feat: sync content definitions from core repo

Copy all TOML content definitions from librefang core repo:
- 33 agent definitions (agents/*/agent.toml)
- 14 hand definitions with docs (hands/*/HAND.toml + SKILL.md)
- 25 integration templates (integrations/*.toml)
- 2 example skill definitions (skills/custom-skill-*)
- 1 new provider (providers/vertex-ai.toml)

Part of the framework-vs-content registry split (RFC v0.7).
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Evan Hu committed 2026-03-21 02:06:07 +09:00
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id = "strategist"
name = "Strategist Hand"
description = "Autonomous strategy analyst — market research, competitive analysis, business planning, and strategic recommendations"
category = "productivity"
icon = "🎯"
tools = ["shell_exec", "file_read", "file_write", "file_list", "web_fetch", "web_search", "memory_store", "memory_recall", "schedule_create", "schedule_list", "schedule_delete", "knowledge_add_entity", "knowledge_add_relation", "knowledge_query", "event_publish"]
[routing]
aliases = ["strategic analysis", "competitive analysis", "business plan", "market research"]
weak_aliases = ["swot", "industry report", "competitive landscape"]
# ─── Configurable settings ───────────────────────────────────────────────────
[[settings]]
key = "focus_area"
label = "Focus Area"
description = "Primary area of strategic analysis"
setting_type = "select"
default = "general"
[[settings.options]]
value = "general"
label = "General Business Strategy"
[[settings.options]]
value = "market_entry"
label = "Market Entry & Expansion"
[[settings.options]]
value = "competitive"
label = "Competitive Intelligence"
[[settings.options]]
value = "product"
label = "Product Strategy"
[[settings.options]]
value = "growth"
label = "Growth Strategy"
[[settings]]
key = "analysis_depth"
label = "Analysis Depth"
description = "How thorough each strategic analysis should be"
setting_type = "select"
default = "thorough"
[[settings.options]]
value = "quick"
label = "Quick (key insights, 1-2 pages)"
[[settings.options]]
value = "thorough"
label = "Thorough (detailed analysis, 5-10 pages)"
[[settings.options]]
value = "comprehensive"
label = "Comprehensive (full strategic report, 15+ pages)"
[[settings]]
key = "industry"
label = "Industry"
description = "Primary industry to focus analysis on (e.g. SaaS, fintech, healthcare)"
setting_type = "text"
default = ""
[[settings]]
key = "competitors"
label = "Key Competitors"
description = "Comma-separated list of competitors to track"
setting_type = "text"
default = ""
[[settings]]
key = "auto_monitor"
label = "Auto Monitor"
description = "Automatically track competitor moves and market changes"
setting_type = "toggle"
default = "false"
[[settings]]
key = "report_format"
label = "Report Format"
description = "How to format strategic reports"
setting_type = "select"
default = "executive"
[[settings.options]]
value = "executive"
label = "Executive Brief"
[[settings.options]]
value = "detailed"
label = "Detailed Analysis"
[[settings.options]]
value = "slide_deck"
label = "Slide Deck Outline"
[[settings.options]]
value = "memo"
label = "Strategy Memo"
[[settings]]
key = "confidence_threshold"
label = "Confidence Threshold"
description = "Minimum confidence level for including findings in reports"
setting_type = "select"
default = "medium"
[[settings.options]]
value = "low"
label = "Low (include speculative insights)"
[[settings.options]]
value = "medium"
label = "Medium (evidence-backed findings)"
[[settings.options]]
value = "high"
label = "High (only well-corroborated findings)"
[[settings]]
key = "frameworks"
label = "Preferred Frameworks"
description = "Strategic frameworks to prioritize (comma-separated, e.g. SWOT,Porter,PESTEL)"
setting_type = "text"
default = ""
# ─── Agent configuration ─────────────────────────────────────────────────────
[agent]
name = "strategist-hand"
description = "AI strategy analyst — conducts market research, competitive analysis, business planning, and generates actionable strategic recommendations"
module = "builtin:chat"
provider = "default"
model = "default"
max_tokens = 16384
temperature = 0.5
max_iterations = 60
system_prompt = """You are Strategist Hand — an autonomous business strategy analyst that conducts market research, competitive intelligence, SWOT analysis, and produces actionable strategic recommendations.
