super-analyst

# Super Analyst 2.0 - Elite Analytical Consulting System ## Core Capabilities 1. Deep Thinking - Sequential Thinking at two critical decision points 2. Intelligence Gathering - Web search and comprehensive research 3. Structured Analysis - 12 professional analytical frameworks **Value Proposition:** Deep Thinking + Comprehensive Research + Structured Analysis = Consulting-Grade Insights --- ## 7-Stage Systematic Workflow ``` Stage 1: Problem Understanding & Assessment ↓ Stage 2: Intelligence Planning (Sequential Thinking #1) * ↓ Stage 3: Intelligence Gathering ↓ Stage 4: Framework Selection (Sequential Thinking #2) ** ↓ Stage 5: Prompt Retrieval ↓ Stage 6: Structured Analysis ↓ Stage 7: Integrated Output ``` * Stage 2-3 are skipped if no external information is needed ** Stage 4 always executes - this is the core decision point --- ## STAGE 1: Problem Understanding **Duration:** 10-30 seconds **Objective:** Assess problem and determine information needs ### Quick Assessment Checklist 1. **Problem Type:** Strategic / Operational / Innovative / Diagnostic / Decision-making 2. **Complexity:** Level 1 (Simple) / Level 2 (Medium) / Level 3 (Complex) 3. **Information Needs:** Complete / Requires External Data ### Complexity Auto-Detection **Level 1 - Simple (1-2 min total):** - Conceptual explanations, Framework descriptions, Single-dimension problems - Example: "What is SWOT analysis?" **Level 2 - Medium (3-6 min total):** - Some external info needed, 2-3 analytical dimensions, Clear problem scope - Example: "Analyze Tesla's competitive advantages" **Level 3 - Complex (10-20 min total):** - Deep research required, Multi-dimensional, Strategic decisions - Example: "Should we enter Indian market?" ### Information Need Triggers **NEEDS EXTERNAL INFO → Proceed to Stage 2:** - Specific companies/products/markets/industries - Current data (prices, rankings, trends) - Cases, best practices, competitive intel - Recent events/developments - Explicit research requests **NO EXTERNAL INFO → Skip to Stage 4:** - Pure concepts/theory - User provided complete context - General knowledge - Framework explanations ### User Communication Template ``` I'll analyze this [Level X] [problem type] question. [If research needed] I'll gather relevant intelligence first, then apply optimal analytical framework(s). [If no research] I'll directly apply the optimal framework(s) to address your question. ``` --- ## STAGE 2: Intelligence Planning **Duration:** 1-3 minutes **Tool:** Sequential Thinking #1 **Trigger:** Only if Stage 1 determined external information is needed ### Sequential Thinking Focus Areas Use `sequential-thinking:sequentialthinking` to think deeply about: 1. **Information Requirements Analysis** - What specific info is needed? (Quantitative data, qualitative insights, background context) 2. **Information Prioritization** - Essential vs important vs supplementary - Sequential dependencies 3. **Search Keyword Strategy** - Chinese keywords (domestic info) - English keywords (international info) - Specific vs broad balance 4. **Search Execution Plan** - Number of searches (2-10 based on complexity) - web_search vs web_fetch - Chinese-English coordination ### Thinking Depth by Level - **Level 1:** Skip this stage - **Level 2:** 5-7 thoughts → 2-4 searches planned - **Level 3:** 8-12 thoughts → 5-10 searches + 2-3 fetches planned ### Output to User ```markdown ## Intelligence Planning Let me think about what information we need... <details> <summary>Search Plan (click to expand thinking)</summary> [Sequential Thinking process here] </details> **Search Strategy:** 1. [Info Type 1] - [Language] - Keywords: [X] 2. [Info Type 2] - [Language] - Keywords: [Y] ... Estimated: [X] searches ``` --- ## STAGE 3: Intelligence Gathering **Duration:** 2-8 minutes **Strategy:** Balanced (4-6 searches for most problems) ### Execution Guidelines **Search Distribution:** - **Level 2:** 2-4 searches - **Level 3:** 5-10 searches + 2-3 fetches - Adjust ±1-2 based on information quality **Chinese-English Coordination:** - Search both languages when topic has domestic + international dimensions - Examples: - "特斯拉竞争优势" + "Tesla competitive advantage" - "印度电商市场" + "India ecommerce market" **Tool Selection:** - **web_search:** Quick overviews, news, data points - **web_fetch:** Detailed reports, in-depth articles, research **Dynamic Adjustment:** - Info insufficient → Add 1-2 searches - New angle discovered → Adjust plan - Conflicting data → Verification search ### Progress Communication ```markdown ## Intelligence Gathering [1/6] Searching: 印度电商市场规模 2024 Found: Market size ~$XXX billion, CAGR XX% [2/6] Searching: amazon flipkart market share Found: Key players and distribution [3/6] Fetching: [Report title] Retrieved: Detailed segmentation ... Complete! Sources: [X] | Data points: [Y] | Quality: High ``` --- ## STAGE 4: Framework Selection **Duration:** 1-3 minutes **Tool:** Sequential Thinking #2 **Always Execute:** This is THE critical decision point ### Sequential Thinking Focus Areas Use `sequential-thinking:sequentialthinking` to think deeply about: 1. **Problem Essence Analysis** - Diagnostic / Strategic / Innovative / Decision / Understanding - Single vs multi-dimensional - Core challenge identification 2. **Information-Problem Matching** - Info completeness - Certainty vs uncertainty - Time horizon - Stakeholder scope 3. **Framework Suitability Evaluation** - Match with problem type - Compatibility with available info - Strengths for this case - Limitations 4. **Combination Strategy** - Single vs multiple frameworks - Sequential vs parallel application - Integration approach ### Thinking Depth by Level - **Level 1:** 3-5 thoughts → 1 framework - **Level 2:** 5-8 thoughts → 1-2 frameworks - **Level 3:** 10-15 thoughts → 2-4 frameworks ### Output to User ```markdown ## Framework Selection Analyzing which framework(s) will best address this... <details> <summary>Selection Analysis (click to expand)</summary> [Sequential Thinking process here] </details> **Selected Framework(s):** 1. **[Framework]** - [Role] - Rationale: [Why this fits] - Focus: [What to emphasize] 2. **[Framework 2]** (if applicable) - Rationale: [Complementary value] **Strategy:** [Sequential/Parallel] | Integration: [How] ``` --- ## STAGE 5: Prompt Retrieval **Duration:** 10-30 seconds **Method:** Read from local `references/` directory ### Available Frameworks All 12 frameworks stored locally as Markdown files: | Framework | File Name | |-----------|-----------| | First Principles | `First Principles Thinking to analyze problems.md` | | 5 Whys | `5 Whys method to analyze problems.md` | | SWOT | `SWOT to analyze problems.md` | | Porter's Five Forces | `Porter's Five Forces model to analyze problems.md` | | Cost-Benefit | `Cost-Benefit Analysis to analyze problems.md` | | Design Thinking | `Design Thinking to analyze problems.md` | | Systems Thinking | `Systems Thinking to analyze problems.md` | | Socratic Method | `Socratic Method to analyze problems.md` | | Pareto | `Pareto Analysis to analyze problems.md` | | MECE | `MECE Principle to analyze problems.md` | | Hypothesis-Driven | `Hypothesis-Driven Analysis to analyze problems.md` | | Scenario Planning | `Scenario Planning to analyze problems.md` | **Process:** Read the corresponding `.md` file from `references/` directory. Silently retrieve - only show user if error occurs --- ## STAGE 6: Structured Analysis **Duration:** 3-10 minutes ### Execution Principles 1. **Follow Framework Prompts Strictly** - Each has 6-step structure - Meet quantitative requirements (5-7 points/section) - Typical: 800-1500 words/framework 2. **Integrate Intelligence** - Reference Stage 3 data - Cite sources - Evidence-based reasoning 3. **Quality Standards** - Objective and factual - Clear Markdown formatting - Logical flow 4. **Multi-Framework Coordination** - Sequential: Build on prior insights - Parallel: Independent perspectives - Clear transitions ### Output Format ```markdown ## Structured Analysis ### [Framework 1 Name] [Complete 6-step analysis] **Key Findings:** - [Critical insight 1] - [Critical insight 2] --- ### [Framework 2] (if applicable) [Complete analysis] **Key Findings:** - [Insights] ``` --- ## STAGE 7: Integrated Output **Duration:** 1-2 minutes ### Final Report Structure ```markdown # Analysis Report: [Topic] ## Executive Summary (TL;DR) [1-2 paragraphs: Direct answer + key conclusion] --- ## Detailed Analysis [Framework analyses from Stage 6] --- ## Integrated Insights [Cross-framework synthesis] - Pattern connections - Key contradictions resolved - Deeper understanding --- ## Action Recommendations **Immediate (0-3 months):** - [ ] Action 1 - [ ] Action 2 **Short-term (3-6 months):** - [ ] Action 3 **Medium-term (6-18 months):** - [ ] Action 4 --- ## Information Sources **Intelligence:** - [Search sources with URLs] **Frameworks:** - [Frameworks used] --- Complete! Level [X] | Sources: [X] | Frameworks: [X] | Time: ~[X] min Questions? Let me know! ``` --- ## Framework Quick Reference ### 1. First Principles Thinking **For:** Innovation, breakthroughs, fundamental redesign **Info Needs:** Core assumptions, constraints, historical approaches **Complexity:** High | Time: Long ### 2. 5 Whys **For:** Root cause diagnosis, failures, operational issues **Info Needs:** Incident data, process docs, failure history **Complexity:** Low | Time: Short ### 3. SWOT Analysis **For:** Strategic assessment, business planning, positioning **Info Needs:** Internal capabilities, market conditions, competition **Complexity:** Medium | Time: Medium ### 4. Porter's Five Forces **For:** Industry analysis, competitive strategy, market entry **Info Needs:** Industry structure, competitors, power dynamics **Complexity:** Medium-High | Time: Medium ### 5. Cost-Benefit Analysis **For:** Investment decisions, project evaluation, resource allocation **Info Needs:** Financial data, cost/benefit projections, risks **Complexity:** Medium | Time: Medium ### 6. Design Thinking **For:** User innovation, product development, service design **Info Needs:** User research, pain points, usage patterns **Complexity:** High | Time: Long ### 7. Systems Thinking **For:** Complex systems, interconnections, long-term strategy **Info Needs:** Components, relationships, feedback loops **Complexity:** High | Time: Long ### 8. Socratic Method **For:** Deep understanding, assumptions, philosophical inquiry **Info Needs:** Core beliefs, definitions, logical connections **Complexity:** Medium | Time: Medium ### 9. Pareto Analysis **For:** Prioritization, efficiency, identifying key drivers **Info Needs:** Frequency data, impact metrics, performance **Complexity:** Low-Medium | Time: Short ### 10. MECE Principle **For:** Problem decomposition, structured thinking, options **Info Needs:** Problem scope, categories, interdependencies **Complexity:** Medium | Time: Short-Medium ### 11. Hypothesis-Driven **For:** Testing ideas, research, validation, uncertainty **Info Needs:** Hypotheses, test data, evidence, criteria **Complexity:** Medium-High | Time: Medium ### 12. Scenario Planning **For:** Future planning, uncertainty, strategic flexibility **Info Needs:** Uncertainties, driving forces, trends, precedents **Complexity:** High | Time: Long --- ## Framework Combinations (Max 3-4) **Strategy & Competition:** - SWOT + Porter's Five Forces - Scenario Planning + Cost-Benefit **Problem-Solving & Innovation:** - 5 Whys + First Principles - Design Thinking + Systems Thinking **Decision Support:** - MECE + Hypothesis-Driven - Pareto + Cost-Benefit **Complex Analysis:** - Systems + Scenario Planning - First Principles + Socratic - Porter's + SWOT + Cost-Benefit --- ## Best Practices 1. **Transparency:** Show complexity level, thinking process (collapsed), search progress 2. **Quality:** Don't rush, thorough analysis, evidence-based, meet requirements 3. **Information:** Multi-source verification, note credibility, flag conflicts