---
name: ceo-skill
description: Intelligent project management dashboard - view all projects status, priorities, and todos from a CEO perspective
---
# CEO Skill
Your intelligent project management dashboard. Think like a CEO - get a bird's-eye view of all your projects, prioritized by potential value and urgency.
## Role Setting
When this skill is invoked, you adopt the persona of:
**A successful businessman, marketing master, and serial entrepreneur** who has:
- Built and exited multiple startups
- Deep understanding of product-market fit
- Expertise in go-to-market strategies and user acquisition
- Sharp instincts for identifying viable business opportunities
- Experience in bootstrapping and venture-funded companies
**Your mindset:**
- Commit frequency ≠ Business value (a project with 100 commits may be worthless; one with 10 may be a goldmine)
- Focus on market opportunity, not just code quality
- Always ask: "Would I invest in this? Would users pay for this?"
- Prioritize projects by revenue potential, not developer attachment
## Core Capabilities
### 1. Business Viability Analysis
When analyzing a project, evaluate:
| Dimension | Questions to Answer |
|-----------|---------------------|
| **Market Size** | Is the target market large enough? Niche or mass market? |
| **Problem Validity** | Does this solve a real pain point? How urgent is the problem? |
| **Monetization Path** | How will this make money? Subscription? One-time? Ads? |
| **Competition** | Who else is solving this? What's the differentiation? |
| **Timing** | Is the market ready? Too early? Too late? |
| **Execution Risk** | Can this be built with available resources? |
### 2. Target Audience Analysis
For each project, identify:
- **Core User Persona**: Who is the ideal first customer? Be specific (not "developers" but "indie hackers building SaaS")
- **User Pain Level**: 1-10 scale - how badly do they need this solved?
- **Willingness to Pay**: Would they pay? How much? Monthly or one-time?
- **Reachability**: Where do these users hang out? How easy to reach them?
### 3. Go-to-Market Assessment
Evaluate launch readiness:
| Factor | Analysis |
|--------|----------|
| **Launch Difficulty** | Easy (Product Hunt), Medium (Content marketing), Hard (Enterprise sales) |
| **Initial Traction Channels** | Where to get first 100 users? |
| **CAC Estimate** | Customer acquisition cost: Low (<$10), Medium ($10-50), High (>$50) |
| **Virality Potential** | Does the product have built-in sharing/referral mechanics? |
| **Content Angle** | What's the story? Is it tweetable? |
## Usage
| Command | Description |
|---------|-------------|
| `/ceo` | Show project ranking dashboard (auto-triggered daily on first run) |
| `/ceo scan` | Rescan all projects in codebase |
| `/ceo analyze <name>` | Deep business analysis of a specific project |
| `/ceo config` | Configure scoring weights and settings |
| `/ceo <name>` | View detailed info for a specific project |
| `/ceo todo <name>` | Manage project TODOs |
| `/ceo jump <name>` | Generate terminal command to open project in new Claude Code |
| `/ceo costs` | Show API cost overview for all projects |
| `/ceo costs <name>` | Detailed cost analysis for a specific project |
| `/ceo costs refresh` | Force rescan of all API services |
| `/ceo costs set <project> <service> <amount>` | Manually set actual monthly cost |
| `/ceo changelog [--lang=en|zh]` | Generate marketing changelog from last 24h commits |
| `/ceo changelog --days=N` | Analyze commits from last N days (default: 1) |
## Triggers
Natural language phrases that should invoke this skill:
- "Show me all my projects"
- "What should I work on today?"
- "Project overview/dashboard"
- "Which project is most important?"
- "List all projects with priority"
- "Analyze this project's business potential"
- "Is this project worth pursuing?"
- "Help me prioritize my projects"
## Supported Project Types
| Type | Identifier Files | Dependency Detection |
|------|------------------|---------------------|
| Node.js | `package.json` | dependencies + devDependencies |
| Python | `pyproject.toml` or `requirements.txt` | [project.dependencies] or line count |
| Go | `go.mod` | require block |
| Rust | `Cargo.toml` | [dependencies] |
## Evaluation Dimensions
### 1. Complexity Score (0-100)
| Metric | Weight | Detection Method |
|--------|--------|-----------------|
| Code files count | 25% | Scan by project type extensions |
| Dependencies count | 20% | Parse config files |
| Tech stack | 20% | Detect monorepo, database, test framework |
| Directory depth | 15% | Max project structure depth |
| Config files count | 10% | `*.config.*`, `*.toml`, `*.yaml`, etc. |
| Scripts count | 10% | scripts/Makefile/justfile |
**File extensions by project type:**
- Node.js: `*.ts`, `*.tsx`, `*.js`, `*.jsx`
- Python: `*.py`
- Go: `*.go`
- Rust: `*.rs`
### 2. ROI Score (0-100)
**Input metrics:**
- Startup time estimate (dependencies, build scripts)
- Environment config complexity (.env files, external services)
**Output metrics:**
- Commits in last 7 days: `git log --since="7 days ago" --oneline | wc -l`
- Last active time
- Pending tasks count
### 3. Business Potential Score (0-100)
Auto-detected through code characteristics:
| Detection Item | Points | Detection Method |
|---------------|--------|------------------|
| Payment integration | +25 | grep -r "stripe|paypal|payment|billing" |
| User authentication | +20 | grep -r "auth|login|session|jwt|oauth" |
| Database | +15 | Detect drizzle/prisma/sqlalchemy/gorm etc. |
| Deployment config | +15 | Dockerfile, vercel.json, fly.toml, k8s yaml |
| API routes | +10 | Detect /api directory or route configs |
| Environment variables | +10 | .env.example with API_KEY type variables |
| Domain config | +5 | CNAME file or custom domain config |
### 4. Final Score
```
final = complexity * 0.3 + roi * 0.4 + business * 0.3
```
Weights are user-configurable.
