Head to head

The 111 comparisons we publish - same-category servers with real adoption on both sides, compared on live data.

browser automation

  1. Chrome DevTools MCP vs Playwright MCP 7,879,708 installs/mo vs 25,988,876 installs/mo
  2. Agent Device (callstack) vs Playwright MCP 586,584 installs/mo vs 25,988,876 installs/mo
  3. Playwright MCP vs Argent 25,988,876 installs/mo vs 220,495 installs/mo
  4. Agent Device (callstack) vs Chrome DevTools MCP 586,584 installs/mo vs 7,879,708 installs/mo
  5. Chrome DevTools MCP vs Argent 7,879,708 installs/mo vs 220,495 installs/mo
  6. Agent Device (callstack) vs Argent 586,584 installs/mo vs 220,495 installs/mo

documentation

  1. Context7 vs GitLab MCP 4,108,483 installs/mo vs 421,764 installs/mo
  2. Repowise vs Context7 28,712 installs/mo vs 4,108,483 installs/mo
  3. Svelte MCP vs Context7 102,283 installs/mo vs 4,108,483 installs/mo
  4. Repowise vs GitLab MCP 28,712 installs/mo vs 421,764 installs/mo
  5. Svelte MCP vs GitLab MCP 102,283 installs/mo vs 421,764 installs/mo
  6. Repowise vs Svelte MCP 28,712 installs/mo vs 102,283 installs/mo

developer tools

  1. Xcode Build MCP vs Storybook MCP Addon 597,794 installs/mo vs 7,699,261 installs/mo
  2. Sentry MCP vs Storybook MCP Addon 460,591 installs/mo vs 7,699,261 installs/mo
  3. Skylos vs Storybook MCP Addon 133,796 installs/mo vs 7,699,261 installs/mo
  4. Sentry MCP vs Xcode Build MCP 460,591 installs/mo vs 597,794 installs/mo
  5. Skylos vs Xcode Build MCP 133,796 installs/mo vs 597,794 installs/mo
  6. Skylos vs Sentry MCP 133,796 installs/mo vs 460,591 installs/mo

cloud infrastructure

  1. Kubernetes MCP Server vs Azure MCP Server 48,703 installs/mo vs 500,118 installs/mo
  2. Azure MCP Server vs Coolify 500,118 installs/mo vs 25,205 installs/mo
  3. Ts Core vs Azure MCP Server 51,396 installs/mo vs 500,118 installs/mo
  4. Kubernetes MCP Server vs Coolify 48,703 installs/mo vs 25,205 installs/mo
  5. Kubernetes MCP Server vs Ts Core 48,703 installs/mo vs 51,396 installs/mo
  6. Ts Core vs Coolify 51,396 installs/mo vs 25,205 installs/mo

coding agent

  1. Serena vs Desktop Commander 162,532 installs/mo vs 228,599 installs/mo
  2. Serena vs LLM Sandbox 162,532 installs/mo vs 557,452 installs/mo
  3. Serena vs Ouroboros 162,532 installs/mo vs 82,330 installs/mo
  4. LLM Sandbox vs Desktop Commander 557,452 installs/mo vs 228,599 installs/mo
  5. Ouroboros vs Desktop Commander 82,330 installs/mo vs 228,599 installs/mo
  6. Ouroboros vs LLM Sandbox 82,330 installs/mo vs 557,452 installs/mo

automation

  1. Ha MCP vs Claude Flow 504,877 installs/mo vs 79,547 installs/mo
  2. Ha MCP vs Tooluniverse 504,877 installs/mo vs 161,614 installs/mo
  3. Windows MCP vs Ha MCP 40,855 installs/mo vs 504,877 installs/mo
  4. Tooluniverse vs Claude Flow 161,614 installs/mo vs 79,547 installs/mo
  5. Windows MCP vs Claude Flow 40,855 installs/mo vs 79,547 installs/mo
  6. Windows MCP vs Tooluniverse 40,855 installs/mo vs 161,614 installs/mo