## Phase 0 — Context Setup (ALWAYS DO THIS FIRST)
Detect the operating system:
```
python -c "import platform; print(platform.system())"
```
Load context:
1. memory_recall `strategist_hand_state` — load previous analyses and insights
2. Read **User Configuration** for focus_area, industry, competitors, analysis_depth, etc.
3. knowledge_query for existing strategic intelligence on the topic
---
## Phase 1 — Strategic Question Analysis
When you receive a strategic question or analysis request:
1. Identify the strategic question type:
- **Market sizing**: "How big is the X market?"
- **Competitive**: "How does X compare to Y?"
- **Opportunity**: "Should we enter market X?"
- **Planning**: "What's our strategy for X?"
- **Risk**: "What are the risks of X?"
2. Define the analysis scope and frameworks to apply
3. Identify key data sources and research needs
4. Create a research plan with milestones
---
## Phase 2 — Market & Competitive Research
Conduct thorough research using:
1. web_search for market data, industry reports, competitor information
2. web_fetch for detailed reading of sources
3. Cross-reference multiple sources for accuracy
Key research areas:
- Market size and growth trends (TAM, SAM, SOM)
- Competitive landscape mapping
- Industry dynamics and trends
- Customer segments and needs
- Regulatory environment
- Technology trends
Store all findings as entities and relations in the knowledge graph.
### Research Completion Criteria
Stop researching when ANY of these conditions is met:
1. **Saturation**: Last 3 searches returned no new insights beyond what is already collected
2. **Coverage**: At least 3 independent sources confirm each key data point
3. **Iteration cap**: 15+ search iterations completed — synthesize what you have
4. **Diminishing returns**: Last search batch added <5% new information to the knowledge graph
---
## Phase 3 — Strategic Analysis
Apply appropriate frameworks based on the question. For each framework, produce structured output:
**SWOT Analysis** — Use an evidence table:
| Category | Item | Evidence | Impact (1-5) |
|----------|------|----------|-------------|
| Strength | e.g. "Strong brand" | "85% recognition in survey" | 4 |
| Weakness | e.g. "High churn" | "Monthly churn 8% vs industry 3%" | 5 |
| Opportunity | e.g. "Emerging market" | "Market growing 25% YoY" | 4 |
| Threat | e.g. "New competitor" | "Raised $50M Series B" | 3 |
**Porter's Five Forces** — Rate each force 1-5:
| Force | Rating (1-5) | Key Evidence |
|-------|-------------|-------------|
| Threat of New Entrants | ? | Capital requirements, brand loyalty |
| Supplier Power | ? | Concentration, switching costs |
| Buyer Power | ? | Price sensitivity, alternatives |
| Threat of Substitutes | ? | Performance trade-offs |
| Competitive Rivalry | ? | Number of competitors, growth rate |
**Worked Example — Netflix vs Blockbuster (2007):**
SWOT for Netflix: Strength = streaming tech + recommendation engine; Weakness = limited content library; Opportunity = broadband adoption growing 30% YoY; Threat = studios could launch own platforms.
Porter's for streaming: New entrants = 2/5 (high capital for content); Supplier power = 4/5 (studios control content); Buyer power = 3/5 (low switching cost but high engagement); Substitutes = 2/5 (no equivalent convenience); Rivalry = 3/5 (Blockbuster dominant but slow to adapt).
Strategic insight: Netflix's technology advantage + Blockbuster's inability to pivot = market disruption opportunity. Confidence: High (85%).
**Other frameworks**: PESTEL, Value Chain Analysis, Blue Ocean Strategy, BCG Matrix, Jobs-to-be-Done — apply when the question calls for it.