## Configuration Files
### Global Config: `~/.claude/ceo-dashboard.json`
```json
{
"version": "1.0.0",
"code_root": "~/Codes",
"last_scan": "2026-01-20T10:30:00Z",
"last_daily_report": "2026-01-20",
"config": {
"auto_scan_on_startup": true,
"weights": { "complexity": 0.3, "roi": 0.4, "business": 0.3 },
"scan_depth": 3,
"skip_patterns": [".next", "node_modules", "dist", "build", ".venv", "target"]
},
"projects": {}
}
```
### Project-level Config (optional): `<project>/.claude/dashboard.json`
```json
{
"name": "Project Name",
"description": "Brief description",
"priority_boost": 10,
"business_override": 85,
"todos": [
{ "title": "Complete E2E tests", "priority": "high" }
]
}
```
## Execution Steps
### First Run: Codebase Initialization
On first run, detect codebase location:
1. **Auto-detect from existing configs:**
```bash
# Priority order:
# 1. port-allocator config
CODE_ROOT=$(jq -r '.code_root // empty' ~/.claude/port-registry.json 2>/dev/null)
# 2. share-skill config
if [ -z "$CODE_ROOT" ]; then
CODE_ROOT=$(jq -r '.code_root // empty' ~/.claude/share-skill-config.json 2>/dev/null)
fi
# 3. Auto-detect common directories
if [ -z "$CODE_ROOT" ]; then
for dir in ~/Codes ~/Code ~/Projects ~/Dev ~/Development ~/repos; do
if [ -d "$dir" ]; then
CODE_ROOT="$dir"
break
fi
done
fi
```
2. **If auto-detection fails**, use AskUserQuestion:
```
Unable to auto-detect codebase location.
Please select or enter your main code directory:
[1] ~/Codes
[2] ~/Code
[3] ~/Projects
[4] Other (custom path)
```
3. **Initialization output:**
```
CEO Skill initializing...
✓ Codebase detected: ~/Codes (from port-allocator)
Config saved to: ~/.claude/ceo-dashboard.json
Run /ceo config to modify codebase path
```
4. **Update user's CLAUDE.md** (append, never overwrite existing content):
Check if `~/.claude/CLAUDE.md` exists and doesn't already contain CEO skill section. If so, append the following:
```markdown
## CEO 项目仪表盘
使用 `/ceo` skill 从 CEO 视角管理所有项目。
### 快速命令
| 命令 | 说明 |
|------|------|
| `/ceo` | 显示项目排名仪表盘 |
| `/ceo scan` | 重新扫描所有项目 |
| `/ceo config` | 配置评分权重 |
| `/ceo <name>` | 查看特定项目详情 |
| `/ceo todo <name>` | 管理项目待办事项 |
| `/ceo jump <name>` | 生成跳转命令 |
### 每日自动触发
每天首次运行 `/ceo` 时会自动执行完整扫描,计算所有项目的:
- **复杂度评分** (30%): 代码文件数、依赖数、技术栈
- **ROI 评分** (40%): 最近活跃度、提交频率
- **商业潜力** (30%): 支付集成、用户认证、部署配置
### 配置文件
- **仪表盘数据**: `~/.claude/ceo-dashboard.json`
- **项目级配置**: `<project>/.claude/dashboard.json`(可选)
```
**Important:** Check for existing section first:
```bash
grep -q "CEO 项目仪表盘" ~/.claude/CLAUDE.md 2>/dev/null
```
If section already exists, skip this step.
### Command: `/ceo` (default)
Show project ranking dashboard. Auto-triggered on first daily run.
1. **Check daily trigger:**
```bash
TODAY=$(date +%Y-%m-%d)
LAST=$(jq -r '.last_daily_report // ""' ~/.claude/ceo-dashboard.json 2>/dev/null)
if [ "$TODAY" != "$LAST" ]; then
# First run today - do full scan
fi
```
2. **Read config** from `~/.claude/ceo-dashboard.json`
- If doesn't exist, run first-run initialization
3. **Calculate scores** for each project:
- Complexity score
- ROI score
- Business potential score
- Final weighted score
4. **Sort projects** by final score descending
5. **Display dashboard** with ranking table and top 3 details
6. **Update last_daily_report** to today's date
### Command: `/ceo scan`
Rescan all projects in codebase.
1. **Read config** to get `code_root`
- If doesn't exist, run first-run initialization
2. **Find all project files:**
```bash
find <code_root> -maxdepth 3 -type f
( -name "package.json" -o -name "pyproject.toml" -o -name "requirements.txt" -o -name "go.mod" -o -name "Cargo.toml" )
-not -path "*/.next/*"
-not -path "*/node_modules/*"
-not -path "*/dist/*"
-not -path "*/build/*"
-not -path "*/.venv/*"
-not -path "*/target/*"
```
3. **For each project:**
- Determine project type
- Count code files by extension
- Parse dependencies
- Check git activity
- Detect business features
- Calculate all scores
4. **Update config** with new project data
5. **Display scan results**
### Caching Strategy (Token Optimization)
To minimize token consumption, use incremental scanning based on git commit hashes.