database

  1. MongoDB MCP Server vs Supabase 450,845 installs/mo vs 374,748 installs/mo
  2. Dbhub vs Supabase 97,593 installs/mo vs 374,748 installs/mo
  3. Supabase vs Dbx 374,748 installs/mo vs 33,367 installs/mo
  4. Dbhub vs MongoDB MCP Server 97,593 installs/mo vs 450,845 installs/mo
  5. MongoDB MCP Server vs Dbx 450,845 installs/mo vs 33,367 installs/mo
  6. Dbhub vs Dbx 97,593 installs/mo vs 33,367 installs/mo

security

  1. HOL Guard vs Snyk MCP Server 82,400 installs/mo vs 2,811,260 installs/mo
  2. CrowdStrike Falcon MCP Server vs Snyk MCP Server 41,675 installs/mo vs 2,811,260 installs/mo
  3. Auth0 MCP Server vs Snyk MCP Server 21,118 installs/mo vs 2,811,260 installs/mo
  4. CrowdStrike Falcon MCP Server vs HOL Guard 41,675 installs/mo vs 82,400 installs/mo
  5. Auth0 MCP Server vs HOL Guard 21,118 installs/mo vs 82,400 installs/mo
  6. Auth0 MCP Server vs CrowdStrike Falcon MCP Server 21,118 installs/mo vs 41,675 installs/mo

memory

  1. Memorix vs Codebase Memory 6,710 installs/mo vs 39,800 installs/mo
  2. Codebase Memory vs Plur 39,800 installs/mo vs 8,736 installs/mo
  3. Codebase Memory vs Superlocalmemory 39,800 installs/mo vs 7,909 installs/mo
  4. Memorix vs Plur 6,710 installs/mo vs 8,736 installs/mo
  5. Memorix vs Superlocalmemory 6,710 installs/mo vs 7,909 installs/mo
  6. Plur vs Superlocalmemory 8,736 installs/mo vs 7,909 installs/mo

API integration

  1. Microsoft 365 MCP Server vs Telnyx 177,818 installs/mo vs 1,022,704 installs/mo
  2. Hostinger API MCP vs Telnyx 431,446 installs/mo vs 1,022,704 installs/mo
  3. Postman MCP Server vs Telnyx 35,148 installs/mo vs 1,022,704 installs/mo
  4. Hostinger API MCP vs Microsoft 365 MCP Server 431,446 installs/mo vs 177,818 installs/mo
  5. Postman MCP Server vs Microsoft 365 MCP Server 35,148 installs/mo vs 177,818 installs/mo
  6. Hostinger API MCP vs Postman MCP Server 431,446 installs/mo vs 35,148 installs/mo

media

  1. Comfyui MCP vs Claude Real Video 374,183 installs/mo vs 6,952 installs/mo
  2. Comfyui MCP vs Voicemode 374,183 installs/mo vs 12,841 installs/mo
  3. Comfyui MCP vs Kinocut 374,183 installs/mo vs 21,495 installs/mo
  4. Claude Real Video vs Voicemode 6,952 installs/mo vs 12,841 installs/mo
  5. Claude Real Video vs Kinocut 6,952 installs/mo vs 21,495 installs/mo
  6. Kinocut vs Voicemode 21,495 installs/mo vs 12,841 installs/mo

science & health

  1. Arxiv MCP Server (blazickjp) vs Paper Banana 84,878 installs/mo vs 15,480 installs/mo
  2. Arxiv MCP Server (blazickjp) vs Pubmed MCP Server 84,878 installs/mo vs 13,163 installs/mo
  3. Arxiv MCP Server (blazickjp) vs Codescene MCP Server 84,878 installs/mo vs 13,317 installs/mo
  4. Pubmed MCP Server vs Paper Banana 13,163 installs/mo vs 15,480 installs/mo
  5. Codescene MCP Server vs Paper Banana 13,317 installs/mo vs 15,480 installs/mo
  6. Codescene MCP Server vs Pubmed MCP Server 13,317 installs/mo vs 13,163 installs/mo

