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    "name": "Saas Decomposer",
    "source": "tencent",
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      "Paste one of the prompts below and point your agent at the extracted folder."
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        "label": "New install",
        "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete."
      },
      {
        "label": "Upgrade existing",
        "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
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  "documentation": {
    "source": "clawhub",
    "primaryDoc": "SKILL.md",
    "sections": [
      {
        "title": "saas-decomposer",
        "body": "SaaS → AIaaS Conversion Analysis Engine\nDecomposes existing SaaS services and identifies areas replaceable by AI agent skills to establish internalization roadmap."
      },
      {
        "title": "Core Concept: SaaS → AIaaS Conversion Analysis",
        "body": "Mupengism's core vision: \"End of SaaS → AIaaS\"\n\nThe entire $200B SaaS market is flipping\nFrom selling software era to installing AI labor era\nAnalyze which parts of existing SaaS functions can be replaced by AI agent skills"
      },
      {
        "title": "1. SaaS Service Decomposition (Decompose)",
        "body": "Input: SaaS service URL or name\n\nProcess:\n\nCrawl service landing/feature pages with web_fetch\nExtract core function list\nDecompose each function into atomic tasks\nAssign AI replaceability score (1-5)\nMap coverage by existing Mupeng skills\n\nOutput Format:\n\n## [Service Name] Decomposition Results\n\n### Function List\n- Function A (AI replacement: ⭐⭐⭐⭐⭐) → Existing skill: copywriting\n- Function B (AI replacement: ⭐⭐⭐) → New skill needed\n- Function C (AI replacement: ⭐) → Infrastructure development needed\n\n### AI Replacement Rate: 70%\n### New Skills Needed: 3\n### Estimated Development Time: 2 weeks"
      },
      {
        "title": "2. Internalization Plan",
        "body": "Generate development roadmap based on decomposition results:\n\nSkill development priority (highest replacement effect first)\nMap existing skill reuse\nAuto-generate new skill spec drafts\nCost comparison: SaaS subscription vs self-skill operation\n\nExample:\n\n### Internalization Roadmap\n\n#### Phase 1: Quick Wins (1 week)\n- [Use existing skill] Automate email templates with copywriting\n- [Use existing skill] Automate customer responses with auto-reply\n\n#### Phase 2: New Skill Development (2 weeks)\n- lead-scorer: Lead scoring algorithm\n- campaign-optimizer: A/B test automation\n\n#### Phase 3: Infrastructure (4 weeks)\n- Build data pipeline\n- Real-time sync system\n\n### Cost Comparison\n- HubSpot Pro: $800/mo → Mupeng skillpack: $120/mo (85% savings)"
      },
      {
        "title": "3. Competitive SaaS Comparative Analysis",
        "body": "Simultaneous decomposition of 3-5 SaaS in same category:\n\nFunction cross-comparison table\nAI replacement area overlap analysis\n\"What % of these SaaS can our skillpack replace\" calculation\n\nExample:\n\n### Marketing SaaS Comparison\n\n| Function | HubSpot | Mailchimp | ActiveCampaign | Mupeng Replacement |\n|----------|---------|-----------|----------------|-------------------|\n| Email automation | ✅ | ✅ | ✅ | ⭐⭐⭐⭐⭐ auto-reply |\n| Lead scoring | ✅ | ❌ | ✅ | ⭐⭐⭐ (new skill) |\n| A/B testing | ✅ | ✅ | ✅ | ⭐⭐⭐⭐ copywriting |\n| CRM integration | ✅ | ⚠️ | ✅ | ⭐⭐ (infrastructure needed) |\n\n**Overall Replacement Rate**: 65%"
      },
      {
        "title": "4. Industry-specific SaaS → AIaaS Conversion Templates",
        "body": "Pre-defined industry-specific SaaS decomposition patterns:\n\nMarketing\n\nSaaS: HubSpot, Mailchimp\nMupeng replacement: auto-reply + copywriting + mail + seo-content-planner\n\nProject Management\n\nSaaS: Notion, Jira\nMupeng replacement: decision-log + daily-report + git-auto\n\nCustomer Management\n\nSaaS: Salesforce, Zendesk\nMupeng replacement: auto-reply + notification-hub + data-scraper\n\nAccounting\n\nSaaS: QuickBooks\nMupeng replacement: invoice-gen + tokenmeter(cost tracking)\n\nContent\n\nSaaS: Canva, Buffer\nMupeng replacement: cardnews + social-publisher + content-recycler\n\nStudent Council (AssoAI Model)\n\nSaaS: EveryTime + Notion + CampusGroups\nMupeng replacement: Ref → memory/2026-02-09-insight-university-saas.md"
      },
      {