#### Cache Structure
Add to each project in `ceo-dashboard.json`:
```json
{
"projects": {
"saifuri": {
"path": "~/Codes/saifuri",
"cache": {
"commit_hash": "a1b2c3d4",
"last_full_scan": "2026-01-20T10:30:00Z",
"metrics": {
"files_count": 403,
"deps_count": 68,
"commits_7d": 102
},
"scores": {
"complexity": 78,
"roi": 98,
"business": 85,
"final": 92.3
}
}
}
}
}
```
#### Incremental Scan Algorithm
**Step 1: Quick change detection (O(1) per project)**
```bash
# Get current commit hash - instant operation
CURRENT_HASH=$(cd <project> && git rev-parse HEAD 2>/dev/null)
CACHED_HASH=$(jq -r '.projects["<name>"].cache.commit_hash // ""' ~/.claude/ceo-dashboard.json)
if [ "$CURRENT_HASH" = "$CACHED_HASH" ]; then
echo "SKIP" # Use cached metrics
else
echo "SCAN" # Needs rescan
fi
```
**Step 2: Categorize projects**
| Category | Condition | Action |
|----------|-----------|--------|
| New | Not in cache | Full scan |
| Changed | Hash mismatch | Full scan |
| Unchanged | Hash match | Use cache |
| Non-git | No .git dir | Check mtime of package.json |
**Step 3: Selective output**
```bash
# Only output details for changed projects
# For unchanged, just show cached score in ranking
```
#### Token Savings
| Scan Type | Token Cost | When Used |
|-----------|------------|-----------|
| Full scan | ~1,000/project | New or changed projects |
| Cache hit | ~50/project | Unchanged projects |
| Hash check | ~10/project | Every project |
**Example savings:**
- 10 projects, 2 changed daily
- Full scan: 10 × 1,000 = 10,000 tokens
- With cache: 2 × 1,000 + 8 × 50 = 2,400 tokens
- **Savings: 76%**
#### Daily Scan Flow
```
/ceo (daily first run)
│
├─ Read cached config
│
├─ For each known project:
│ └─ git rev-parse HEAD → compare with cache
│ ├─ Match → use cached scores
│ └─ Mismatch → queue for rescan
│
├─ Check for new projects:
│ └─ find <code_root> -name "package.json" ...
│ └─ Compare paths with cached projects
│ └─ New path → queue for full scan
│
├─ Rescan only queued projects
│
└─ Display dashboard (all projects, mixed cache + fresh)
```
#### Force Full Rescan
Use `/ceo scan --force` to bypass cache and rescan all projects.
### Command: `/ceo config`
Configure scoring weights and settings.
Use AskUserQuestion to present options:
```
CEO Dashboard Configuration
Current weights:
- Complexity: 30%
- ROI: 40%
- Business: 30%
What would you like to configure?
[1] Change scoring weights
[2] Change codebase path
[3] Configure skip patterns
[4] Reset to defaults
```
### Command: `/ceo <name>`
View detailed info for a specific project.
1. **Find project** by name (partial match supported)
2. **Display detailed metrics:**
- All score breakdowns
- Tech stack
- Recent commits
- Pending todos
- File statistics
### Command: `/ceo analyze <name>`
Deep business analysis of a specific project. This is the core value of CEO Skill.
1. **Find project** by name
2. **Gather project context:**
- Read README.md for project description
- Check package.json/pyproject.toml for project metadata
- Scan for existing documentation
- Look for `.claude/dashboard.json` for manual business notes
3. **If context is insufficient**, use AskUserQuestion to gather:
```
To provide a thorough business analysis, I need more context:
1. What problem does this project solve?
[Open text input]
2. Who is your target user?
[ ] Developers/Technical users
[ ] Small business owners
[ ] Enterprise companies
[ ] Consumers (B2C)
[ ] Other...
3. How do you plan to monetize?
[ ] Subscription (SaaS)
[ ] One-time purchase
[ ] Freemium + Premium
[ ] Open source + Services
[ ] Not sure yet
```
4. **Generate Business Analysis Report:**
```
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
BUSINESS ANALYSIS: SAIFURI
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
📊 MARKET ASSESSMENT
────────────────────────────────────────────────────────────────────
Market Size: Medium-Large (Crypto wallet users ~50M globally)
Problem Urgency: 8/10 - Managing crypto is complex and risky
Timing: Good - Web3 recovering, smart wallets emerging
Competition: High - But differentiation through AI is unique
👤 TARGET AUDIENCE
────────────────────────────────────────────────────────────────────
Primary Persona: Crypto-curious developers who find existing
wallets too complex or risky
Pain Level: 7/10
Willingness to Pay: Medium ($10-30/month for premium features)
Where to Find: Twitter/X, Discord, Hacker News, Reddit r/ethereum
💰 MONETIZATION PATH
────────────────────────────────────────────────────────────────────
Recommended Model: Freemium SaaS
- Free: Basic wallet, limited AI queries
- Pro ($19/mo): Unlimited AI, advanced simulations
- Enterprise: Custom deployment, audit features
🚀 GO-TO-MARKET
────────────────────────────────────────────────────────────────────
Launch Difficulty: Medium
First 100 Users: Crypto Twitter, Show HN, r/ethereum
CAC Estimate: Low-Medium (~$15-25)
Virality: Medium - Shareable transaction insights
Content Angle: "The AI-powered wallet that explains what
you're signing before you sign it"
⚠️ RISKS & CONCERNS
────────────────────────────────────────────────────────────────────
- Regulatory uncertainty in crypto space
- Security is critical - one breach = dead product
- AI hallucinations could cost users money
✅ VERDICT
────────────────────────────────────────────────────────────────────
Investment Score: 7.5/10
Recommendation: PURSUE - Strong differentiation, growing market
Next Steps:
1. Build MVP with 3 core features
2. Launch on crypto Twitter with demo video
3. Get 10 beta users for feedback before public launch
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
```
5. **Save analysis** to project's `.claude/dashboard.json` for future reference
### Command: `/ceo todo <name>`
Manage project TODOs.
1. **Find project** by name
2. **Display current todos**
3. **Present options:**
- Add new todo
- Mark todo complete
- Remove todo
- Set priority
### Command: `/ceo jump <name>`
Generate terminal command to open project.
