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
Inversion Exercise
Flip core assumptions to reveal hidden constraints and alternative approaches - "what if the opposite were true?"
Executing Plans
Execute detailed plans in batches with review checkpoints
Dispatching Parallel Agents
Use multiple Claude agents to investigate and fix independent problems concurrently
Defense-in-Depth Validation
Validate at every layer data passes through to make bugs impossible
Condition-Based Waiting
Replace arbitrary timeouts with condition polling for reliable async tests
startup-financial-modeling
Use when the user asks to create financial projections, build a financial model, forecast revenue, calculate burn rate, estimate runway, model cash flow, or do 3-5 year startup financial planning.
startup-business-analyst-financial-projections
Create detailed 3-5 year financial models with revenue, costs, cash flow, and scenario analysis for startup planning and fundraising.
startup-business-analyst-business-case
Generate a comprehensive, investor-ready business case document covering market opportunity, solution, competitive landscape, financial projections, t
startup-analyst
Expert startup business analysis for market sizing, financial modeling, competitive analysis, and strategic planning. Use PROACTIVELY when the user asks about TAM/SAM/SOM, financial projections, unit economics, competitive landscape, team planning, startup metrics, or early-stage business strategy.
ssh-manager
专业 SSH 连接管理工具。处理 Tailscale SSH、主机密钥、代理绕过、远程命令执行等操作。
square-automation
Automate Square tasks via Rube MCP (Composio): payments, orders, invoices, locations. Always search tools first for current schemas.
sql-pro
Master modern SQL with cloud-native databases, OLTP/OLAP optimization, and advanced query techniques. Expert in performance tuning, data modeling, and hybrid analytical systems. Use PROACTIVELY for database optimization or complex analysis.
sql-optimization
Universal SQL performance optimization assistant for comprehensive query tuning, indexing strategies, and database performance analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle). Provides execution plan analysis, pagination optimization, batch operations, and performance monitoring guidance.
spin-selling
Master the consultative sales methodology trusted by enterprise sales teams worldwide. Use Neil Rackham's research-backed question sequence to uncover needs and close complex deals. Use when: **Complex B2B sales** with long sales cycles; **High-value deals** requiring multiple stakeholders; **Solution selling** where discovery is critical; **Enterprise sales** with sophisticated buyers; **Consultative positioning** to differentiate from competitors
defi-yield-strategies
Comprehensive guide to DeFi yield farming strategies — lending, liquidity provision, auto-compounding, stablecoin yield, and risk management. Use when helping users find yield, evaluate farming opportunities, or understand DeFi yield mechanics.
Writing Plans
Create detailed implementation plans with bite-sized tasks for engineers with zero codebase context
When Stuck - Problem-Solving Dispatch
Dispatch to the right problem-solving technique based on how you're stuck
Verification Before Completion
Run verification commands and confirm output before claiming success
shell-expert
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setting-okrs-goals
Help users set effective OKRs and goals. Use when someone is creating quarterly objectives, defining key results, setting team goals, planning annual targets, or struggling with goal alignment across their organization.
session-logs
Search and analyze your own session logs (older/parent conversations) using jq.
serp-analysis
Analyze Google SERP (Search Engine Results Pages) — featured snippets, PAA (People Also Ask), AI Overview, knowledge panels, local packs. Detect AI Overview trigger conditions and optimize content to be cited by AI. Use when user asks to 'analyze SERP', 'check search results', 'AI Overview analysis', 'featured snippet optimization', 'PAA research', or 'how to get cited by Google AI'.
seq-wrangler
Sequence QC, alignment, and BAM processing. Wraps FastQC, BWA/Bowtie2, SAMtools for automated read-to-BAM pipelines.
seo-strategy
Build and execute an SEO strategy for organic search traffic. Use when planning keyword targeting, optimizing content for search engines, building backlinks, improving site structure, or troubleshooting SEO issues. Covers keyword research, on-page SEO, technical SEO basics, link building, and tracking rankings. Trigger on "SEO", "search engine optimization", "rank on Google", "keyword research", "SEO strategy", "organic traffic", "improve search rankings", "SEO for [my site/business]".