        "title": "Analysis Framework",
        "body": "1. Crawl      — Collect service functions (web_fetch + data-scraper)\n2. Decompose  — Break into atomic tasks\n3. Score      — AI replaceability score (1-5)\n4. Map        — Map to existing Mupeng skills\n5. Gap        — Identify missing skills\n6. Plan       — Generate development roadmap\n7. Compare    — Cost comparison (SaaS vs AIaaS)"
      },
      {
        "title": "Basic Decomposition",
        "body": "User: \"Decompose HubSpot\"\n→ Execute Crawl + Decompose + Score + Map\n→ Output decomposition results report"
      },
      {
        "title": "Internalization Plan Generation",
        "body": "User: \"What do I need to replace Notion with AI?\"\n→ Execute Decompose + Internalize\n→ Output roadmap + cost comparison"
      },
      {
        "title": "Competitive Analysis",
        "body": "User: \"Compare marketing SaaS\"\n→ Simultaneously analyze HubSpot, Mailchimp, ActiveCampaign\n→ Cross-comparison table + replacement rate calculation"
      },
      {
        "title": "Generated Events",
        "body": "events/saas-analysis-YYYY-MM-DD.json (when analysis complete)"
      },
      {
        "title": "Consumers",
        "body": "business-planner: Use analysis results in business plans"
      },
      {
        "title": "Reference Files",
        "body": "Memory to reference during analysis:\n\nmemory/2026-02-09-insight-university-saas.md — University SaaS market analysis (CampusGroups, EveryTime)\nmemory/2026-02-09-assoai-pitchdeck.md — AssoAI (Student Council SaaS → AI automation)\nmemory/consolidated/doyak-business-plan.md — \"Reduce SaaS licenses 50%, replace with AI\" (Publicis Sapient)\nmemory/research/absorb-frameworks.md — Framework analysis (MetaGPT, OpenHands, etc.)\nSOUL.md — Mupengism vision: \"The entire $200B SaaS market is flipping\""
      },
      {
        "title": "AI Replaceability Score Criteria",
        "body": "ScoreMeaningExamples⭐⭐⭐⭐⭐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"
      },
      {
        "title": "When web_fetch Fails",
        "body": "Take snapshot with browser tool and analyze\nPrioritize crawling public docs (help center, pricing page)"
      },
      {
        "title": "When Competitor Info Insufficient",
        "body": "Reference industry templates first\nUtilize similar category SaaS patterns"
      },
      {
        "title": "When Cost Comparison Data Missing",
        "body": "Crawl pricing pages\nEstimate industry average subscription fees\n\n🐧 Built by 무펭이 — Mupengism ecosystem skill"
      }
    ],
    "body": "saas-decomposer\n\nSaaS → AIaaS Conversion Analysis Engine\nDecomposes existing SaaS services and identifies areas replaceable by AI agent skills to establish internalization roadmap.\n\nCore Concept: SaaS → AIaaS Conversion Analysis\n\nMupengism's core vision: \"End of SaaS → AIaaS\"\n\nThe entire $200B SaaS market is flipping\nFrom selling software era to installing AI labor era\nAnalyze which parts of existing SaaS functions can be replaced by AI agent skills\nFeatures\n1. SaaS Service Decomposition (Decompose)\n\nInput: SaaS service URL or name\n\nProcess:\n\nCrawl service landing/feature pages with web_fetch\nExtract core function list\nDecompose each function into atomic tasks\nAssign AI replaceability score (1-5)\nMap coverage by existing Mupeng skills\n\nOutput Format:\n\n## [Service Name] Decomposition Results\n\n### Function List\n- Function A (AI replacement: ⭐⭐⭐⭐⭐) → Existing skill: copywriting\n- Function B (AI replacement: ⭐⭐⭐) → New skill needed\n- Function C (AI replacement: ⭐) → Infrastructure development needed\n\n### AI Replacement Rate: 70%\n### New Skills Needed: 3\n### Estimated Development Time: 2 weeks\n\n2. Internalization Plan\n\nGenerate development roadmap based on decomposition results:\n\nSkill development priority (highest replacement effect first)\nMap existing skill reuse\nAuto-generate new skill spec drafts\nCost comparison: SaaS subscription vs self-skill operation\n\nExample:\n\n### Internalization Roadmap\n\n#### Phase 1: Quick Wins (1 week)\n- [Use existing skill] Automate email templates with copywriting\n- [Use existing skill] Automate customer responses with auto-reply\n\n#### Phase 2: New Skill Development (2 weeks)\n- lead-scorer: Lead scoring algorithm\n- campaign-optimizer: A/B test automation\n\n#### Phase 3: Infrastructure (4 