MCPNews

The Model Context Protocol ecosystem, verified

Current spec 2026-07-28

The MCP 500

The MCP 500 ranks 500 MCP servers by the Adoption Index (methodology v1): a published formula over public measurements - package downloads, marketplace presence, community, and maintenance. Snapshot 2026-09-15, measured from 31,876 candidates. It is a measure of adoption, not a quality verdict.

Rank measures public adoption, computed by a published formula over dated, source-linked measurements - it is not a quality verdict and not a security endorsement. Rows marked "measured, not yet verified" have no catalog record yet: their facts (spec support, publisher authority, auth) have not been verified by this site, and their links go to external sources only. Verification status lives in the adoption tracker.

Out of the 500 since 2026-09-03

Per-row movement is in the table's Wk column; this lists what the arrows cannot show - identities ranked in the previous snapshot that hold no rank in this one. A registry rename appears here as a drop-out plus a new entrant, because rank history tracks registry identities, not projects.

The ranked 500

# Wk Server Index Downloads/wk Stars Verification
1 = Playwright MCP · microsoft 85.06 4.6M 37k In catalog
2 = Chrome DevTools MCP · google 82.60 1.5M 52k In catalog
3 = Context7 · upstash 81.78 1.1M 62k In catalog
4 = Firebase MCP Server · google 80.31 2.2M 4.5k In catalog
5 = MongoDB MCP Server · mongodb 79.54 56k 1.1k In catalog
6 = Browser Use MCP Server · browser-use 79.17 - 115k In catalog
7 = GitHub MCP Server · github 75.74 - 33k In catalog
8 ▲6 Desktop Commander · desktop-commander 74.03 156k 9.6k In catalog
9 ▲4 Airtable · github-domdomegg 72.29 2.2k 457 In catalog
10 ▼1 claude-flow · github-ruvnet 72.18 18k 73k In catalog
11 ▼1 Framelink MCP for Figma · framelink 71.84 56k 16k In catalog
12 ▲22 openrouter-multimodal · github-stabgan 71.00 787 87 In catalog
13 ▼1 Supabase MCP Server · supabase 70.25 84k 2.9k In catalog
14 ▲4 Codebase Memory MCP · deusdata 70.15 14k 43k In catalog
15 ▼4 gitlab-mcp · zereight 69.73 82k 2.0k In catalog
16 ▼1 Firecrawl MCP Server · firecrawl 68.97 27k 7.5k In catalog
17 ▲4 Apify MCP Server · apify 68.43 - 7.2k In catalog
18 ▼2 Sentry MCP Server · sentry 68.09 83k 853 In catalog
19 ▲9 mobile-mcp · mobile-next 68.00 23k 6.7k In catalog
20 ▲3 agent-device · callstack 67.97 - 4.6k In catalog
21 ▼4 Cloudflare MCP servers · cloudflare 67.90 - 4.2k In catalog
22 ▲2 Argent · github-software-mansion 67.68 52k 2.8k In catalog
23 ▼1 Telnyx MCP Server · telnyx 67.55 211k 197 In catalog
24 ▲1 dbx · github-t8y2 67.18 7.3k 20k In catalog
25 ▼5 Snyk MCP Server · snyk 67.17 516k 55 In catalog
26 ▲11 next-devtools-mcp · vercel 66.87 73k 821 In catalog
27 ▼8 comfyui-mcp · github-artokun 66.12 44k 747 In catalog
28 ▲32 Hevy MCP Server · github-chrisdoc 66.09 58k 471 In catalog
29 ▲2 DBHub · bytebase 65.74 16k 3.5k In catalog
30 new CCXT · io.github.ccxt 65.62 1.7k 44k Measured, not yet verified
31 ▼2 Azure MCP Server · microsoft 65.55 104k - In catalog
