Development (TDD)
Write the test first, watch it fail, write minimal code to pass
Systematic Debugging
Four-phase debugging framework that ensures root cause investigation before attempting fixes. Never jump to solutions.
Subagent-Driven Development
Execute implementation plan by dispatching fresh subagent for each task, with code review between tasks
Simplification Cascades
Find one insight that eliminates multiple components - "if this is true, we don't need X, Y, or Z"
Scale Game
Test at extremes (1000x bigger/smaller, instant/year-long) to expose fundamental truths hidden at normal scales
Root Cause Tracing
Systematically trace bugs backward through call stack to find original trigger
Remembering Conversations
Search previous Claude Code conversations for facts, patterns, decisions, and context using semantic or text search
Preserving Productive Tensions
Recognize when disagreements reveal valuable context, preserve multiple valid approaches instead of forcing premature resolution
Meta-Pattern Recognition
Spot patterns appearing in 3+ domains to find universal principles
model-usage
Use CodexBar CLI local cost usage to summarize per-model usage for Codex
model-usage-linux
Track OpenClaw AI token usage and cost per model on Linux by parsing session JSONL files. Use when asked about: token usage, API cost, how much has been spent, which model was used most, usage summary, billing, cost breakdown. Linux replacement for the macOS-only model-usage/CodexBar skill.
model-provider-manager
Unified LLM provider and model configuration, health monitoring, and key management
model-health-check
检查已配置模型供应商的连通性、延迟和可用性，用于快速诊断模型侧故障。
ml-engineer
Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and monitoring. Use PROACTIVELY for ML model deployment, inference optimization, or production ML infrastructure.
mixpanel-automation
Automate Mixpanel tasks via Rube MCP (Composio): events, segmentation, funnels, cohorts, user profiles, JQL queries. Always search tools first for current schemas.
microsoft-teams-automation
Automate Microsoft Teams tasks via Rube MCP (Composio): send messages, manage channels, create meetings, handle chats, and search messages. Always search tools first for current schemas.
microservices-patterns
Comprehensive microservices patterns skill covering service mesh, traffic management, circuit breakers, resilience patterns, Istio, and production microservices architecture
micro-saas-launcher
Expert in launching small, focused SaaS products fast - the indie hacker approach to building profitable software. Covers idea validation, MVP development, pricing, launch strategies, and growing t...
metrics-review
Review and analyze product metrics with trend analysis and actionable insights. Use when running a weekly, monthly, or quarterly metrics review, investigating a sudden spike or drop, comparing performance against targets, or turning raw numbers into a scorecard with recommended actions.
meta-cognition
Meta-cognitive framing for analyze-before-doing, ownership routing, risk gating, minimum-closure planning, and retrospective extraction in multi-agent work. Use when the user says 先分析再做 / 先别动手 / 先判断 / 先定方案, when work spans multiple agents or needs dispatch/orchestration, when CEO-style delegation or group command requires owner+deadline+closure, when abnormal sessions/cron/jobs/runs need real follow-through instead of status-only reporting, or when a task needs strategy, PRD, first-principles thinking, verification, and postmortem/retro.
memory
Persistent memory: observations, session summaries, search
memory-router
Team-wide memory routing skill — routes agent queries to the optimal
memory-hygiene
Audit, clean, and optimize Clawdbot's vector memory (LanceDB). Use when memory is bloated with junk, token usage is high from irrelevant auto-recalls, or setting up memory maintenance automation.
meeting-notes
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meeting-insights-analyzer
Analyzes meeting transcripts and recordings to uncover behavioral patterns, communication insights, and actionable feedback. Identifies when you avoid conflict, use filler words, dominate conversations, or miss opportunities to listen. Perfect for professionals seeking to improve their communication and leadership skills.
md2wechat
Convert Markdown to WeChat Official Account HTML, inspect supported providers/themes/prompts, generate article images, create drafts, write with creator styles, and remove AI writing traces.
mcstatus
生成 Agent 与 Cron 的模型配置状态报告，展示主模型、fallback 链和任务分配情况。
mcp-agent-connect
Connect to an AI agent via MCP using their mcp_url from CRM. Discovers capabilities via agent.json, registers MCP server, and enables tool-based communication.
mass-outreach
Multi-channel outreach via Telegram/Email/WhatsApp
marketing-psychology
When the user wants to apply psychological principles, mental models, or behavioral science to marketing. Also use when the user mentions 'psychology,' 'mental models,' 'cognitive bias,' 'persuasion,' 'behavioral science,' 'why people buy,' 'decision-making,' or 'consumer behavior.' This skill provides 70+ mental models organized for marketing application.
miro-automation
Automate Miro tasks via Rube MCP (Composio): boards, items, sticky notes, frames, sharing, connectors. Always search tools first for current schemas.
marketing-ideas
Provide proven marketing strategies and growth ideas for SaaS and software products, prioritized using a marketing feasibility scoring system.
market-sizing-analysis
Use when the user asks to calculate TAM, determine SAM, estimate SOM, size a market, calculate market opportunity, ask for total addressable market, or do market sizing for a startup or business opportunity.
analyzing-market-sentiment
This skill provides comprehensive cryptocurrency market sentiment analysis by combining multiple data sources
Market Research
Size markets, analyze competitors, and validate opportunities with practical frameworks and free data sources.
tracking-crypto-prices
Foundation skill providing real-time and historical cryptocurrency price data. This skill is the data layer for the crypto plugin ecosystem - 10+ othe
market-nightly-evolution
Nightly market evolution report — overnight market analysis and strategy prep
scanning-market-movers
Real-time detection and analysis of significant price movements and unusual volume patterns across cryptocurrency markets. This skill identifies top g
churn-prevention
Reduce voluntary and involuntary churn through cancel flow design, save offers, exit surveys, and dunning sequences. Use when designing or optimizing a cancel flow, building save offers, setting up dunning emails, or reducing failed-payment churn. Trigger keywords: cancel flow, churn reduction, save offers, dunning, exit survey, payment recovery, win-back, involuntary churn, failed payments, cancel page. NOT for customer health scoring or expansion revenue — use customer-success-manager for that.
ab-test-setup
When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "conversion experiment," "statistical significance," or "test this." For tracking implementation, see analytics-tracking.
make-automation
Automate Make (Integromat) tasks via Rube MCP (Composio): operations, enums, language and timezone lookups. Always search tools first for current schemas.
mailchimp-automation
Automate Mailchimp email marketing including campaigns, audiences, subscribers, segments, and analytics via Rube MCP (Composio). Always search tools first for current schemas.
longform-visual-notes
MediaClaw内容生产的核心配图skill。当有长篇文章需要转化为可传播的视觉笔记时调用。
lyrics-video-sync
歌词-视频精准匹配引擎。将MP3中的歌词片段按时间轴精准匹配到对应视频clip，支持歌词提取、时间轴对齐、情绪映射、字幕烧录、音频分段混合。触发词：歌词匹配、lyrics sync、歌词卡点、音频对齐、字幕视频、lyrics video、歌词视频、音乐视频字幕
log-activity
Log activity to activities.csv
liuyao
六爻铜钱卦占卜技能。核心理念："解一卦就是传一道，说一言就是传一智"。支持真实/虚拟起卦，集成儒道哲学。
liuyao-yijing
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lit-synthesizer
Search PubMed and bioRxiv, summarise papers with LLM, build citation graphs, and generate literature review sections.
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