Head to head

The 116 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 9,332,843 installs/mo vs 23,360,601 installs/mo
  2. Playwright MCP vs SeleniumBase MCP 23,360,601 installs/mo vs 2,076,176 installs/mo
  3. Agent Device (callstackincubator) vs Playwright MCP 530,730 installs/mo vs 23,360,601 installs/mo
  4. Chrome DevTools MCP vs SeleniumBase MCP 9,332,843 installs/mo vs 2,076,176 installs/mo
  5. Agent Device (callstackincubator) vs Chrome DevTools MCP 530,730 installs/mo vs 9,332,843 installs/mo
  6. Agent Device (callstackincubator) vs SeleniumBase MCP 530,730 installs/mo vs 2,076,176 installs/mo

documentation

  1. Context7 vs GitLab MCP 3,719,962 installs/mo vs 497,724 installs/mo
  2. Svelte MCP vs Context7 107,543 installs/mo vs 3,719,962 installs/mo
  3. Appwrite MCP Server vs Context7 139,590 installs/mo vs 3,719,962 installs/mo
  4. Svelte MCP vs GitLab MCP 107,543 installs/mo vs 497,724 installs/mo
  5. Appwrite MCP Server vs GitLab MCP 139,590 installs/mo vs 497,724 installs/mo
  6. Appwrite MCP Server vs Svelte MCP 139,590 installs/mo vs 107,543 installs/mo

design

  1. Photoshop MCP vs Figma Context MCP (glips) 13,172 installs/mo vs 307,488 installs/mo
  2. Figma Context MCP (glips) vs Stata MCP 307,488 installs/mo vs 12,422 installs/mo
  3. Figma Context MCP (glips) vs Codesign 307,488 installs/mo vs 10,316 installs/mo
  4. Photoshop MCP vs Stata MCP 13,172 installs/mo vs 12,422 installs/mo
  5. Photoshop MCP vs Codesign 13,172 installs/mo vs 10,316 installs/mo
  6. Codesign vs Stata MCP 10,316 installs/mo vs 12,422 installs/mo

cloud infrastructure

  1. Kubernetes MCP Server vs Azure MCP Server 32,404 installs/mo vs 524,104 installs/mo
  2. Ts Core vs Azure MCP Server 57,147 installs/mo vs 524,104 installs/mo
  3. Azure MCP Server vs Coolify 524,104 installs/mo vs 18,781 installs/mo
  4. Kubernetes MCP Server vs Ts Core 32,404 installs/mo vs 57,147 installs/mo
  5. Kubernetes MCP Server vs Coolify 32,404 installs/mo vs 18,781 installs/mo
  6. Ts Core vs Coolify 57,147 installs/mo vs 18,781 installs/mo

finance

  1. CCXT vs Edgar Tools 1,921 installs/mo vs 850,518 installs/mo
  2. Edgar Tools vs Yahoo Finance (narumiruna) 850,518 installs/mo vs 11,080 installs/mo
  3. Edgar Tools vs WebCrypt MCP Server 850,518 installs/mo vs 18,628 installs/mo
  4. CCXT vs Yahoo Finance (narumiruna) 1,921 installs/mo vs 11,080 installs/mo
  5. CCXT vs WebCrypt MCP Server 1,921 installs/mo vs 18,628 installs/mo
  6. Yahoo Finance (narumiruna) vs WebCrypt MCP Server 11,080 installs/mo vs 18,628 installs/mo

coding agent

  1. Serena vs Desktop Commander 154,293 installs/mo vs 278,322 installs/mo
  2. Serena vs LLM Sandbox 154,293 installs/mo vs 368,368 installs/mo
  3. Serena vs Ouroboros 154,293 installs/mo vs 108,530 installs/mo
  4. LLM Sandbox vs Desktop Commander 368,368 installs/mo vs 278,322 installs/mo
  5. Ouroboros vs Desktop Commander 108,530 installs/mo vs 278,322 installs/mo
  6. Ouroboros vs LLM Sandbox 108,530 installs/mo vs 368,368 installs/mo