32 ▼5 Microsoft 365 MCP Server · github-softeria 65.47 21k 973 In catalog
33 ▼3 fiori-mcp-server · github-sap 65.44 70k 158 In catalog
34 ▼2 tavily-mcp · github-tavily-ai 65.24 16k 2.4k In catalog
35 ▼9 screenpipe · github-screenpipe 64.93 2.8k 22k In catalog
36 = CloudBase MCP · tencentcloudbase 64.71 21k 1.1k In catalog
37 ▼4 ROS 2 MCP Server · wise-vision 64.63 - 88 In catalog
38 ▼3 mcp-server · github-ui5 63.95 74k 99 In catalog
39 ▲47 Memorix · github-avids2 63.81 23k 773 In catalog
40 ▲2 brightdata-mcp · github-brightdata 63.48 7.0k 2.6k In catalog
41 = webcomponents-react-mcp-server · github-ui5 63.20 - 540 In catalog
42 ▼4 kubernetes-mcp-server · github-containers 63.02 5.6k 2.1k In catalog
43 ▼4 SearXNG Search · github-ihor-sokoliuk 62.90 9.6k 1.2k In catalog
44 ▲15 socraticode · github-giancarloerra 62.90 4.7k 3.3k In catalog
45 ▼5 mcp-server · github-cap-js 62.55 43k 112 In catalog
46 ▼1 Svelte MCP · svelte 62.49 23k 324 In catalog
47 ▲11 Weather MCP Server · github-isdaniel 62.44 - 60 In catalog
48 ▲13 postman-mcp-server · postman 61.72 13k 314 In catalog
49 ▼6 Semiotic · github-nteract 61.62 4.8k 2.7k In catalog
50 ▲7 BrowserStack MCP Server · browserstack 61.43 17k 150 In catalog
51 ▼2 mcp-server-chart · github-antvis 61.33 3.1k 4.4k In catalog
52 ▲20 loki-mode · github-asklokesh 61.28 4.9k 1.1k In catalog
53 ▼2 sem · github-ataraxy-labs 61.28 4.5k 3.4k In catalog
54 ▲9 coolify · github-stumason 61.27 8.3k 592 In catalog
55 ▼8 Power BI Modeling MCP Server · microsoft 61.11 5.0k 1.2k In catalog
56 ▼12 ssh-mcp · tufantunc 60.91 6.2k 731 In catalog
57 ▲14 Agent Swarm · desplega-ai 60.54 5.5k 777 In catalog
58 ▼6 gk-cli · gitkraken 60.35 4.5k 456 In catalog
59 ▲37 pm-claude-skills · github-mohitagw15856 60.34 3.0k 1.4k In catalog
60 ▼12 Appium MCP · appium 60.27 6.1k 471 In catalog
61 ▼6 pinkpixel-dev-web-scout-mcp · github-pinkpixel-dev 59.63 - 134 In catalog
62 ▼8 Google Drive MCP · piotr-agier 59.56 5.5k 217 In catalog
63 ▲5 rsdoctor · github-yifancong 58.93 2.6k 1.1k In catalog
64 ▼2 wigolo · github-knockoutez 58.80 839 5.3k In catalog
65 ▼1 emailmd · emailmd 58.59 4.1k 1.4k In catalog
66 ▼58 Storybook MCP Addon · storybook 58.45 1.5M 270 In catalog
67 ▲3 photoshop-mcp · github-alisaitteke 58.40 3.8k 456 In catalog
68 ▲117 Substack MCP Server · io.github.marcomoauro 58.30 117 - Measured, not yet verified
69 ▼3 mcp-local-rag · github-shinpr 58.28 3.3k 395 In catalog
70 new Claude Code Ultimate Guide · io.github.FlorianBruniaux 58.16 489 6.0k Measured, not yet verified
71 ▲40 mcp · infobip 58.04 - 35 In catalog
72 ▲1 mcp · keboola 57.90 - 86 In catalog
73 ▲9 Auth0 MCP Server · auth0 57.83 5.3k 121 In catalog
74 ▼7 clickup · github-taazkareem 57.78 17k 50 In catalog
75 ▲14 mcp-image · github-shinpr 57.73 5.0k 164 In catalog
76 ▲25 mcp-server-tauri · github-hypothesi 57.45 4.3k 303 In catalog
77 ▲7 Octocode MCP - AI Context Platform · github-bgauryy 57.39 1.7k 935 In catalog
78 ▼13 mcp-server-trello · github-delorenj 57.20 2.0k 439 In catalog
79 ▲170 State Memory MCP · github-putervision 56.97 15k 88 In catalog
