# MCP Business Projections - Full Analysis ## Executive Summary Open-source MCP on GitHub + Managed service upsell model **Assumptions:** - Managed service pricing: $49/mo (starter), $99/mo (pro), $199/mo (agency) - Blended ARPU: ~$75/mo average - Conversion rate: 2-4% of engaged GitHub users - Time to build each MCP: 2-4 weeks - Maintenance: ~2-4 hrs/month per MCP --- ## 🔧 FIELD SERVICE SOFTWARE ### 1. ServiceTitan MCP | Metric | Data | |--------|------| | **Total Customers** | ~9,500-11,800 | | **Avg Revenue/Customer** | $78,000/year | | **Customer Profile** | Large home service businesses (HVAC, plumbing, electrical) | | **API Quality** | Excellent - well documented | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 100-200 | 8-15 | $600-$1,125 | | Month 6 | 300-500 | 25-45 | $1,875-$3,375 | | Month 12 | 600-1,000 | 60-100 | $4,500-$7,500 | | Month 24 | 1,200-2,000 | 150-250 | $11,250-$18,750 | **Why High Conversion:** ServiceTitan users are large businesses with IT budgets. They pay $78K/year for software - $99/mo for AI integration is nothing. --- ### 2. Jobber MCP | Metric | Data | |--------|------| | **Total Customers** | ~100,000 | | **Avg Revenue/Customer** | ~$1,500/year | | **Customer Profile** | SMB home services (lawn care, cleaning, handyman) | | **API Quality** | Good - REST API available | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 150-300 | 10-20 | $750-$1,500 | | Month 6 | 400-700 | 35-60 | $2,625-$4,500 | | Month 12 | 900-1,500 | 80-140 | $6,000-$10,500 | | Month 24 | 2,000-3,500 | 200-350 | $15,000-$26,250 | **Why Good Volume:** 100K customers = large addressable market. SMBs are scrappier but many use consultants/agencies who'd buy managed. --- ### 3. Housecall Pro MCP | Metric | Data | |--------|------| | **Total Customers** | ~200,000 users | | **Avg Revenue/Customer** | ~$1,200/year | | **Customer Profile** | Small home service businesses | | **API Quality** | Moderate - partner API | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 120-250 | 8-18 | $600-$1,350 | | Month 6 | 350-600 | 30-55 | $2,250-$4,125 | | Month 12 | 800-1,300 | 70-120 | $5,250-$9,000 | | Month 24 | 1,800-3,000 | 180-300 | $13,500-$22,500 | --- ## 💰 ACCOUNTING / FINANCE ### 4. FreshBooks MCP | Metric | Data | |--------|------| | **Total Customers** | ~30 million users (5M+ businesses) | | **Avg Revenue/Customer** | ~$180/year | | **Customer Profile** | Freelancers, small businesses | | **API Quality** | Good - REST API | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 200-400 | 15-30 | $1,125-$2,250 | | Month 6 | 500-900 | 45-80 | $3,375-$6,000 | | Month 12 | 1,100-2,000 | 100-180 | $7,500-$13,500 | | Month 24 | 2,500-4,500 | 250-450 | $18,750-$33,750 | **Why High:** Massive user base. Accountants/bookkeepers managing multiple clients = agency pricing. --- ### 5. Bill.com MCP | Metric | Data | |--------|------| | **Total Customers** | ~470,000 businesses | | **Avg Revenue/Customer** | ~$2,500/year | | **Customer Profile** | SMB finance teams, accountants | | **API Quality** | Excellent - well documented | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 80-150 | 6-12 | $450-$900 | | Month 6 | 200-400 | 20-40 | $1,500-$3,000 | | Month 12 | 500-900 | 50-90 | $3,750-$6,750 | | Month 24 | 1,100-2,000 | 120-220 | $9,000-$16,500 | --- ### 6. Sage MCP | Metric | Data | |--------|------| | **Total Customers** | ~6 million businesses globally | | **Avg Revenue/Customer** | ~$300/year | | **Customer Profile** | SMB