saas-decomposer
by @mupengi-bot
Web SaaS service decomposition and AI internalization development plan generation. Analyze existing SaaS to identify functions replaceable by AI agents and e...
clawhub install mupeng-saas-decomposerπ About This Skill
name: saas-decomposer description: "Web SaaS service decomposition and AI internalization development plan generation. Analyze existing SaaS to identify functions replaceable by AI agents and establish skill-based internalization roadmap. Triggered by 'SaaS analysis', 'service decomposition', 'internalization', 'decompose', 'SaaS replacement', 'build this service with AI', etc." author: 무νμ΄ π§
saas-decomposer
> SaaS β AIaaS Conversion Analysis Engine > Decomposes existing SaaS services and identifies areas replaceable by AI agent skills to establish internalization roadmap.
Core Concept: SaaS β AIaaS Conversion Analysis
Mupengism's core vision: "End of SaaS β AIaaS"
Features
1. SaaS Service Decomposition (Decompose)
Input: SaaS service URL or name
Process:
1. Crawl service landing/feature pages with web_fetch
2. Extract core function list
3. Decompose each function into atomic tasks
4. Assign AI replaceability score (1-5)
5. Map coverage by existing Mupeng skills
Output Format:
## [Service Name] Decomposition ResultsFunction List
Function A (AI replacement: βββββ) β Existing skill: copywriting
Function B (AI replacement: βββ) β New skill needed
Function C (AI replacement: β) β Infrastructure development needed AI Replacement Rate: 70%
New Skills Needed: 3
Estimated Development Time: 2 weeks
2. Internalization Plan
Generate development roadmap based on decomposition results:
Example:
### Internalization Roadmap#### Phase 1: Quick Wins (1 week)
[Use existing skill] Automate email templates with copywriting
[Use existing skill] Automate customer responses with auto-reply #### Phase 2: New Skill Development (2 weeks)
lead-scorer: Lead scoring algorithm
campaign-optimizer: A/B test automation #### Phase 3: Infrastructure (4 weeks)
Build data pipeline
Real-time sync system Cost Comparison
HubSpot Pro: $800/mo β Mupeng skillpack: $120/mo (85% savings)
3. Competitive SaaS Comparative Analysis
Simultaneous decomposition of 3-5 SaaS in same category:
Example:
### Marketing SaaS Comparison| Function | HubSpot | Mailchimp | ActiveCampaign | Mupeng Replacement |
|----------|---------|-----------|----------------|-------------------|
| Email automation | β
| β
| β
| βββββ auto-reply |
| Lead scoring | β
| β | β
| βββ (new skill) |
| A/B testing | β
| β
| β
| ββββ copywriting |
| CRM integration | β
| β οΈ | β
| ββ (infrastructure needed) |
Overall Replacement Rate: 65%
4. Industry-specific SaaS β AIaaS Conversion Templates
Pre-defined industry-specific SaaS decomposition patterns:
#### Marketing
auto-reply + copywriting + mail + seo-content-planner#### Project Management
decision-log + daily-report + git-auto#### Customer Management
auto-reply + notification-hub + data-scraper#### Accounting
invoice-gen + tokenmeter(cost tracking)#### Content
cardnews + social-publisher + content-recycler#### Student Council (AssoAI Model)
memory/2026-02-09-insight-university-saas.mdAnalysis Framework
1. Crawl β Collect service functions (web_fetch + data-scraper)
2. Decompose β Break into atomic tasks
3. Score β AI replaceability score (1-5)
4. Map β Map to existing Mupeng skills
5. Gap β Identify missing skills
6. Plan β Generate development roadmap
7. Compare β Cost comparison (SaaS vs AIaaS)
Usage Examples
Basic Decomposition
User: "Decompose HubSpot"
β Execute Crawl + Decompose + Score + Map
β Output decomposition results report
Internalization Plan Generation
User: "What do I need to replace Notion with AI?"
β Execute Decompose + Internalize
β Output roadmap + cost comparison
Competitive Analysis
User: "Compare marketing SaaS"
β Simultaneously analyze HubSpot, Mailchimp, ActiveCampaign
β Cross-comparison table + replacement rate calculation
Event Bus
Generated Events
events/saas-analysis-YYYY-MM-DD.json (when analysis complete)Consumers
business-planner: Use analysis results in business plansReference Files
Memory to reference during analysis:
memory/2026-02-09-insight-university-saas.md β University SaaS market analysis (CampusGroups, EveryTime)memory/2026-02-09-assoai-pitchdeck.md β AssoAI (Student Council SaaS β AI automation)memory/consolidated/doyak-business-plan.md β "Reduce SaaS licenses 50%, replace with AI" (Publicis Sapient)memory/research/absorb-frameworks.md β Framework analysis (MetaGPT, OpenHands, etc.)SOUL.md β Mupengism vision: "The entire $200B SaaS market is flipping"AI Replaceability Score Criteria
| Score | Meaning | Examples | |-------|---------|----------| | βββββ | Immediately replaceable (use existing skills) | Auto email response, content generation | | ββββ | Replaceable with lightweight skill development (1-2 weeks) | Lead scoring, A/B testing | | βββ | Medium development needed (2-4 weeks) | Workflow engine, dashboard | | ββ | Infrastructure development needed (1-2 months) | Real-time sync, data pipeline | | β | Long-term R&D needed (3+ months) | Advanced ML models, complex integrations |
Troubleshooting
When web_fetch Fails
When Competitor Info Insufficient
When Cost Comparison Data Missing
π§ Built by 무νμ΄ β Mupengism ecosystem skill
π Tips & Best Practices
When web_fetch Fails
When Competitor Info Insufficient
When Cost Comparison Data Missing
π§ Built by 무νμ΄ β Mupengism ecosystem skill