80 ▲3 PDF Reader MCP · github-sylphxai 56.96 1.4k 925 In catalog
81 ▲152 Visual Memory MCP · github-putervision 56.76 15k 69 In catalog
82 ▼7 jshookmcp · github-vmoranv 56.59 507 2.0k In catalog
83 ▼5 Dynoxide · github-nubo-db 56.57 7.2k 88 In catalog
84 ▲14 Anki MCP Server · ankimcp 56.38 2.1k 481 In catalog
85 ▼6 brave-search-mcp-server · github-brave 56.27 10k - In catalog
86 new io.github.silverstein/minutes · io.github.silverstein 56.15 677 1.5k Measured, not yet verified
87 ▼11 mdk-mcp-server · github-sap 56.10 7.2k 37 In catalog
88 ▼19 ruv-swarm · github-ruvnet 56.10 2.2k 380 In catalog
89 ▼2 reddit-mcp-buddy · github-karanb192 55.93 1.4k 827 In catalog
90 ▲26 safari-mcp · github-achiya-automation 55.93 2.5k 196 In catalog
91 ▼14 AgentPhone · agentphone-ai 55.84 4.3k 121 In catalog
92 ▼11 SmartBear MCP · smartbear 55.77 9.1k - In catalog
93 ▲37 ctxlint · yawlabs 55.63 13k 10 In catalog
94 new io.github.pooriaarab/adscapi · io.github.pooriaarab 55.63 8.8k - Measured, not yet verified
95 ▲114 WebCrypt MCP Server · io.github.putervision 55.59 11k 29 In catalog
96 ▲54 OpenTakeoff · github-kentucky-ai 55.50 1.9k 127 In catalog
97 ▼2 kaneo · github-usekaneo 55.46 150 9.1k In catalog
98 new io.github.newrelic-experimental/preflight · io.github.newrelic-experimental 55.41 3.8k 45 Measured, not yet verified
99 ▲29 Google Maps MCP Server · github-cablate 55.40 1.0k 457 In catalog
100 ▲113 Hostinger API MCP Server · hostinger 55.40 1.6k 155 In catalog
101 ▼8 io.github.nikolai-vysotskyi/trace-mcp · io.github.nikolai-vysotskyi 55.40 2.3k 174 Measured, not yet verified
102 ▲37 discord-mcp · github-pasympa 55.39 696 21 In catalog
103 ▲5 deja-vu · github-vshulcz 55.26 783 820 In catalog
104 ▼16 growthbook-mcp · github-growthbook 55.23 4.0k 23 In catalog
105 new LetsFG - Flights & Hotels · io.github.LetsFG 55.14 447 2.0k Measured, not yet verified
106 new MCP for Adobe Premiere Pro · io.github.leancoderkavy 55.10 1.4k 257 Measured, not yet verified
107 ▼10 esa · github-esaio 55.05 4.0k 62 In catalog
108 ▼8 Ignite UI Theming MCP Server · io.github.IgniteUI 55.05 7.5k 44 In catalog
109 ▲37 Lunch Money · github-akutishevsky 55.01 5.0k 106 In catalog
110 ▲5 blockrun-mcp · github-blockrunai 54.87 1.1k 394 In catalog
111 ▲30 notion-mcp-server · github-awkoy 54.86 1.6k 171 In catalog
112 ▼3 mcp · github-webdriverio 54.80 3.5k 38 In catalog
113 ▲35 Mindwtr · github-dongdongbh 54.75 398 2.0k In catalog
114 ▼15 google-surf-mcp · github-harimxchoi 54.68 1.3k 291 In catalog
115 ▼12 mcp · github-discourse 54.50 2.3k 76 In catalog
116 ▼26 superlocalmemory · github-varun369 54.48 1.2k 225 In catalog
117 ▼10 IWE · io.github.iwe-org 54.43 476 1.6k In catalog
118 ▲2 Qase Test Management · qase 54.42 3.8k 32 In catalog
119 ▼45 token-optimizer-mcp · github-ooples 54.34 688 529 In catalog
120 ▲25 genexus · github-lennix1337 54.29 2.5k 31 In catalog
121 new Aether Wealth · ai.aetherwealth 54.27 6.2k - Measured, not yet verified
122 ▼8 mcp-server · github-mapbox 54.24 1.1k 354 In catalog
123 ▲43 DeepSeek MCP Server · github-dmontgomery40 54.10 800 352 In catalog