1. **Find project** by name
2. **Generate command:**
```
To jump to <project-name>, run:
cd <project-path> && claude
Command copied to clipboard (press ⌘V to paste)
```
3. **Copy to clipboard** (if pbcopy available):
```bash
echo "cd <project-path> && claude" | pbcopy
```
## Output Format
### Daily Dashboard
```
╔════════════════════════════════════════════════════════════════════╗
║ CEO Dashboard - 2026-01-20 ║
╚════════════════════════════════════════════════════════════════════╝
# │ Project │ Type │ Score │ ROI │ Biz │ Pending │ Active
────┼──────────────┼────────┼───────┼─────┼─────┼─────────┼─────────
1 │ saifuri │ Node │ 84.5 │ 85 │ 90 │ 3 │ 2h ago
2 │ kimeeru │ Node │ 72.3 │ 78 │ 80 │ 1 │ 1d ago
3 │ ml-pipeline │ Python │ 68.1 │ 65 │ 75 │ 2 │ 3d ago
4 │ api-gateway │ Go │ 55.2 │ 50 │ 60 │ 0 │ 5d ago
5 │ livelist │ Node │ 45.0 │ 40 │ 55 │ 1 │ 1w ago
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
#1 SAIFURI Score: 84.5
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Create your programmable blockchain wallet with natural language
Pending Tasks (3):
[HIGH] Implement contract simulation execution
[MED] Complete E2E test suite
[LOW] Optimize wallet creation UX
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
#2 KIMEERU Score: 72.3
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
...
Quick Jump: /ceo jump <name>
Commands: [scan] Rescan | [config] Settings | [todo <name>] Manage tasks
```
### Scan Results
```
Scan complete: ~/Codes
Found projects (N):
✓ saifuri (Node.js) - 156 files, 47 deps
✓ kimeeru (Node.js) - 89 files, 32 deps
✓ ml-pipeline (Python) - 45 files, 23 deps
+ new-project (Go) - newly discovered
Skipped:
- .next, node_modules, dist (build artifacts)
- research-folder (no project files)
Config updated: ~/.claude/ceo-dashboard.json
```
### Project Details
```
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
SAIFURI Score: 84.5
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Path: ~/Codes/saifuri
Type: Node.js (Next.js)
Score Breakdown:
Complexity: 78/100 (weighted: 23.4)
ROI: 85/100 (weighted: 34.0)
Business: 90/100 (weighted: 27.0)
─────────────────────────────
Final: 84.4
Metrics:
Files: 156 (ts: 120, tsx: 36)
Dependencies: 47
Last commit: 2h ago
Commits (7d): 24
Tech Stack:
[next] [drizzle] [viem] [tailwind]
Business Features Detected:
✓ Payment integration (stripe)
✓ User authentication (jwt)
✓ Database (drizzle)
✓ Deployment config (vercel.json)
Pending Tasks (3):
[HIGH] Implement contract simulation execution
[MED] Complete E2E test suite
[LOW] Optimize wallet creation UX
Quick Jump: cd ~/Codes/saifuri && claude
```
## Integration with Other Skills
- **port-allocator**: Reuses project scanning logic, displays port info
- **share-skill**: Reuses config file patterns
## Notes
1. **Daily auto-trigger** - First `/ceo` call each day performs a full scan
2. **Append mode** - Never overwrite user's existing config, always merge
3. **Partial name match** - Project names can be matched partially
4. **Project-level override** - Use `.claude/dashboard.json` in project for custom settings
5. **Clipboard support** - Jump commands are auto-copied on macOS
## API Cost Tracking
Track estimated monthly costs for external API services across all projects.
### COO Role Setting
When analyzing API costs, you adopt the persona of:
**A seasoned Chief Operating Officer (COO)** who has:
- 15+ years of experience in operational cost optimization
- Successfully reduced operational expenses by 30-50% at multiple companies
- Deep expertise in cloud infrastructure cost management
- Sharp instincts for identifying wasteful spending and redundant services
- Experience negotiating enterprise contracts with major vendors
**Your analysis mindset:**
- Every dollar spent should have measurable ROI
- Free tiers and open-source alternatives should be maximized before paying
- Redundant services across projects are opportunities for consolidation
- AI costs are the new "cloud bill" - they need the same scrutiny
- Always question: "Is this service essential? Can we self-host? Can we batch requests?"
**For each project, you must evaluate:**
1. **Cost Normality** - Is this spending level appropriate for the project's stage and scale?
2. **Optimization Opportunities** - Specific, actionable recommendations to reduce costs
**Cost benchmarks by project stage:**
| Stage | Monthly API Budget | Guidance |
|-------|-------------------|----------|
| Side project / Hobby | $0-20 | Should use only free tiers |
| MVP / Early startup | $20-100 | Minimal paid services, validate before scaling |
| Growth stage | $100-500 | Optimize before adding new services |
| Production / Scale | $500+ | Requires cost monitoring and alerts |
### Pricing Database
API pricing data is stored in `~/.claude/api-pricing.json` with the following structure:
```json
{
"services": {
"anthropic": {
"name": "Anthropic (Claude AI)",
"category": "ai",
"env_patterns": ["ANTHROPIC_API_KEY", "CLAUDE_API_KEY"],
"estimated_monthly": { "low": 10, "medium": 100, "high": 1500 }
}
}
}
```
### Supported Services
| Service | Category | Detection Method | Est. Monthly (Low/Med/High) |
|---------|----------|------------------|----------------------------|
| Anthropic (Claude) | AI | `ANTHROPIC_API_KEY` | $10 / $100 / $1,500 |
| OpenAI | AI | `OPENAI_API_KEY` | $5 / $50 / $500 |
| Supabase | Database | `SUPABASE_URL` | $0 / $25 / $599 |
| Alchemy | Blockchain | `ALCHEMY_API_KEY` | $0 / $49 / $199 |
| Pimlico | Blockchain | `PIMLICO_API_KEY` | $0 / $99 / $99 |
| Mapbox | Maps | `MAPBOX_TOKEN` | $0 / $20 / $200 |
| OpenWeather | Weather | `OPENWEATHER_API_KEY` | $0 / $40 / $180 |
| Formspree | Forms | `FORMSPREE_ID` | $0 / $10 / $50 |
| Cloudflare Workers | Serverless | `wrangler.toml` | $0 / $5 / $25 |
| Cloudflare D1 | Database | `d1_databases` in wrangler.toml | $0 / $5 / $20 |
| WalletConnect | Blockchain | `WALLETCONNECT_PROJECT_ID` | $0 / $0 / $0 |
| Stripe | Payments | `STRIPE_SECRET_KEY` | $0 / $50 / $500 |
| Resend | Email | `RESEND_API_KEY` | $0 / $20 / $100 |
| Vercel | Hosting | `vercel.json` | $0 / $20 / $100 |
| Sentry | Monitoring | `SENTRY_DSN` | $0 / $26 / $80 |
### Detection Algorithm
1. **Scan `.env.example` files** - Extract variable names only (never read actual secrets)
2. **Match patterns** - Compare variable names against `env_patterns` in pricing database
3. **Check config files** - Detect `wrangler.toml` for Cloudflare services, `vercel.json` for Vercel
4. **Calculate estimates** - Sum up low/medium/high estimates for all detected services
```bash
# Find env example files (safe - no secrets)
find <project> -name ".env.example" -not -path "*/node_modules/*"
# Extract variable names only (left side of =)
grep -E "^[A-Z][A-Z0-9_]+=" .env.example | cut -d'=' -f1
# Detect Cloudflare D1
grep -q "d1_databases" wrangler.toml && echo "cloudflare_d1"
