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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...

Versionv1.0.0
Downloads1,113
TERMINAL
clawhub install mupeng-saas-decomposer

πŸ“– 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: 무펭이 🐧

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"

  • The entire $200B SaaS market is flipping
  • From selling software era to installing AI labor era
  • Analyze which parts of existing SaaS functions can be replaced by AI agent skills

  • 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 Results

    Function List

  • Function A (AI replacement: ⭐⭐⭐⭐⭐) β†’ Existing skill: copywriting
  • Function B (AI replacement: ⭐⭐⭐) β†’ New skill needed
  • Function C (AI replacement: ⭐) 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:

  • Skill development priority (highest replacement effect first)
  • Map existing skill reuse
  • Auto-generate new skill spec drafts
  • Cost comparison: SaaS subscription vs self-skill operation
  • 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:

  • Function cross-comparison table
  • AI replacement area overlap analysis
  • "What % of these SaaS can our skillpack replace" calculation
  • Example:

    ### Marketing SaaS Comparison

    | Function | HubSpot | Mailchimp | ActiveCampaign | Mupeng Replacement | |----------|---------|-----------|----------------|-------------------| | Email automation | βœ… | βœ… | βœ… | ⭐⭐⭐⭐⭐ auto-reply | | Lead scoring | βœ… | ❌ | βœ… | ⭐⭐⭐ (new skill) | | A/B testing | βœ… | βœ… | βœ… | ⭐⭐⭐⭐ copywriting | | CRM integration | βœ… | ⚠️ | βœ… | ⭐⭐ (infrastructure needed) |

    Overall Replacement Rate: 65%


    4. Industry-specific SaaS β†’ AIaaS Conversion Templates

    Pre-defined industry-specific SaaS decomposition patterns:

    #### Marketing

  • SaaS: HubSpot, Mailchimp
  • Mupeng replacement: auto-reply + copywriting + mail + seo-content-planner
  • #### Project Management

  • SaaS: Notion, Jira
  • Mupeng replacement: decision-log + daily-report + git-auto
  • #### Customer Management

  • SaaS: Salesforce, Zendesk
  • Mupeng replacement: auto-reply + notification-hub + data-scraper
  • #### Accounting

  • SaaS: QuickBooks
  • Mupeng replacement: invoice-gen + tokenmeter(cost tracking)
  • #### Content

  • SaaS: Canva, Buffer
  • Mupeng replacement: cardnews + social-publisher + content-recycler
  • #### Student Council (AssoAI Model)

  • SaaS: EveryTime + Notion + CampusGroups
  • Mupeng replacement: Ref β†’ memory/2026-02-09-insight-university-saas.md

  • Analysis 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 plans

  • Reference 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 | |-------|---------|----------| | ⭐⭐⭐⭐⭐ | Immediately replaceable (use existing skills) | Auto email response, content generation | | ⭐⭐⭐⭐ | Replaceable with lightweight skill development (1-2 weeks) | Lead scoring, A/B testing | | ⭐⭐⭐ | Medium development needed (2-4 weeks) | Workflow engine, dashboard | | ⭐⭐ | Infrastructure development needed (1-2 months) | Real-time sync, data pipeline | | ⭐ | Long-term R&D needed (3+ months) | Advanced ML models, complex integrations |


    Troubleshooting

    When web_fetch Fails

  • Take snapshot with browser tool and analyze
  • Prioritize crawling public docs (help center, pricing page)
  • When Competitor Info Insufficient

  • Reference industry templates first
  • Utilize similar category SaaS patterns
  • When Cost Comparison Data Missing

  • Crawl pricing pages
  • Estimate industry average subscription fees

  • 🐧 Built by 무펭이 β€” Mupengism ecosystem skill

    πŸ“‹ Tips & Best Practices

    When web_fetch Fails

  • Take snapshot with browser tool and analyze
  • Prioritize crawling public docs (help center, pricing page)
  • When Competitor Info Insufficient

  • Reference industry templates first
  • Utilize similar category SaaS patterns
  • When Cost Comparison Data Missing

  • Crawl pricing pages
  • Estimate industry average subscription fees

  • 🐧 Built by 무펭이 β€” Mupengism ecosystem skill