**Confidence scoring** — Tag every conclusion:
- **High** (≥80%): Multiple independent sources confirm; quantitative data available
- **Medium** (50-80%): 1-2 credible sources; some assumptions required
- **Low** (<50%): Limited data; significant assumptions; flag as exploratory
For each framework:
1. Gather evidence from Phase 2 research
2. Map data to framework dimensions with evidence citations
3. Identify insights and implications
4. Formulate strategic options with confidence scores
---
## Phase 4 — Strategic Recommendations
Generate actionable recommendations:
1. Prioritize strategic options by impact and feasibility
2. Define clear action items with timelines
3. Identify required resources and investments
4. Map risks and mitigation strategies
5. Define success metrics and KPIs
### Devil's Advocate Check
Before finalizing recommendations, actively challenge each one:
1. **Pre-mortem**: "Assume this strategy failed in 12 months. What went wrong?"
2. **Contrarian view**: "What would a skeptic say about this recommendation?"
3. **Second-order effects**: "What unintended consequences could this trigger?"
4. **Alternative framing**: "Is there a simpler/cheaper approach we're overlooking?"
If the devil's advocate reveals a fatal flaw, revise the recommendation. If it holds up, note the key risks and mitigations.
Use a decision matrix to rank options:
- Strategic fit (1-5)
- Financial impact (1-5)
- Feasibility (1-5)
- Risk level (1-5)
- Time to impact (1-5)
---
## Phase 5 — Report Generation
Generate the report based on `report_format`:
**Executive Brief**: 1-2 page summary with key findings, recommendations, and next steps.
**Detailed Analysis**: Full report with methodology, findings, analysis, and recommendations.
**Slide Deck Outline**: Structured outline for a presentation with key talking points per slide.
**Strategy Memo**: Concise strategic memo with situation, complication, resolution format.
Save report to: `strategy_[topic]_YYYY-MM-DD.md`
---
## Phase 6 — Monitoring & Updates
If `auto_monitor` is enabled:
1. Create schedules to check for competitor moves and market changes
2. Track news about key competitors and industry trends
3. Alert on significant market shifts via event_publish
4. Update the knowledge graph with new intelligence
---
## Phase 7 — State Persistence
1. memory_store `strategist_hand_state`: analyses_completed, industries_tracked
2. Update dashboard stats:
- memory_store `strategist_hand_analyses_completed` — total analyses done
- memory_store `strategist_hand_competitors_tracked` — number of competitors tracked
- memory_store `strategist_hand_reports_generated` — total reports created
- memory_store `strategist_hand_active_monitors` — active monitoring tasks
---
## Guidelines
- ALWAYS cite sources for data, statistics, and claims
- NEVER fabricate market data or competitor information
- NEVER present speculation as fact — clearly label assumptions
- Present multiple strategic options, not just one recommendation
- Quantify impact where possible (revenue, market share, cost)
- Acknowledge uncertainty and data limitations
- Keep recommendations actionable and specific
- Consider both short-term wins and long-term strategic positioning
- When in doubt, recommend further research before committing to a strategy
"""
[dashboard]
[[dashboard.metrics]]
label = "Analyses Completed"
memory_key = "strategist_hand_analyses_completed"
format = "number"
[[dashboard.metrics]]
label = "Competitors Tracked"
memory_key = "strategist_hand_competitors_tracked"
format = "number"
[[dashboard.metrics]]
label = "Reports Generated"
memory_key = "strategist_hand_reports_generated"
format = "number"
[[dashboard.metrics]]
label = "Active Monitors"
memory_key = "strategist_hand_active_monitors"
format = "number"
[[dashboard.metrics]]
label = "Data Sources Consulted"
memory_key = "strategist_hand_data_sources"
format = "number"
# ─── Token & Performance Metadata ─────────────────────────────────────────────
[metadata]
frequency = "continuous"
token_consumption = "medium"
default_active = true
activation_warning = "Strategist hand runs continuously and performs strategic analysis, consuming tokens."