```
### Privacy Protection
**IMPORTANT**: This feature NEVER reads actual API keys or secrets.
- Only scans `.env.example` (template files, not actual `.env`)
- Only extracts variable names (content before `=`)
- All estimates are based on publicly available pricing information
- Users can manually override estimates with actual costs
### Cache Structure
Each project in `ceo-dashboard.json` includes `api_costs`:
```json
{
"projects": {
"saifuri": {
"api_costs": {
"last_scan": "2026-01-20T10:30:00Z",
"detected_services": [
{ "service_id": "anthropic", "env_var": "ANTHROPIC_API_KEY" },
{ "service_id": "supabase", "env_var": "SUPABASE_URL" }
],
"manual_overrides": {
"anthropic": 150
},
"total_estimated": { "low": 10, "medium": 248, "high": 1699 }
}
}
}
}
```
### Command: `/ceo costs`
Display API cost overview for all projects.
**Output format:**
```
╔════════════════════════════════════════════════════════════════════╗
║ API Cost Overview - 2026-01-20 ║
╚════════════════════════════════════════════════════════════════════╝
Project │ Services │ Est. Monthly (Low/Med/High) │ Top Cost
──────────────┼──────────┼──────────────────────────────┼───────────
saifuri │ 4 │ $10 / $248 / $1,699 │ Anthropic
m0rphic │ 4 │ $0 / $135 / $1,550 │ Anthropic
menkr │ 4 │ $0 / $45 / $380 │ Mapbox
──────────────┼──────────┼──────────────────────────────┼───────────
TOTAL │ 12 │ $10 / $428 / $3,629 │
💡 AI services account for 85% of estimated costs
Cost breakdown by category:
AI: $300/mo (70%)
Blockchain: $100/mo (23%)
Database: $25/mo (6%)
Other: $3/mo (1%)
```
### Command: `/ceo costs <name>`
Detailed cost analysis for a specific project with COO evaluation.
**Output format:**
```
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
API COSTS: SAIFURI
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Last scanned: 2026-01-20 10:30
Detected Services (4):
──────────────────────────────────────────────────────────────────
Service │ Env Variable │ Low │ Medium │ High
──────────────────────────────────────────────────────────────────
Anthropic │ ANTHROPIC_API_KEY │ $10 │ $100 │ $1,500
Supabase │ SUPABASE_URL │ $0 │ $25 │ $599
Alchemy │ ALCHEMY_API_KEY │ $0 │ $49 │ $199
Pimlico │ PIMLICO_API_KEY │ $0 │ $99 │ $99
──────────────────────────────────────────────────────────────────
TOTAL │ │ $10 │ $273 │ $2,397
Manual Overrides:
None set (use /ceo costs set saifuri <service> <amount>)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
🎯 COO EVALUATION
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Project Stage: MVP / Early Startup
Budget Benchmark: $20-100/mo
Current Estimate: ~$273/mo (Medium)
📊 COST ASSESSMENT: ⚠️ ABOVE NORMAL
For an MVP-stage project, $273/mo is on the higher side.
The AI service costs alone may eat into your runway.
💡 OPTIMIZATION RECOMMENDATIONS:
──────────────────────────────────────────────────────────────────
1. [HIGH IMPACT] Anthropic API - $100/mo
→ Use Haiku ($0.25/1M) instead of Sonnet ($3/1M) for routine tasks
→ Implement response caching for repeated queries
→ Batch similar requests to reduce API calls
→ Potential savings: 40-60% ($40-60/mo)
2. [MEDIUM IMPACT] Pimlico - $99/mo
→ Evaluate if bundler service is needed at MVP stage
→ Consider using free tier limits more efficiently
→ Potential savings: $99/mo if deferred
3. [LOW IMPACT] Alchemy - $49/mo
→ Free tier offers 300M compute units/mo
→ Ensure you're not duplicating RPC calls
→ Consider using public RPC for non-critical reads
4. [OK] Supabase - $25/mo
→ Pro plan is reasonable for production database
→ Monitor row counts to stay within limits
──────────────────────────────────────────────────────────────────
📉 TOTAL POTENTIAL SAVINGS: $140-160/mo (51-59%)
──────────────────────────────────────────────────────────────────
```
### Command: `/ceo costs refresh`
Force rescan all API services across all projects, bypassing cache.
### Command: `/ceo costs set <project> <service> <amount>`
Manually set actual monthly cost for a service.
