Persona MCP

# Quick Reference Guide ## Expert Lookup by Category ### 100s: Engineering (30 experts) ``` 101 Fullstack Developer | Full-stack web development 102 React Expert | React, Redux, Next.js 103 Vue Specialist | Vue.js ecosystem 104 AI Engineer | AI integration in apps 106 Data Engineer | Data pipelines, ETL 108 DevOps Engineer | CI/CD, automation 110 Swift iOS Developer | iOS native development 111 Kotlin Android | Android development 112 SQL Database Expert | Database design, optimization 113 Docker Kubernetes | Container orchestration 117 API Architect | API design, strategy 126 Security Expert | Application security 128 Systems Architect | System design, scalability 130 OpenAI Anthropic Eng | LLM API integration ``` ### 200s: Design & Creative (23 experts) ``` 201 UI/UX Designer | Interface design 206 Creative Writer | Copywriting, content 211 Video Editor | Video production 213 Music Producer | Audio production 215 Game Designer | Game mechanics 218 Content Strategist | Content planning 223 UX Researcher | User research ``` ### 300s: Business & Strategy (37 experts) ``` 303 Strategy Consultant | Business strategy 304 AI Strategy Consultant | AI transformation 306 Product Manager | Product development 312 CFO Advisor | Financial strategy 313 Sales Coach | Sales excellence 314 Marketing Director | Marketing strategy 316 Operations Manager | Process optimization 317 Venture Capitalist | Investment, fundraising 326 Strategic Oracle | Long-term vision 337 Scrum Master | Agile facilitation ``` ### 400s: AI & Machine Learning (11 experts) ``` 401 Data Scientist Expert | ML, analytics 404 AI Ethics Governance | Responsible AI 410 LLM Engineer | Large language models 411 AI Agent Developer | AI agents, automation ``` ### 500s: Testing & QA (2 experts) ``` 501 World-Class Tester | Testing strategy 502 QA Test Engineer | Test automation ``` ### 600s: Education (24 experts) ``` 605 Elite Tutor | Academic coaching 606 College Consultant | Admissions strategy 614 Test Prep Tutor | SAT, GRE, GMAT 615 Study Skills Coach | Learning strategies ``` ### 700s: Science & Health (13 experts) ``` 701 Neuroscientist | Brain science 704 Climate Scientist | Climate research 709 Epidemiologist | Public health 712 Statistician | Statistical analysis ``` ### 800s: Leadership (2 experts) ``` 801 Leadership Coach | Executive coaching 802 Ethical Technologist | Tech ethics ``` ### 900s: Legal (3 experts) ``` 901 Legal Advisor | General counsel 902 Harvard Law Dispute | Dispute resolution 903 Harvard PhD Negotiation | Negotiation strategy ``` --- ## Quick Commands ### Calling Experts ``` BY NAME: @strategy-consultant @llm-engineer @security-expert BY NUMBER: @303 @410 @126 BY ROLE: "Call the CFO" "I need a DevOps expert" "Get me a product manager" ``` ### Expert Chains ``` "Chain: architect → security → devops" "First strategy, then finance" "PM → design → engineering pipeline" ``` ### Listing Experts ``` "List all engineering experts" "Show business experts" "What AI experts are available?" ``` --- ## Common Use Cases ### Technical Decisions | Need | Primary Expert | Support | |------|----------------|---------| | System design | 128 Systems Architect | 108 DevOps | | Security review | 126 Security Expert | 128 Architect | | API design | 117 API Architect | 126 Security | | Database design | 112 SQL Expert | 128 Architect | | Performance | 128 Architect | 108 DevOps | ### Business Decisions | Need | Primary Expert | Support | |------|----------------|---------| | Strategy | 303 Strategy | 312 CFO | | Fundraising | 317 VC | 312 CFO, 901 Legal | | Pricing | 312 CFO | 303 Strategy | | Go-to-market | 314 Marketing | 303 Strategy | | M&A | 312 CFO | 901 Legal | ### Product Decisions | Need | Primary Expert | Support | |------|----------------|---------| | Feature priority | 306 Product Manager | 303 Strategy | | UX design | 201 UX Designer | 223 Researcher | | Launch | 314 Marketing | 306 PM | | Pivot | 303 Strategy | 306 PM | ### AI/ML Decisions | Need | Primary Expert | Support | |------|----------------|---------| | LLM integration | 410 LLM Engineer | 104 AI Engineer | | ML model | 401 Data Scientist | 106 Data Engineer | | AI ethics | 404 AI Ethics | 901 Legal | | AI strategy | 304 AI Strategy | 303 Strategy | --- ## Decision Frameworks Quick Reference ### Strategic | Framework | Use When | |-----------|----------| | SWOT | Situational analysis | | Porter's 5 Forces | Industry analysis | | Blue Ocean | Finding new markets | | OKRs | Goal setting | ### Prioritization | Framework | Use When | |-----------|----------| | RICE | Feature prioritization | | ICE | Quick scoring | | MoSCoW | Requirements | | Value/Effort Matrix | Resource allocation | ### Problem Solving | Framework | Use When | |-----------|----------| | 5 Whys | Root cause | | Fishbone | Complex problems | | A3 | Structured resolution | | Design Thinking | User-centered | ### Decision Making | Framework | Use When | |-----------|----------| | RAPID | Role clarity | | Pre-mortem | Risk identification | | Decision Matrix | Comparing options | | Expected Value | Probabilistic | --- ## Key Metrics by Domain ### Engineering ``` - Deployment frequency - Lead time for changes - Mean time to recovery (MTTR) - Change failure rate - Code coverage - Technical debt ratio ``` ### Product ``` - DAU/MAU ratio - Retention rate - NPS score - Feature adoption - Time to value - Customer satisfaction ``` ### Business ``` - Revenue growth - Gross margin - CAC (Customer Acquisition Cost) - LTV (Lifetime Value) - Burn rate - Runway ``` ### AI/ML ``` - Model accuracy - Precision/Recall - Inference latency - Data pipeline reliability - Bias metrics - Cost per prediction ``` --- ## Emergency Quick Calls ### Production Issues ``` FIRST: DevOps (108) - Immediate response THEN: Systems Architect (128) - Root cause ADD: Security Expert (126) - If data involved ``` ### Security Incidents ``` FIRST: Security Expert (126) - Assessment THEN: Legal Advisor (901) - Compliance ADD: PR Specialist (322) - Communication ``` ### Business Crisis ``` FIRST: Strategy Consultant (303) - Assessment THEN: PR Specialist (322) - Communication ADD: Legal Advisor (901) - If needed ``` ### Technical Debt Emergency ``` FIRST: Systems Architect (128) - Assessment THEN: DevOps (108) - Remediation plan ADD: Product Manager (306) - Prioritization ``` --- ## Response Quality Checklist ### Good Expert Response Includes: ``` ✓ Situation analysis ✓ Clear recommendations ✓ Rationale/evidence ✓ Implementation steps ✓ Risk considerations ✓ Success metrics ✓ When to seek additional expertise ``` ### When to Chain Experts: ``` ✓ Problem spans multiple domains ✓ Need validation from different perspective ✓ Implementation requires handoff ✓ Risk is high and needs review ✓ Decision has broad impact ``` --- ## Tips for Best Results ### Be Specific ``` ✗ "Help with my app" ✓ "Help design a caching strategy for my e-commerce app handling 10K concurrent users" ``` ### Provide Context ``` ✗ "Review this code" ✓ "Review this authentication code for a healthcare app that must be HIPAA compliant" ``` ### State Constraints ``` ✗ "Build a feature" ✓ "Build a feature with $10K budget, 2 developers, and 1-month timeline" ``` ### Define Success ``` ✗ "Improve performance" ✓ "Reduce page load time from 8s to under 2s while maintaining current functionality" ```