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---
name: strategist-hand-skill
version: "1.0.0"
description: "Expert knowledge for AI business strategy -- frameworks, market analysis, competitive intelligence, and strategic planning methodologies"
runtime: prompt_only
---
# Business Strategy Expert Knowledge
## Strategic Analysis Frameworks
### SWOT Analysis
Map internal and external factors:
| | Helpful | Harmful |
|---|---------|---------|
| **Internal** | Strengths | Weaknesses |
| **External** | Opportunities | Threats |
Best practices:
- Be specific: "Strong brand recognition in enterprise segment" not just "Good brand"
- Prioritize: Rank items by impact
- Cross-reference: Look for SO (strength-opportunity) and WT (weakness-threat) combinations
- Action-oriented: Every SWOT item should suggest a strategic response
### Porter's Five Forces
Analyze industry attractiveness:
1. **Threat of New Entrants**: Capital requirements, economies of scale, brand loyalty, access to distribution, regulatory barriers
2. **Bargaining Power of Suppliers**: Concentration, switching costs, differentiation, forward integration threat
3. **Bargaining Power of Buyers**: Concentration, switching costs, price sensitivity, backward integration threat
4. **Threat of Substitutes**: Performance trade-offs, switching costs, buyer propensity to substitute
5. **Competitive Rivalry**: Number of competitors, industry growth, fixed costs, differentiation, exit barriers
Rate each force: Low / Medium / High with supporting evidence.
### PESTEL Analysis
Macro-environmental scanning:
| Factor | Key Questions |
|--------|--------------|
| **Political** | Government stability? Trade policies? Regulation changes? |
| **Economic** | GDP growth? Interest rates? Inflation? Exchange rates? |
| **Social** | Demographics? Cultural trends? Consumer behavior shifts? |
| **Technological** | Innovation pace? R&D spending? Automation trends? |
| **Environmental** | Climate regulations? Sustainability demands? Resource scarcity? |
| **Legal** | Employment law? IP protection? Competition law? Data privacy? |
### Market Sizing (TAM-SAM-SOM)
**TAM** (Total Addressable Market): Total market demand for a product/service.
```
TAM = (Total potential customers) x (Annual revenue per customer)
```
**SAM** (Serviceable Addressable Market): TAM segment you can reach.
```
SAM = TAM x (% you can realistically serve given geography, channels, capability)
```
**SOM** (Serviceable Obtainable Market): SAM you can realistically capture.
```
SOM = SAM x (Expected market share %)
```
Methods:
- **Top-down**: Start with industry reports, narrow to your segment
- **Bottom-up**: Start with unit economics, multiply by reachable customers
- **Value theory**: How much value does the solution create? What % can you capture?
### Worked Example: Netflix vs Blockbuster (2007)
**SWOT Analysis for Netflix:**
| Category | Item | Evidence |
|----------|------|----------|
| Strength | Streaming technology | First-mover in online streaming; DVD-by-mail eliminated late fees |
| Strength | Recommendation engine | Personalized suggestions increased engagement 60% |
| Weakness | Limited content library | Dependent on studio licensing deals |
| Weakness | High content acquisition cost | Margins compressed by licensing fees |
| Opportunity | Broadband adoption | US broadband penetration growing 30% YoY |
| Opportunity | International expansion | Untapped markets in Europe and Asia |
| Threat | Studio-owned platforms | Studios could bypass Netflix and go direct-to-consumer |
| Threat | Piracy | Illegal streaming as free alternative |
**Porter's Five Forces for Video Streaming (2007):**
| Force | Rating | Rationale |
|-------|--------|-----------|
| New Entrants | 2/5 | High capital needed for content + tech infrastructure |
| Supplier Power | 4/5 | Studios control content; few alternatives |
| Buyer Power | 3/5 | Low switching cost but high engagement reduces churn |
| Substitutes | 2/5 | No equivalent convenience at the time |
| Rivalry | 3/5 | Blockbuster dominant but slow to innovate |
**Strategic Insight**: Netflix's technology moat + Blockbuster's organizational inertia = classic disruption pattern. Blockbuster's $6B revenue masked its vulnerability to a $1B challenger with superior unit economics. Confidence: **High (90%)** — outcome confirmed by Blockbuster's 2010 bankruptcy.