weeks)\n- Build data pipeline\n- Real-time sync system\n\n### Cost Comparison\n- HubSpot Pro: $800/mo → Mupeng skillpack: $120/mo (85% savings)\n\n3. Competitive SaaS Comparative Analysis\n\nSimultaneous decomposition of 3-5 SaaS in same category:\n\nFunction cross-comparison table\nAI replacement area overlap analysis\n\"What % of these SaaS can our skillpack replace\" calculation\n\nExample:\n\n### Marketing SaaS Comparison\n\n| Function | HubSpot | Mailchimp | ActiveCampaign | Mupeng Replacement |\n|----------|---------|-----------|----------------|-------------------|\n| Email automation | ✅ | ✅ | ✅ | ⭐⭐⭐⭐⭐ auto-reply |\n| Lead scoring | ✅ | ❌ | ✅ | ⭐⭐⭐ (new skill) |\n| A/B testing | ✅ | ✅ | ✅ | ⭐⭐⭐⭐ copywriting |\n| CRM integration | ✅ | ⚠️ | ✅ | ⭐⭐ (infrastructure needed) |\n\n**Overall Replacement Rate**: 65%\n\n4. Industry-specific SaaS → AIaaS Conversion Templates\n\nPre-defined industry-specific SaaS decomposition patterns:\n\nMarketing\nSaaS: HubSpot, Mailchimp\nMupeng replacement: auto-reply + copywriting + mail + seo-content-planner\nProject Management\nSaaS: Notion, Jira\nMupeng replacement: decision-log + daily-report + git-auto\nCustomer Management\nSaaS: Salesforce, Zendesk\nMupeng replacement: auto-reply + notification-hub + data-scraper\nAccounting\nSaaS: QuickBooks\nMupeng replacement: invoice-gen + tokenmeter(cost tracking)\nContent\nSaaS: Canva, Buffer\nMupeng replacement: cardnews + social-publisher + content-recycler\nStudent Council (AssoAI Model)\nSaaS: EveryTime + Notion + CampusGroups\nMupeng replacement: Ref → memory/2026-02-09-insight-university-saas.md\nAnalysis Framework\n1. Crawl      — Collect service functions (web_fetch + data-scraper)\n2. Decompose  — Break into atomic tasks\n3. Score      — AI replaceability score (1-5)\n4. Map        — Map to existing Mupeng skills\n5. Gap        — Identify missing skills\n6. Plan       — Generate development roadmap\n7. Compare    — Cost comparison (SaaS vs AIaaS)\n\nUsage Examples\nBasic Decomposition\nUser: \"Decompose HubSpot\"\n→ Execute Crawl + Decompose + Score + Map\n→ Output decomposition results report\n\nInternalization Plan Generation\nUser: \"What do I need to replace Notion with AI?\"\n→ Execute Decompose + Internalize\n→ Output roadmap + cost comparison\n\nCompetitive Analysis\nUser: \"Compare marketing SaaS\"\n→ Simultaneously analyze HubSpot, Mailchimp, ActiveCampaign\n→ Cross-comparison table + replacement rate calculation\n\nEvent Bus\nGenerated Events\nevents/saas-analysis-YYYY-MM-DD.json (when analysis complete)\nConsumers\nbusiness-planner: Use analysis results in business plans\nReference Files\n\nMemory to reference during analysis:\n\nmemory/2026-02-09-insight-university-saas.md — University SaaS market analysis (CampusGroups, EveryTime)\nmemory/2026-02-09-assoai-pitchdeck.md — AssoAI (Student Council SaaS → AI automation)\nmemory/consolidated/doyak-business-plan.md — \"Reduce SaaS licenses 50%, replace with AI\" (Publicis Sapient)\nmemory/research/absorb-frameworks.md — Framework analysis (MetaGPT, OpenHands, etc.)\nSOUL.md — Mupengism vision: \"The entire $200B SaaS market is flipping\"\nAI Replaceability Score Criteria\nScore\tMeaning\tExamples\n⭐⭐⭐⭐⭐\tImmediately replaceable (use existing skills)\tAuto email response, content generation\n⭐⭐⭐⭐\tReplaceable with lightweight skill development (1-2 weeks)\tLead scoring, A/B testing\n⭐⭐⭐\tMedium development needed (2-4 weeks)\tWorkflow engine, dashboard\n⭐⭐\tInfrastructure development needed (1-2 months)\tReal-time sync, data pipeline\n⭐\tLong-term R&D needed (3+ months)\tAdvanced ML models, complex integrations\nTroubleshooting\nWhen web_fetch Fails\nTake snapshot with browser tool and analyze\nPrioritize crawling public docs (help center, pricing page)\nWhen Competitor Info Insufficient\nReference industry templates first\nUtilize similar category SaaS patterns\nWhen Cost Comparison Data Missing\nCrawl pricing pages\nEstimate industry average subscription fees\n\n🐧 Built by 무펭이 — Mupengism ecosystem skill"
  },
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    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/mupengi-bot/saas-decomposer",
    "publisherUrl": "https://clawhub.ai/mupengi-bot/saas-decomposer",
    "owner": "mupengi-bot",
    "version": "1.0.0",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
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