```
/ceo costs set saifuri anthropic 150
✓ Set saifuri.anthropic actual cost to $150/mo
(Previous estimate: $100/mo medium tier)
```
### Dashboard Integration
The main dashboard includes an `Est.Cost` column:
```
# │ Project │ Score │ APIs │ Est.Cost │ Active
────┼──────────────┼───────┼──────┼──────────┼─────────
1 │ saifuri │ 92.3 │ 4 │ ~$248/mo │ 2h ago
2 │ kimeeru │ 78.0 │ 3 │ ~$10/mo │ 1d ago
3 │ menkr │ 65.5 │ 4 │ ~$45/mo │ 3d ago
```
The cost shown is the "medium" estimate unless manual overrides are set.
## Marketing Changelog Generator
Generate user-focused marketing content from recent git commits. Transform technical changes into compelling updates that resonate with users.
### CMO Role Setting
When generating changelog content, you adopt the persona of:
**A brilliant Chief Marketing Officer (CMO)** who has:
- 10+ years of experience in tech product marketing
- Deep expertise in transforming technical features into user benefits
- Track record of viral product launches and community building
- Sharp instincts for what makes users excited and engaged
- Experience crafting narratives that drive adoption and retention
**Your communication mindset:**
- Technical commits tell the "what"; you communicate the "why it matters to users"
- Every change is an opportunity to demonstrate value and care for users
- Speak in benefits, not features: "faster" → "get back to work sooner"
- Use emotional triggers: save time, reduce frustration, feel confident
- Create FOMO: "You can now..." implies others already benefit
- Be authentic, not salesy: users detect fake enthusiasm instantly
**Tone guidelines by language:**
| Language | Tone | Style |
|----------|------|-------|
| English | Friendly, confident, concise | Tech-savvy but accessible |
| Chinese | Warm, professional, respectful | 正式但亲切,避免过度营销感 |
### Command: `/ceo changelog`
Analyze recent commits and generate marketing content.
**Options:**
- `--lang=en|zh` - Output language (default: en)
- `--days=N` - Days to analyze (default: 1, max: 7)
- `--project=<name>` - Analyze specific project only
- `--format=email|twitter|both` - Output format (default: both)
### Execution Steps
#### Step 1: Gather Commits
```bash
# For each project in ceo-dashboard.json
cd <project_path>
# Get commits from last 24 hours (or N days)
git log --since="24 hours ago" --pretty=format:"%H|%s|%an|%ai" --no-merges
# Get file change statistics
git log --since="24 hours ago" --stat --no-merges
```
#### Step 2: Categorize Changes
Classify each commit by type using conventional commit patterns and content analysis:
| Category | Detection Patterns | User-Facing Name |
|----------|-------------------|------------------|
| Feature | `feat:`, `add`, `new`, `implement` | New Features |
| Fix | `fix:`, `bug`, `patch`, `resolve` | Bug Fixes |
| Performance | `perf:`, `optimize`, `faster`, `speed` | Performance Improvements |
| UX | `ui:`, `ux:`, `style`, `design` | User Experience |
| Security | `security:`, `auth`, `encrypt`, `protect` | Security Updates |
| Docs | `docs:`, `readme`, `guide` | Documentation |
| Refactor | `refactor:`, `clean`, `restructure` | Behind the Scenes |
**Aggregation rules:**
- Group similar changes across projects
- Prioritize user-facing changes over internal refactors
- Count commits per category for emphasis weighting
#### Step 3: Transform to User Benefits
For each change category, apply the CMO transformation:
| Technical Change | User Benefit |
|-----------------|--------------|
| "Add caching layer" | "Pages now load 2x faster" |
| "Fix auth token refresh" | "No more unexpected logouts" |
| "Implement dark mode" | "Easier on your eyes at night" |
| "Refactor database queries" | "Search results appear instantly" |
| "Add rate limiting" | "More reliable service during peak hours" |
**Transformation prompt template:**
```
Given this technical commit: "<commit_message>"
In project: <project_name> (<project_description>)
Transform into a user-focused benefit statement:
- Focus on what the user gains
- Use active voice
- Be specific but concise
- Avoid technical jargon
```
#### Step 4: Generate Email Template
Output a React Email compatible template following m0rphic styling patterns.
**Email Structure:**
```tsx
// Resend-compatible React Email template
import {
Body, Button, Container, Head, Heading, Hr,
Html, Link, Preview, Section, Text,
} from "@react-email/components";
interface ChangelogEmailProps {
locale: "en" | "zh";
dateRange: string;
changes: {
category: string;
items: { title: string; description: string; project: string }[];
}[];
ctaUrl: string;
totalCommits: number;
projectCount: number;
}
```
**Color Palette (Dark Theme):**
```typescript
const colors = {
background: "#0a0a0a",
container: "#141414",
card: "#1a1a1a",
accent: "#8b5cf6", // Purple
success: "#22c55e", // Green
text: {
primary: "#ffffff",
secondary: "#a3a3a3",
muted: "#737373",
subtle: "#525252",
},
border: "#262626",
};
```
**Email Translations:**
```typescript
const translations = {
en: {
preview: (count: number) => `[Your Product] Weekly Update - ${count} improvements shipped`,
title: "What's New This Week",
greeting: "Hey there,",
intro: (commits: number, projects: number) =>
`Our team has been busy! Here's what we shipped across ${projects} project${projects > 1 ? 's' : ''}:`,
newFeatures: "New Features",
bugFixes: "Bug Fixes",
improvements: "Improvements",
security: "Security Updates",
cta: "Try It Now",
footer: "Thanks for being part of our journey!",
},
zh: {
preview: (count: number) => `[产品名] 本周更新 - ${count} 项改进已上线`,
title: "最新动态",
greeting: "你好,",
intro: (commits: number, projects: number) =>
`我们的团队一直在努力!以下是 ${projects} 个项目的最新进展:`,
newFeatures: "新功能",
bugFixes: "问题修复",
improvements: "体验优化",
security: "安全更新",
cta: "立即体验",
footer: "感谢你的支持与信任!",
},
};
```
#### Step 5: Generate Twitter/X Thread
Create a Twitter thread (single thread, multiple tweets) format.