accounting, international | | **API Quality** | Good - varies by product | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 100-200 | 8-15 | $600-$1,125 | | Month 6 | 300-550 | 25-50 | $1,875-$3,750 | | Month 12 | 700-1,200 | 65-110 | $4,875-$8,250 | | Month 24 | 1,500-2,800 | 160-280 | $12,000-$21,000 | --- ## 👥 HR / PAYROLL ### 7. Gusto MCP | Metric | Data | |--------|------| | **Total Customers** | ~400,000 businesses | | **Avg Revenue/Customer** | ~$1,800/year | | **Customer Profile** | SMB HR/payroll | | **API Quality** | Excellent - embedded payroll API | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 200-400 | 15-30 | $1,125-$2,250 | | Month 6 | 500-900 | 40-75 | $3,000-$5,625 | | Month 12 | 1,200-2,000 | 100-170 | $7,500-$12,750 | | Month 24 | 2,800-4,500 | 250-420 | $18,750-$31,500 | **Why High:** HR data + AI = massive value. Consultants love this. --- ### 8. ADP MCP | Metric | Data | |--------|------| | **Total Customers** | ~1 million businesses | | **Avg Revenue/Customer** | ~$15,000/year | | **Customer Profile** | Mid-market to enterprise | | **API Quality** | Good - ADP Marketplace APIs | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 80-150 | 5-10 | $375-$750 | | Month 6 | 200-400 | 15-30 | $1,125-$2,250 | | Month 12 | 500-900 | 40-70 | $3,000-$5,250 | | Month 24 | 1,100-2,000 | 100-180 | $7,500-$13,500 | **Note:** Enterprise sales cycle is longer but deal sizes can be bigger ($199+ tier). --- ### 9. BambooHR MCP | Metric | Data | |--------|------| | **Total Customers** | ~33,000 businesses | | **Avg Revenue/Customer** | ~$5,000/year | | **Customer Profile** | SMB HR departments | | **API Quality** | Good - REST API | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 60-120 | 4-8 | $300-$600 | | Month 6 | 150-300 | 12-25 | $900-$1,875 | | Month 12 | 400-700 | 30-55 | $2,250-$4,125 | | Month 24 | 900-1,600 | 80-140 | $6,000-$10,500 | --- ## 📅 SCHEDULING / BOOKING ### 10. Calendly MCP | Metric | Data | |--------|------| | **Total Customers** | ~57,000+ businesses (20M users) | | **Avg Revenue/Customer** | ~$200/year | | **Customer Profile** | Sales teams, consultants, agencies | | **API Quality** | Excellent - well documented | | **Competition** | ⚠️ Community servers exist (but not official) | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 300-600 | 20-40 | $1,500-$3,000 | | Month 6 | 700-1,200 | 55-100 | $4,125-$7,500 | | Month 12 | 1,500-2,500 | 130-220 | $9,750-$16,500 | | Month 24 | 3,500-6,000 | 320-550 | $24,000-$41,250 | **Why Highest Volume:** EVERYONE uses Calendly. Agencies book demos, sales teams schedule calls. Massive TAM. --- ### 11. Acuity Scheduling MCP | Metric | Data | |--------|------| | **Total Customers** | ~200,000 businesses | | **Avg Revenue/Customer** | ~$250/year | | **Customer Profile** | Service businesses, consultants | | **API Quality** | Good - REST API | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 100-200 | 8-15 | $600-$1,125 | | Month 6 | 300-500 | 25-45 | $1,875-$3,375 | | Month 12 | 700-1,200 | 60-100 | $4,500-$7,500 | | Month 24 | 1,600-2,800 | 150-260 | $11,250-$19,500 | --- ## 🍽️ RESTAURANT / POS ### 12. Toast MCP | Metric | Data | |--------|------| | **Total Customers** | ~134,000 restaurant locations | | **Avg Revenue/Customer** | ~$6,000/year | | **Customer Profile** | Restaurants of all sizes | | **API Quality** | Good - Partner APIs | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 150-300 | 10-20 | $750-$1,500 | | Month 6 | 