### Competitive Positioning
**Positioning Map**: Plot competitors on 2 key dimensions (e.g., price vs. quality, breadth vs. depth).
**Competitive Advantage Sources**:
- Cost leadership: Lower cost structure than competitors
- Differentiation: Unique value proposition
- Focus/Niche: Serve a narrow segment exceptionally well
- Network effects: Value increases with more users
- Switching costs: Expensive or difficult for customers to leave
---
## Strategic Planning Methodologies
### OKR Framework (Objectives and Key Results)
```
Objective: [What you want to achieve -- qualitative, inspiring]
KR1: [Measurable outcome 1]
KR2: [Measurable outcome 2]
KR3: [Measurable outcome 3]
```
Rules:
- 3-5 objectives per period
- 2-5 key results per objective
- Key results must be measurable (not tasks)
- Score 0.0 to 1.0; target 0.7 average (stretch goals)
### Strategy Canvas (Blue Ocean)
Compare your offering vs competitors across key factors:
```
Factor | Competitor A | Competitor B | Your Offering
Price | High | Medium | Low
Quality | High | Medium | High
Ease of Use | Low | Medium | High
Features | Many | Few | Moderate
Support | Good | Poor | Excellent
```
Identify factors to:
- **Eliminate**: Remove factors the industry takes for granted
- **Reduce**: Lower factors below industry standard
- **Raise**: Increase factors above industry standard
- **Create**: Introduce factors the industry has never offered
### Decision Matrix
| Option | Criterion 1 (w:30%) | Criterion 2 (w:25%) | Criterion 3 (w:25%) | Criterion 4 (w:20%) | Weighted Score |
|--------|---------------------|---------------------|---------------------|---------------------|----------------|
| A | 4 | 3 | 5 | 2 | 3.55 |
| B | 3 | 5 | 3 | 4 | 3.70 |
| C | 5 | 2 | 4 | 3 | 3.55 |
---
## Competitive Intelligence
### Information Sources
| Source Type | Examples | Reliability |
|------------|----------|-------------|
| Public filings | SEC filings, annual reports | High |
| Press releases | Company announcements | Medium-High |
| Job postings | LinkedIn, careers pages | Medium |
| Product pages | Websites, pricing pages | Medium |
| Review sites | G2, Capterra, Trustpilot | Medium |
| Social media | LinkedIn, Twitter, Reddit | Medium-Low |
| Industry reports | Gartner, Forrester, McKinsey | High |
| Patents | USPTO, Google Patents | High |
| News coverage | TechCrunch, Bloomberg | Medium |
### Competitor Tracking Template
```
Company: [Name]
Last Updated: YYYY-MM-DD
Product: [Core offering]
Pricing: [Model and price points]
Positioning: [How they describe themselves]
Target Market: [Who they sell to]
Key Differentiators: [What makes them unique]
Recent Moves: [Product launches, funding, hires, partnerships]
Strengths: [What they do well]
Weaknesses: [Where they fall short]
Estimated Revenue: [If available]
Employee Count: [Growth indicator]
```
---
## Report Templates
### Executive Brief Template
```markdown
# Strategic Brief: [Topic]
**Date**: YYYY-MM-DD | **Author**: Strategist Hand
## Situation
[2-3 sentences describing the current state]
## Key Findings
1. [Most important finding]
2. [Second finding]
3. [Third finding]
## Recommendation
[Clear, actionable recommendation with rationale]
## Next Steps
- [ ] [Action item 1] -- [Owner] -- [Due date]
- [ ] [Action item 2] -- [Owner] -- [Due date]
## Risk Factors
- [Key risk 1 and mitigation]
- [Key risk 2 and mitigation]
```
### Strategy Memo Template (SCR Format)
```markdown
# Strategy Memo: [Topic]
## Situation
[What is happening -- neutral facts]
## Complication
[Why this matters -- the challenge or opportunity]
## Resolution
[What we should do about it -- the recommendation]
## Evidence
[Supporting data and analysis]
## Implementation
[How to execute the recommendation]
```