**Thread Structure:**
```
Tweet 1 (Hook - max 280 chars):
🚀 [Product] Update Thread
This week we shipped [N] updates to make your experience even better.
Here's what's new 👇
---
Tweet 2-N (Changes - max 280 chars each):
✨ [Category]: [Benefit Statement]
[Brief explanation of why this matters]
---
Final Tweet (CTA - max 280 chars):
That's a wrap! 🎉
Try these updates now: [link]
What feature would you like to see next? Let us know in the replies!
```
**Thread Rules:**
- Maximum 5-7 tweets per thread
- Each tweet must be ≤280 characters
- Use emojis strategically (not excessively)
- First tweet is the hook - must grab attention
- Last tweet is CTA + engagement prompt
- Middle tweets group related changes
**Emoji Guide:**
| Category | Emoji |
|----------|-------|
| Feature | ✨ |
| Fix | 🔧 |
| Performance | ⚡ |
| Security | 🔒 |
| UX | 💎 |
| General | 🚀 |
### Output Format
```
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
MARKETING CHANGELOG - 2026-01-23
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
📊 ANALYSIS SUMMARY
────────────────────────────────────────────────────────────────────
Period: Last 24 hours
Projects: 3 (saifuri, kimeeru, m0rphic)
Total Commits: 12
By Category:
✨ Features: 4 commits
🔧 Fixes: 5 commits
⚡ Performance: 2 commits
💎 UX: 1 commit
📧 EMAIL TEMPLATE (Resend-compatible React Email)
────────────────────────────────────────────────────────────────────
[Generated TSX code here - copy-paste ready]
🐦 TWITTER/X THREAD
────────────────────────────────────────────────────────────────────
Thread 1/5:
🚀 Weekly Update Thread
This week we shipped 12 updates across 3 products.
Here's what's new 👇
---
Thread 2/5:
✨ New: Smart notifications
Get notified about what matters, when it matters.
No more notification fatigue.
---
[... more tweets ...]
---
Thread 5/5:
That's a wrap! 🎉
Try these updates: https://yourproduct.com
What feature would you like next? Reply below!
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
```
### Full Email Template Example
```tsx
import {
Body,
Button,
Container,
Head,
Heading,
Hr,
Html,
Link,
Preview,
Section,
Text,
} from "@react-email/components";
const translations = {
en: {
preview: (count: number) =>
`We shipped ${count} updates to make your experience better`,
title: "What's New",
greeting: "Hey there,",
intro: (commits: number, projects: number) =>
`Our team has been busy! Here are ${commits} updates we shipped this week:`,
newFeatures: "New Features",
bugFixes: "Bug Fixes",
improvements: "Improvements",
cta: "Try It Now",
footerText: "Thanks for being part of our journey!",
unsubscribe: "Unsubscribe from updates",
},
zh: {
preview: (count: number) => `我们发布了 ${count} 项更新,让你的体验更好`,
title: "最新动态",
greeting: "你好,",
intro: (commits: number, projects: number) =>
`我们的团队一直在努力!以下是本周发布的 ${commits} 项更新:`,
newFeatures: "新功能",
bugFixes: "问题修复",
improvements: "体验优化",
cta: "立即体验",
footerText: "感谢你与我们同行!",
unsubscribe: "退订更新通知",
},
} as const;
type Locale = keyof typeof translations;
interface ChangeItem {
title: string;
description: string;
project?: string;
}
interface ChangeCategory {
key: string;
emoji: string;
items: ChangeItem[];
}
interface ChangelogEmailProps {
locale?: Locale;
productName: string;
productUrl: string;
dateRange: string;
totalCommits: number;
projectCount: number;
changes: ChangeCategory[];
unsubscribeUrl?: string;
}
export function ChangelogEmail({
locale = "en",
productName,
productUrl,
dateRange,
totalCommits,
projectCount,
changes,
unsubscribeUrl,
}: ChangelogEmailProps) {
const t = translations[locale] || translations.en;
const categoryNames: Record<string, Record<Locale, string>> = {
features: { en: "New Features", zh: "新功能" },
fixes: { en: "Bug Fixes", zh: "问题修复" },
improvements: { en: "Improvements", zh: "体验优化" },
security: { en: "Security Updates", zh: "安全更新" },
performance: { en: "Performance", zh: "性能优化" },
};
return (
<Html>
<Head />
<Preview>{t.preview(totalCommits)}</Preview>
<Body style={main}>
<Container style={container}>
{/* Logo/Brand */}
<Section style={logoSection}>
<Text style={logoText}>{productName}</Text>
</Section>
{/* Title */}
<Heading style={heading}>{t.title}</Heading>
<Text style={dateText}>{dateRange}</Text>
{/* Greeting & Intro */}
<Text style={paragraph}>{t.greeting}</Text>
<Text style={paragraph}>
{t.intro(totalCommits, projectCount)}
</Text>
{/* Changes by Category */}
{changes.map((category, i) => (
<Section key={i} style={categorySection}>
<Text style={categoryTitle}>
{category.emoji} {categoryNames[category.key]?.[locale] || category.key}
</Text>
{category.items.map((item, j) => (
<Section key={j} style={changeCard}>
<Text style={changeTitle}>{item.title}</Text>
<Text style={changeDescription}>{item.description}</Text>
{item.project && (
<Text style={projectTag}>{item.project}</Text>
)}
</Section>
))}
</Section>
))}
{/* CTA Button */}
<Section style={buttonContainer}>
<Button style={button} href={productUrl}>
{t.cta}
</Button>
</Section>
<Hr style={hr} />
{/* Footer */}
<Text style={footer}>{t.footerText}</Text>
{unsubscribeUrl && (
<Text style={unsubscribeText}>
<Link style={unsubscribeLink} href={unsubscribeUrl}>
{t.unsubscribe}
</Link>
</Text>
)}
</Container>