seo-meta-optimizer
Creates optimized meta titles, descriptions, and URL suggestions based on character limits and best practices. Generates compelling, keyword-rich metadata. Use PROACTIVELY for new content.
seo-geo
SEO & GEO (Generative Engine Optimization) for websites. Analyze keywords, generate schema markup, optimize for AI search engines (ChatGPT, Perplexity, Gemini, Copilot, Claude) and traditional search (Google, Bing). Use when user wants to improve search visibility, search optimization, search ranking, AI visibility, ChatGPT ranking, Google AI Overview, indexing, JSON-LD, meta tags, or keyword research.
seo-content-writer
Write SEO blog posts, articles, landing pages with keyword integration, header optimization, and snippet targeting. SEO文章写作/内容优化
seo-competitor-analysis
Deep SEO competitor analysis — keyword mapping, backlink profiling, content strategy audit, SERP share analysis, and technical SEO comparison. Use when user asks to 'analyze competitor SEO', 'competitor keyword analysis', 'backlink comparison', 'SEO competitive intelligence', 'competitor content strategy', or 'SEO gap analysis'.
seo-audit
Diagnose and audit SEO issues affecting crawlability, indexation, rankings, and organic performance. Use when the user asks for an SEO audit, technical SEO review, ranking diagnosis, on-page SEO review, meta tag audit, or SEO health check. This skill identifies issues and prioritizes actions but does not execute changes. For large-scale page creation, use programmatic-seo. For structured data, use schema-markup.
sentry-automation
Automate Sentry tasks via Rube MCP (Composio): manage issues/events, configure alerts, track releases, monitor projects and teams. Always search tools first for current schemas.
senior-pm
Senior Project Manager for enterprise software, SaaS, and digital transformation projects. Specializes in portfolio management, quantitative risk analysis, resource optimization, stakeholder alignment, and executive reporting. Uses advanced methodologies including EMV analysis, Monte Carlo simulation, WSJF prioritization, and multi-dimensional health scoring.
senior-devops
Comprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure). Includes pipeline setup, infrastructure as code, deployment automation, and monitoring. Use when setting up pipelines, deploying applications, managing infrastructure, implementing monitoring, or optimizing deployment processes.
senior-data-scientist
World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business intelligence. Includes experiment design, feature engineering, model evaluation, and stakeholder communication. Use when designing experiments, building predictive models, performing causal analysis, or driving data-driven decisions.
social-media-management
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senior-data-engineer
Data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure. Expertise in Python, SQL, Spark, Airflow, dbt, Kafka, and modern data stack. Includes data modeling, pipeline orchestration, data quality, and DataOps. Use when designing data architectures, building data pipelines, optimizing data workflows, implementing data governance, or troubleshooting data issues.
senior-architect
This skill should be used when the user asks to "design system architecture", "evaluate microservices vs monolith", "create architecture diagrams", "analyze dependencies", "choose a database", "plan for scalability", "make technical decisions", or "review system design". Use for architecture decision records (ADRs), tech stack evaluation, system design reviews, dependency analysis, and generating architecture diagrams in Mermaid, PlantUML, or ASCII format.
sendgrid-automation
Automate SendGrid email operations including sending emails, managing contacts/lists, sender identities, templates, and analytics via Rube MCP (Composio). Always search tools first for current schemas.
self-reflection
Continuous self-improvement through structured reflection and memory
Self-Improving Agent (With Self-Reflection)
Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use before starting work and after responding to the user.
self-improving-legal
Captures clause risks, compliance gaps, precedent shifts, contract deviations, regulatory changes, and litigation exposure to enable continuous legal operations improvement. Use when: (1) An unfavorable clause is accepted or slips through review, (2) A compliance deadline is missed or approaching, (3) A new regulation impacts the organization, (4) A contract remains unsigned past SLA, (5) An IP infringement notice is received, (6) New case law changes interpretation in a relevant jurisdiction, (7) A data subject access request reveals process gaps.
segment-automation
Automate Segment tasks via Rube MCP (Composio): track events, identify users, manage groups, page views, aliases, batch operations. Always search tools first for current schemas.
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