124 ▲33 Huly MCP · github-dearlordylord 54.05 1.9k 54 In catalog
125 ▲37 mcp · github-qverisai 54.03 1.1k 263 In catalog
126 new Agent Comms · github-exadev 53.98 4.3k 20 In catalog
127 ▲13 dot-ai · github-vfarcic 53.98 650 336 In catalog
128 ▼7 Claudexor · github-razzant 53.92 706 459 In catalog
129 ▼5 mcp-gsheets · github-freema 53.87 1.8k 98 In catalog
130 ▼3 anytype-mcp · github-anyproto 53.84 637 522 In catalog
131 ▲51 Kin · kinlab 53.81 2.5k 61 In catalog
132 ▼28 Weather MCP Server (dangahagan) · dangahagan 53.77 2.6k 44 In catalog
133 ▼20 GitHits · githits 53.74 1.9k 105 In catalog
134 ▼16 mcp-accessibility-scanner · github-justasmonkev 53.60 1.9k 56 In catalog
135 new Vestige · io.github.samvallad33 53.57 476 624 Measured, not yet verified
136 new Bourdon · ai.bourdon 53.51 5.2k - Measured, not yet verified
137 ▲78 Godot MCP Runtime · github-erodenn 53.45 1.7k 73 In catalog
138 new StyleKit · io.github.AnxForever 53.40 733 498 Measured, not yet verified
139 ▲26 YawLabs Postgres MCP · yawlabs 53.37 8.6k 5 In catalog
140 ▼55 io.github.bvisible/mcp-ssh-manager · io.github.bvisible 53.30 475 480 In catalog
141 ▲1 Entroly · github-juyterman1000 53.27 475 443 In catalog
142 new Octocode · io.github.Muvon 53.26 530 473 Measured, not yet verified
143 ▼63 email-mcp · github-codefuturist 53.22 1.2k 111 In catalog
144 ▼8 XActions · github-nirholas 53.17 367 530 In catalog
145 ▲38 MediaWiki MCP Server · github-professionalwiki 53.12 924 131 In catalog
146 ▲13 touchdesigner-mcp-server · github-8beeeaaat 53.05 478 532 In catalog
147 ▼30 code-index · github-regsorm 53.04 1.2k 113 In catalog
148 ▼1 cli-microsoft365-mcp-server · github-pnp 53.03 932 130 In catalog
149 ▼37 Run402 · run402 53.02 3.5k 24 In catalog
150 ▼44 Google Workspace MCP (aaronsb) · aaronsb 52.99 798 181 In catalog
151 ▼41 mcp-server · upstash 52.98 2.0k 59 In catalog
152 new cuba-memorys · github-leandropg19 52.94 - 29 In catalog
153 ▼24 Bitbucket MCP (MatanYemini) · github-matanyemini 52.70 3.2k 165 In catalog
154 ▲78 Funplay Cocos MCP · github-funplayai 52.65 627 249 In catalog
155 ▼50 AutoMobile · jasonpearson 52.63 2.1k 48 In catalog
156 new io.github.yusufcemres/uisight · io.github.yusufcemres 52.63 1.1k 127 Measured, not yet verified
157 new io.github.ucsandman/dashclaw · io.github.ucsandman 52.53 449 302 Measured, not yet verified
158 ▲121 lighthouse-mcp · github-priyankark 52.53 752 207 In catalog
159 ▼3 codescene-mcp-server · codescene 52.48 1.4k 64 In catalog
160 ▼27 io.github.ruslanlap/pagespeed-insights-mcp · io.github.ruslanlap 52.45 1.5k 59 In catalog
161 ▲47 Gmail-MCP-Server · github-artymclabin 52.41 469 237 In catalog
162 ▲86 mcp-uptime-kuma · github-davidfuchs 52.41 1.1k 49 In catalog
163 ▼32 plur · github-plur-ai 52.37 497 286 In catalog
164 ▲17 reddit-mcp-server · github-jordanburke 52.35 480 257 In catalog
165 new io.github.Continuum-AI-Corp/orcareplay · io.github.Continuum-AI-Corp 52.32 395 250 Measured, not yet verified
166 ▼17 mcp-observatory · github-kryptosai 52.28 866 146 In catalog
167 ▲10 NotebookLM MCP · github-roomi-fields 52.23 556 176 In catalog