database

  1. MongoDB MCP Server vs Supabase 312,082 installs/mo vs 462,519 installs/mo
  2. Supabase vs Dbx 462,519 installs/mo vs 36,211 installs/mo
  3. Dbhub vs Supabase 102,527 installs/mo vs 462,519 installs/mo
  4. MongoDB MCP Server vs Dbx 312,082 installs/mo vs 36,211 installs/mo
  5. Dbhub vs MongoDB MCP Server 102,527 installs/mo vs 312,082 installs/mo
  6. Dbhub vs Dbx 102,527 installs/mo vs 36,211 installs/mo

automation

  1. Ha MCP vs Claude Flow 344,083 installs/mo vs 77,159 installs/mo
  2. Windows MCP vs Claude Flow 28,374 installs/mo vs 77,159 installs/mo
  3. Tooluniverse vs Claude Flow 47,963 installs/mo vs 77,159 installs/mo
  4. Windows MCP vs Ha MCP 28,374 installs/mo vs 344,083 installs/mo
  5. Ha MCP vs Tooluniverse 344,083 installs/mo vs 47,963 installs/mo
  6. Windows MCP vs Tooluniverse 28,374 installs/mo vs 47,963 installs/mo

developer tools

  1. Sentry MCP vs Xcode Build MCP 432,036 installs/mo vs 530,072 installs/mo
  2. Xcode Build MCP vs Next Devtools MCP 530,072 installs/mo vs 342,482 installs/mo
  3. Skylos vs Xcode Build MCP 66,814 installs/mo vs 530,072 installs/mo
  4. Sentry MCP vs Next Devtools MCP 432,036 installs/mo vs 342,482 installs/mo
  5. Skylos vs Sentry MCP 66,814 installs/mo vs 432,036 installs/mo
  6. Skylos vs Next Devtools MCP 66,814 installs/mo vs 342,482 installs/mo

memory

  1. Memorix vs Codebase Memory 29,602 installs/mo vs 43,666 installs/mo
  2. Codebase Memory vs State Memory MCP 43,666 installs/mo vs 21,257 installs/mo
  3. Codebase Memory vs Plur 43,666 installs/mo vs 7,596 installs/mo
  4. Memorix vs State Memory MCP 29,602 installs/mo vs 21,257 installs/mo
  5. Memorix vs Plur 29,602 installs/mo vs 7,596 installs/mo
  6. Plur vs State Memory MCP 7,596 installs/mo vs 21,257 installs/mo

media

  1. Comfyui MCP vs Voicemode 435,014 installs/mo vs 7,843 installs/mo
  2. Comfyui MCP vs Claude Real Video 435,014 installs/mo vs 4,890 installs/mo
  3. Comfyui MCP vs Minutes 435,014 installs/mo vs 3,770 installs/mo
  4. Claude Real Video vs Voicemode 4,890 installs/mo vs 7,843 installs/mo
  5. Voicemode vs Minutes 7,843 installs/mo vs 3,770 installs/mo
  6. Claude Real Video vs Minutes 4,890 installs/mo vs 3,770 installs/mo

API integration

  1. Microsoft 365 MCP Server vs Telnyx 160,284 installs/mo vs 1,057,516 installs/mo
  2. Hevy MCP Server vs Telnyx 88,360 installs/mo vs 1,057,516 installs/mo
  3. Postman MCP Server vs Telnyx 36,673 installs/mo vs 1,057,516 installs/mo
  4. Hevy MCP Server vs Microsoft 365 MCP Server 88,360 installs/mo vs 160,284 installs/mo
  5. Postman MCP Server vs Microsoft 365 MCP Server 36,673 installs/mo vs 160,284 installs/mo
  6. Hevy MCP Server vs Postman MCP Server 88,360 installs/mo vs 36,673 installs/mo

security

  1. HOL Guard vs Snyk MCP Server 102,537 installs/mo vs 2,686,402 installs/mo
  2. CrowdStrike Falcon MCP Server vs Snyk MCP Server 45,564 installs/mo vs 2,686,402 installs/mo
  3. Auth0 MCP Server vs Snyk MCP Server 20,606 installs/mo vs 2,686,402 installs/mo
  4. CrowdStrike Falcon MCP Server vs HOL Guard 45,564 installs/mo vs 102,537 installs/mo
  5. Auth0 MCP Server vs HOL Guard 20,606 installs/mo vs 102,537 installs/mo
  6. Auth0 MCP Server vs CrowdStrike Falcon MCP Server 20,606 installs/mo vs 45,564 installs/mo

productivity

  1. Basic Memory vs Praison AI 41,253 installs/mo vs 12,638 installs/mo
  2. Basic Memory vs Pm Claude Skills 41,253 installs/mo vs 9,472 installs/mo
  3. Basic Memory vs Server Trello 41,253 installs/mo vs 11,947 installs/mo
  4. Praison AI vs Pm Claude Skills 12,638 installs/mo vs 9,472 installs/mo
  5. Server Trello vs Praison AI 11,947 installs/mo vs 12,638 installs/mo
  6. Server Trello vs Pm Claude Skills 11,947 installs/mo vs 9,472 installs/mo