</Body>
</Html>
);
}
// Styles - Dark theme matching m0rphic
const main = {
backgroundColor: "#0a0a0a",
fontFamily:
'-apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Ubuntu, sans-serif',
padding: "40px 0",
};
const container = {
backgroundColor: "#141414",
margin: "0 auto",
padding: "40px 20px",
maxWidth: "560px",
borderRadius: "12px",
};
const logoSection = {
textAlign: "center" as const,
marginBottom: "24px",
};
const logoText = {
fontSize: "20px",
fontWeight: "600",
color: "#ffffff",
margin: "0",
};
const heading = {
color: "#ffffff",
fontSize: "24px",
fontWeight: "600",
textAlign: "center" as const,
margin: "0 0 8px",
};
const dateText = {
color: "#737373",
fontSize: "14px",
textAlign: "center" as const,
margin: "0 0 24px",
};
const paragraph = {
color: "#a3a3a3",
fontSize: "15px",
lineHeight: "24px",
margin: "16px 0",
};
const categorySection = {
margin: "32px 0",
};
const categoryTitle = {
color: "#ffffff",
fontSize: "16px",
fontWeight: "600",
margin: "0 0 16px",
borderBottom: "1px solid #262626",
paddingBottom: "8px",
};
const changeCard = {
backgroundColor: "#1a1a1a",
borderRadius: "8px",
padding: "16px",
marginBottom: "12px",
borderLeft: "3px solid #8b5cf6",
};
const changeTitle = {
color: "#ffffff",
fontSize: "15px",
fontWeight: "600",
margin: "0 0 8px",
};
const changeDescription = {
color: "#a3a3a3",
fontSize: "14px",
lineHeight: "20px",
margin: "0",
};
const projectTag = {
color: "#8b5cf6",
fontSize: "12px",
marginTop: "8px",
marginBottom: "0",
};
const buttonContainer = {
textAlign: "center" as const,
margin: "32px 0",
};
const button = {
backgroundColor: "#8b5cf6",
borderRadius: "8px",
color: "#ffffff",
fontSize: "15px",
fontWeight: "600",
textDecoration: "none",
textAlign: "center" as const,
display: "inline-block",
padding: "12px 24px",
};
const hr = {
borderColor: "#262626",
margin: "32px 0",
};
const footer = {
color: "#525252",
fontSize: "12px",
textAlign: "center" as const,
margin: "0",
};
const unsubscribeText = {
textAlign: "center" as const,
marginTop: "16px",
};
const unsubscribeLink = {
color: "#525252",
fontSize: "12px",
textDecoration: "underline",
};
export default ChangelogEmail;
```
### Twitter Thread Generator Template
```typescript
interface TwitterThread {
tweets: string[];
totalLength: number;
warnings: string[];
}
function generateTwitterThread(
changes: ChangeCategory[],
options: {
productName: string;
productUrl: string;
locale: "en" | "zh";
totalCommits: number;
}
): TwitterThread {
const { productName, productUrl, locale, totalCommits } = options;
const tweets: string[] = [];
const warnings: string[] = [];
// Tweet 1: Hook
const hook = locale === "en"
? `🚀 ${productName} Update ThreadnnThis week we shipped ${totalCommits} updates to make your experience even better.nnHere's what's new 👇`
: `🚀 ${productName} 更新速报nn本周我们发布了 ${totalCommits} 项更新,让你的体验更好。nn一起来看看 👇`;
tweets.push(hook);
// Middle tweets: Changes (group by category)
const emojiMap: Record<string, string> = {
features: "✨",
fixes: "🔧",
performance: "⚡",
security: "🔒",
improvements: "💎",
};
const categoryLabels: Record<string, Record<string, string>> = {
features: { en: "New", zh: "新功能" },
fixes: { en: "Fixed", zh: "修复" },
performance: { en: "Faster", zh: "更快" },
security: { en: "Secured", zh: "安全" },
improvements: { en: "Improved", zh: "优化" },
};
for (const category of changes) {
if (category.items.length === 0) continue;
const emoji = emojiMap[category.key] || "📦";
const label = categoryLabels[category.key]?.[locale] || category.key;
// Combine items into one tweet per category (if possible)
const itemList = category.items
.slice(0, 3) // Max 3 items per category
.map((item) => `• ${item.title}`)
.join("n");
const tweet = `${emoji} ${label}:nn${itemList}`;
if (tweet.length > 280) {
warnings.push(`Category "${category.key}" tweet exceeds 280 chars`);
}
tweets.push(tweet);
}
// Final tweet: CTA
const cta = locale === "en"
? `That's a wrap! 🎉nnTry these updates now:n${productUrl}nnWhat feature would you like to see next? Let us know! 💬`
: `以上就是本周的更新!🎉nn立即体验:n${productUrl}nn还想要什么功能?评论区告诉我们!💬`;
tweets.push(cta);
return {
tweets,
totalLength: tweets.reduce((sum, t) => sum + t.length, 0),
warnings,
};
}
```
### Usage Examples
```bash
# Generate changelog in English (default)
/ceo changelog
# Generate changelog in Chinese
/ceo changelog --lang=zh
# Analyze last 3 days
/ceo changelog --days=3
# Analyze specific project only
/ceo changelog --project=saifuri
# Email only (no Twitter)
/ceo changelog --format=email
# Twitter only (no email)
/ceo changelog --format=twitter
```
### Cache Structure
Add changelog history to `ceo-dashboard.json`:
```json
{
"changelog_history": [
{
"date": "2026-01-23",
"period_days": 1,
"projects": ["saifuri", "kimeeru"],
"total_commits": 12,
"categories": {
"features": 4,
"fixes": 5,
"performance": 2,
"ux": 1
},
"output_lang": "en"
}
]
}
```
### Triggers
Natural language phrases that invoke changelog:
- "Generate marketing update from recent commits"
- "Write a changelog email"
- "Create Twitter thread for recent changes"
- "What did we ship this week?"
- "Summarize recent development for users"
- "Generate release notes"
- "Write update newsletter"