400-700 | 35-60 | $2,625-$4,500 | | Month 12 | 900-1,500 | 80-130 | $6,000-$9,750 | | Month 24 | 2,000-3,500 | 200-340 | $15,000-$25,500 | **Opportunity:** Restaurant tech consultants + multi-location chains = agency tier. --- ### 13. Clover MCP | Metric | Data | |--------|------| | **Total Customers** | ~1 million+ merchants | | **Avg Revenue/Customer** | ~$1,500/year | | **Customer Profile** | Retail, restaurants, services | | **API Quality** | Good - Clover REST API | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 120-250 | 8-18 | $600-$1,350 | | Month 6 | 350-600 | 30-55 | $2,250-$4,125 | | Month 12 | 800-1,400 | 70-120 | $5,250-$9,000 | | Month 24 | 1,800-3,200 | 180-310 | $13,500-$23,250 | --- ### 14. Lightspeed MCP | Metric | Data | |--------|------| | **Total Customers** | ~168,000 locations | | **Avg Revenue/Customer** | ~$5,400/year | | **Customer Profile** | Retail + hospitality | | **API Quality** | Good - REST APIs | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 80-150 | 5-12 | $375-$900 | | Month 6 | 200-400 | 18-35 | $1,350-$2,625 | | Month 12 | 500-900 | 45-80 | $3,375-$6,000 | | Month 24 | 1,100-2,000 | 110-200 | $8,250-$15,000 | --- ## 📧 EMAIL MARKETING ### 15. Mailchimp MCP | Metric | Data | |--------|------| | **Total Customers** | ~13-14 million users | | **Avg Revenue/Customer** | ~$200/year | | **Customer Profile** | Everyone - SMB to enterprise | | **API Quality** | Excellent - very mature | | **Competition** | ⚠️ Community read-only server exists | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 400-800 | 25-50 | $1,875-$3,750 | | Month 6 | 900-1,500 | 65-120 | $4,875-$9,000 | | Month 12 | 2,000-3,500 | 150-270 | $11,250-$20,250 | | Month 24 | 4,500-8,000 | 380-680 | $28,500-$51,000 | **Why Massive:** 14M users. Agencies manage multiple client accounts. Marketing automation + AI is HOT. --- ### 16. Constant Contact MCP | Metric | Data | |--------|------| | **Total Customers** | ~600,000 businesses | | **Avg Revenue/Customer** | ~$500/year | | **Customer Profile** | SMB email marketing | | **API Quality** | Good - v3 REST API | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 100-200 | 8-15 | $600-$1,125 | | Month 6 | 300-500 | 25-45 | $1,875-$3,375 | | Month 12 | 700-1,200 | 60-100 | $4,500-$7,500 | | Month 24 | 1,500-2,800 | 150-260 | $11,250-$19,500 | --- ## 📞 CRM (Non-Enterprise) ### 17. Pipedrive MCP | Metric | Data | |--------|------| | **Total Customers** | ~100,000 businesses | | **Avg Revenue/Customer** | ~$600/year | | **Customer Profile** | SMB sales teams | | **API Quality** | Excellent - well documented | | **Competition** | ⚠️ Community servers exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 150-300 | 10-22 | $750-$1,650 | | Month 6 | 400-700 | 35-65 | $2,625-$4,875 | | Month 12 | 900-1,500 | 80-145 | $6,000-$10,875 | | Month 24 | 2,000-3,500 | 200-360 | $15,000-$27,000 | --- ### 18. Keap (Infusionsoft) MCP | Metric | Data | |--------|------| | **Total Customers** | ~125,000 businesses | | **Avg Revenue/Customer** | ~$2,400/year | | **Customer Profile** | Small business automation | | **API Quality** | Good - REST API | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 100-200 | 8-15 | $600-$1,125 | | Month 6 | 300-500 | 25-45 | $1,875-$3,375 | | Month 12 | 700-1,200 | 60-100 | $4,500-$7,500 | | Month 24 | 1,500-2,800 | 150-260 | $11,250-$19,500 | **Note:** Keap users are already automation-minded. High conversion potential. --- ### 19. Close CRM MCP | Metric | Data | |--------|------| | **Total Customers** | ~10,000 businesses | | **Avg Revenue/Customer** | ~$1,200/year | | **Customer Profile** | Inside sales teams | | **API Quality** | Excellent - very developer-friendly | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 50-100 | 3-7 | $225-$525 | | Month 6 | 150-280 | 12-22 | $900-$1,650 | | Month 12 | 350-600 | 28-50 | $2,100-$3,750 | | Month 24 | 800-1,400 | 70-125 | $5,250-$9,375 | --- ## 📋 PROJECT MANAGEMENT ### 20. ClickUp MCP | Metric | Data | |--------|------| | **Total Customers** | ~800,000+ teams | | **Avg Revenue/Customer** | ~$500/year | | **Customer Profile** | Teams of all sizes | | **API Quality** | Good - REST API | | **Competition** | ⚠️ Community servers exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 200-400 | 15-30 | $1,125-$2,250 | | Month 6 | 500-900 | 40-75 | $3,000-$5,625 | | Month 12 | 1,100-1,900 | 95-165 | $7,125-$12,375 | | Month 24 | 2,500-4,500 | 240-420 | $18,000-$31,500 | --- ### 21. Trello MCP | Metric | Data | |--------|------| | **Total Customers** | ~50 million users | | **Avg Revenue/Customer** | ~$60/year (freemium heavy) | | **Customer Profile** | Individual to team | | **API Quality** | Excellent - mature API | | **Competition** | ❌ ZERO official MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 300-600 | 20-40 | $1,500-$3,000 | | Month 6 | 700-1,300 | 55-100 | $4,125-$7,500 | | Month 12 | 1,600-2,800 | 130-230 | $9,750-$17,250 | | Month 24 | 3,600-6,500 | 320-580 | $24,000-$43,500 | **Why High:** 50M users. Even small conversion = big numbers. --- ### 22. Wrike MCP | Metric | Data | |--------|------| | **Total Customers** | ~20,000 businesses | | **Avg Revenue/Customer** | ~$10,000/year | | **Customer Profile** | Mid-market project management | | **API Quality** | Good - REST API | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 60-120 | 4-9 | $300-$675 | | Month 6 | 180-350 | 14-28 | $1,050-$2,100 | | Month 12 | 450-800 | 35-65 | $2,625-$4,875 | | Month 24 | 1,000-1,800 | 90-160 | $6,750-$12,000 | --- ## 🎫 SUPPORT / HELPDESK ### 23. Zendesk MCP | Metric | Data | |--------|------| | **Total Customers** | ~100,000+ businesses | | **Avg Revenue/Customer** | ~$15,000/year | | **Customer Profile** | SMB to enterprise support | | **API Quality** | Excellent - very mature | | **Competition** | ⚠️ Community servers exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 200-400 | 12-25 | $900-$1,875 | | Month 6 | 500-900 | 40-70 | $3,000-$5,250 | | Month 12 | 1,100-1,900 | 90-160 | $6,750-$12,000 | | Month 24 | 2,500-4,500 | 230-400 | $17,250-$30,000 | --- ### 24. Freshdesk MCP | Metric | Data | |--------|------| | **Total Customers** | ~60,000 businesses | | **Avg Revenue/Customer** | ~$3,000/year | | **Customer Profile** | SMB customer support | | **API Quality** | Good - REST API | | **Competition** | ⚠️ Community servers exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 100-200 | 6-14 | $450-$1,050 | | Month 6 | 300-550 | 22-42 | $1,650-$3,150 | | Month 12 | 700-1,200 | 55-95 | $4,125-$7,125 | | Month 24 | 1,500-2,800 | 140-240 | $10,500-$18,000 | --- ### 25. Help Scout MCP | Metric | Data | |--------|------| | **Total Customers** | ~12,000 businesses | | **Avg Revenue/Customer** | ~$2,500/year | | **Customer Profile** | SMB customer support | | **API Quality** | Good - REST API | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 50-100 | 3-7 | $225-$525 | | Month 6 | 150-300 | 12-24 | $900-$1,800 | | Month 12 | 380-700 | 30-55 | $2,250-$4,125 | | Month 24 | 850-1,600 | 75-140 | $5,625-$10,500 | --- ## 🛒 E-COMMERCE ### 26. BigCommerce MCP | Metric | Data | |--------|------| | **Total Customers** | ~44,000 stores | | **Avg Revenue/Customer** | ~$7,000/year | | **Customer Profile** | Mid-market e-commerce | | **API Quality** | Excellent - GraphQL + REST | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 80-160 | 5-12 | $375-$900 | | Month 6 | 250-450 | 18-35 | $1,350-$2,625 | | Month 12 | 600-1,000 | 45-80 | $3,375-$6,000 | | Month 24 | 1,300-2,400 | 115-200 | $8,625-$15,000 | --- ### 27. Squarespace MCP | Metric | Data | |--------|------| | **Total Customers** | ~4.4 million websites | | **Avg Revenue/Customer** | ~$200/year | | **Customer Profile** | Creative professionals, SMBs | | **API Quality** | Limited - Commerce API | | **Competition** | ❌ ZERO MCPs exist | **Projections:** | Timeframe | GitHub Stars | Managed Customers | MRR | |-----------|--------------|-------------------|-----| | Month 3 | 150-300 | 10-22 | $750-$1,650 | | Month 6 | 400-700 | 35-65 | $2,625-$4,875 | | Month 12 | 900-1,600 | 80-145 | $6,000-$10,875 | | Month 24 | 2,000-3,800 | 200-370 | $15,000-$27,750 | --- ## 📊 AGGREGATE PROJECTIONS ### All 27 MCPs Combined | Timeframe | Total GitHub Stars | Total Managed Customers | Total MRR | Annual Revenue | |-----------|-------------------|------------------------|-----------|----------------| | **Month 3** | 3,500-7,000 | 250-500 | $18,750-$37,500 | $225K-$450K run rate | | **Month 6** | 9,000-17,000 | 750-1,400 | $56,250-$105,000 | $675K-$1.26M run rate | | **Month 12** | 21,000-40,000 | 1,800-3,300 | $135,000-$247,500 | $1.62M-$2.97M run rate | | **Month 24** | 48,000-95,000 | 4,500-8,500 | $337,500-$637,500 | $4.05M-$7.65M run rate | --- ## 🎯 RECOMMENDED BUILD ORDER (ROI Prioritized) ### Tier 1 - Build First (Highest ROI) 1. **Calendly** - Massive TAM, everyone uses it 2. **Mailchimp** - 14M users, marketing + AI is hot 3. **Gusto** - HR/payroll data is gold 4. **Toast** - Restaurant tech underserved 5. **Jobber** - GHL customer overlap ### Tier 2 - Build Next (Strong ROI) 6. **ServiceTitan** - High-value customers ($78K/yr) 7. **Trello** - 50M users 8. **Zendesk** - Support + AI is natural fit 9. **ClickUp** - Fast-growing PM tool 10. **Pipedrive** - Sales + AI = easy sell ### Tier 3 - Build After (Solid ROI) 11-27. Everything else --- ## ⏱️ BUILD TIMELINE | Phase | Duration | MCPs | Cumulative | |-------|----------|------|------------| | Phase 1 | Weeks 1-8 | 5 MCPs (Tier 1) | 5 total | | Phase 2 | Weeks 9-16 | 5 MCPs (Tier 2) | 10 total | | Phase 3 | Weeks 17-32 | 10 MCPs | 20 total | | Phase 4 | Weeks 33-48 | 7 MCPs | 27 total | **Total investment:** ~48 weeks (1 year) to build all 27 **Expected ARR at Month 24:** $4M-$7.6M --- ## 💡 RISK FACTORS 1. **API changes** - Platforms update APIs, requires maintenance 2. **Competition** - Others may build MCPs (first-mover advantage matters) 3. **MCP adoption** - Protocol is new, adoption curve uncertain 4. **Support burden** - More MCPs = more support tickets 5. **Churn** - SMBs churn faster than enterprise ## 🚀 UPSIDE FACTORS 1. **Network effects** - More MCPs = more visibility = more customers 2. **Agency deals** - One agency = 10-50 client accounts 3. **Enterprise tiers** - Custom pricing for large deployments 4. **Partnerships** - Platform partnerships (like being listed in app stores) 5. **Upsells** - AI agents, custom integrations, consulting