AI & ML

  1. Local RAG (shinpr) vs Australian Tax MCP 14,904 installs/mo vs 848,015 installs/mo
  2. Visual Memory MCP vs Australian Tax MCP 21,590 installs/mo vs 848,015 installs/mo
  3. Haiku RAG vs Australian Tax MCP 4,907 installs/mo vs 848,015 installs/mo
  4. Visual Memory MCP vs Local RAG (shinpr) 21,590 installs/mo vs 14,904 installs/mo
  5. Haiku RAG vs Local RAG (shinpr) 4,907 installs/mo vs 14,904 installs/mo
  6. Haiku RAG vs Visual Memory MCP 4,907 installs/mo vs 21,590 installs/mo

science & health

  1. Arxiv MCP Server (blazickjp) vs Pubmed MCP Server 60,292 installs/mo vs 13,671 installs/mo
  2. Arxiv MCP Server (blazickjp) vs Pyscn 60,292 installs/mo vs 2,346 installs/mo
  3. Arxiv MCP Server (blazickjp) vs Clinicaltrialsgov MCP Server 60,292 installs/mo vs 9,456 installs/mo
  4. Pubmed MCP Server vs Pyscn 13,671 installs/mo vs 2,346 installs/mo
  5. Clinicaltrialsgov MCP Server vs Pubmed MCP Server 9,456 installs/mo vs 13,671 installs/mo
  6. Clinicaltrialsgov MCP Server vs Pyscn 9,456 installs/mo vs 2,346 installs/mo

data & analytics

  1. Server Chart vs ClaudeR - RStudio MCP Server 13,671 installs/mo vs 11,271 installs/mo
  2. Server Chart vs Keboola MCP Server 13,671 installs/mo vs 18,367 installs/mo
  3. Server Chart vs Google Analytics MCP 13,671 installs/mo vs 12,229 installs/mo
  4. ClaudeR - RStudio MCP Server vs Keboola MCP Server 11,271 installs/mo vs 18,367 installs/mo
  5. ClaudeR - RStudio MCP Server vs Google Analytics MCP 11,271 installs/mo vs 12,229 installs/mo
  6. Keboola MCP Server vs Google Analytics MCP 18,367 installs/mo vs 12,229 installs/mo

web scraping

  1. Firecrawl MCP Server vs Tavily MCP 178,195 installs/mo vs 86,761 installs/mo
  2. Firecrawl MCP Server vs Wigolo 178,195 installs/mo vs 3,896 installs/mo
  3. Wigolo vs Tavily MCP 3,896 installs/mo vs 86,761 installs/mo

web framework

  1. Semiotic vs Webcomponents React MCP Server 31,886 installs/mo vs 2,298 installs/mo
  2. Semiotic vs Umbraco CMS MCP Dev 31,886 installs/mo vs 6,312 installs/mo
  3. Webcomponents React MCP Server vs Umbraco CMS MCP Dev 2,298 installs/mo vs 6,312 installs/mo

email

  1. Emailmd vs Email MCP 19,161 installs/mo vs 15,389 installs/mo
  2. Google Workspace (aaronsb) vs Emailmd 8,142 installs/mo vs 19,161 installs/mo
  3. Google Workspace (aaronsb) vs Email MCP 8,142 installs/mo vs 15,389 installs/mo

DevOps & monitoring

  1. World Monitor vs Preflight ★ 86,725 vs 10,053 installs/mo
  2. World Monitor vs Open Metadata ★ 86,725 vs ★ 15,244
  3. Preflight vs Open Metadata 10,053 installs/mo vs ★ 15,244

search

  1. Blockrun MCP vs SearXNG Search 5,997 installs/mo vs 57,841 installs/mo

communication

  1. Agent Phone vs Agent Swarm 25,408 installs/mo vs 9,965 installs/mo