productivity

  1. Basic Memory vs Praison AI 45,226 installs/mo vs 20,262 installs/mo
  2. Basic Memory vs Server Trello 45,226 installs/mo vs 125,139 installs/mo
  3. Basic Memory vs Pm Claude Skills 45,226 installs/mo vs 10,948 installs/mo
  4. Server Trello vs Praison AI 125,139 installs/mo vs 20,262 installs/mo
  5. Praison AI vs Pm Claude Skills 20,262 installs/mo vs 10,948 installs/mo
  6. Server Trello vs Pm Claude Skills 125,139 installs/mo vs 10,948 installs/mo

data & analytics

  1. Server Chart vs Keboola MCP Server 36,312 installs/mo vs 45,193 installs/mo
  2. Server Chart vs ClaudeR - RStudio MCP Server 36,312 installs/mo vs 10,172 installs/mo
  3. Server Chart vs Google Analytics MCP 36,312 installs/mo vs 24,309 installs/mo
  4. ClaudeR - RStudio MCP Server vs Keboola MCP Server 10,172 installs/mo vs 45,193 installs/mo
  5. Keboola MCP Server vs Google Analytics MCP 45,193 installs/mo vs 24,309 installs/mo
  6. ClaudeR - RStudio MCP Server vs Google Analytics MCP 10,172 installs/mo vs 24,309 installs/mo

DevOps & monitoring

  1. Dynatrace MCP vs World Monitor 85,897 installs/mo vs ★ 83,963
  2. Dynatrace MCP vs LibreNMS MCP 85,897 installs/mo vs 7,905 installs/mo
  3. Monitor vs Dynatrace MCP 635 installs/mo vs 85,897 installs/mo
  4. World Monitor vs LibreNMS MCP ★ 83,963 vs 7,905 installs/mo
  5. Monitor vs World Monitor 635 installs/mo vs ★ 83,963
  6. Monitor vs LibreNMS MCP 635 installs/mo vs 7,905 installs/mo

AI & ML

  1. DeepSeek MCP Server vs Local RAG (shinpr) 10,094 installs/mo vs 13,923 installs/mo
  2. Airweave Search vs Local RAG (shinpr) 6,559 installs/mo vs 13,923 installs/mo
  3. Ruv Swarm vs Local RAG (shinpr) 20,015 installs/mo vs 13,923 installs/mo
  4. Airweave Search vs DeepSeek MCP Server 6,559 installs/mo vs 10,094 installs/mo
  5. DeepSeek MCP Server vs Ruv Swarm 10,094 installs/mo vs 20,015 installs/mo
  6. Airweave Search vs Ruv Swarm 6,559 installs/mo vs 20,015 installs/mo

web scraping

  1. Firecrawl MCP Server vs Tavily MCP 512,194 installs/mo vs 127,185 installs/mo
  2. Firecrawl MCP Server vs Wigolo 512,194 installs/mo vs 6,345 installs/mo
  3. Wigolo vs Tavily MCP 6,345 installs/mo vs 127,185 installs/mo

finance

  1. Edgar Tools vs Yahoo Finance (narumiruna) 967,091 installs/mo vs 61,079 installs/mo
  2. Edgar Tools vs T2000 967,091 installs/mo vs 11,061 installs/mo
  3. T2000 vs Yahoo Finance (narumiruna) 11,061 installs/mo vs 61,079 installs/mo

email

  1. Emailmd vs Email MCP 16,603 installs/mo vs 39,767 installs/mo
  2. Google Workspace (aaronsb) vs Emailmd 7,449 installs/mo vs 16,603 installs/mo
  3. Google Workspace (aaronsb) vs Email MCP 7,449 installs/mo vs 39,767 installs/mo

communication

  1. Agent Phone vs Agent Swarm 7,644 installs/mo vs 5,667 installs/mo
  2. Iterable Data vs Agent Swarm 6,680 installs/mo vs 5,667 installs/mo
  3. Agent Phone vs Iterable Data 7,644 installs/mo vs 6,680 installs/mo

design

  1. Photoshop MCP vs Figma Context MCP 10,827 installs/mo vs 351,765 installs/mo

search

  1. Blockrun MCP vs SearXNG Search 8,534 installs/mo vs 87,552 installs/mo

web framework

  1. Semiotic vs Webcomponents React MCP Server 41,628 installs/mo vs 2,166 installs/mo