168 ▼17 browser-devtools-mcp · github-serkan-ozal 52.13 3.7k - In catalog
169 new io.github.shashankswe2020-ux/whoop · io.github.shashankswe2020-ux 52.01 461 154 Measured, not yet verified
170 ▲29 KiCad MCP Pro · github-oaslananka 51.96 920 91 In catalog
171 ▲125 ckan-mcp-server · github-aborruso 51.95 1.0k 57 In catalog
172 ▼17 context · github-neuledge 51.95 374 402 In catalog
173 ▼5 sportiq-mcp · github-ninjabeam20 51.95 - 10 In catalog
174 ▲46 mcp-server-browserbase · github-browserbase 51.91 3.5k - In catalog
175 ▼84 Search Console MCP · github-saurabhsharma2u 51.91 555 289 In catalog
176 ▼18 mcpcap · mcpcap 51.90 - 51 In catalog
177 ▼43 Adeu · dealfluence 51.84 579 158 In catalog
178 ▼8 MTG MCP Server · github-j4th 51.82 - 20 In catalog
179 ▲32 mcp-graphql-enhanced · github-letoribo 51.72 7.2k 3 In catalog
180 ▼88 Godot MCP · github-satelliteoflove 51.70 657 162 In catalog
181 ▲46 DollhouseMCP · github-dollhousemcp 51.60 1.1k 42 In catalog
182 ▲8 Transloadit Media Processing · github-transloadit 51.55 646 73 In catalog
183 ▲217 Filesystem MCP · io.github.j0hanz 51.53 1.9k 20 Measured, not yet verified
184 ▼82 godot-mcp · github-tomyud1 51.45 379 429 In catalog
185 new io.github.arose26/mbox-mcp · io.github.arose26 51.43 16k 0 Measured, not yet verified
186 ▲8 Computer Use · github-domdomegg 51.40 311 370 In catalog
187 = io.github.subodhkc/mcp-tenant-isolation · io.github.subodhkc 51.40 4.4k 4 Measured, not yet verified
188 new io.github.polyparlay/hypelens-agent-rail · io.github.polyparlay 51.33 3.0k - Measured, not yet verified
189 ▼5 Zoteus · io.github.oscardvs 51.27 1.4k 39 Measured, not yet verified
190 ▲50 outlook-assistant · github-littlebearapps 51.21 922 37 In catalog
191 ▲89 Umbraco-CMS-MCP-Dev · github-umbraco 51.21 1.3k 39 In catalog
192 ▲20 charlotte · github-ticktockbent 51.17 473 179 In catalog
193 ▲4 mcp-abap-adt · github-fr0ster 51.14 498 91 In catalog
194 ▼27 mcp-arr · github-aplaceforallmystuff 51.12 373 209 In catalog
195 ▼19 brilliant-directories-mcp · github-brilliantdirectories 51.11 1.6k 18 In catalog
196 ▼77 mcp-adr-analysis-server · github-tosin2013 51.07 907 33 In catalog
197 ▼18 imap-mcp-server · github-nikolausm 51.06 393 94 In catalog
198 ▼72 io.github.Higangssh/homebutler · io.github.Higangssh 51.02 381 282 In catalog
199 ▲7 AI AppSec · io.github.subodhkc 50.96 4.5k 4 Measured, not yet verified
200 ▼29 AlgoVault - Crypto Quant Trade Calls · github-algovaultfi 50.96 2.0k 8 In catalog
201 ▼47 agent-recall · github-goldentrii 50.90 218 371 In catalog
202 ▼65 codegraph · github-codegraph-ai 50.90 581 87 In catalog
203 ▼14 Skillsmith · io.github.smith-horn 50.86 558 78 Measured, not yet verified
204 new Store Builder · io.github.vuluu2k 50.85 7.8k 0 Measured, not yet verified
205 new io.github.spranab/saga-mcp · io.github.spranab 50.80 1.0k 37 Measured, not yet verified
206 ▼112 SAP HANA CLI · github-sap-samples 50.79 428 112 In catalog
207 ▲45 Agoragentic Agent OS MCP · github-rhein1 50.74 952 39 In catalog
208 ▲10 testrail-mcp-server · github-uarlouski 50.73 1.1k 37 In catalog
209 ▼13 io.github.devlint/gitwand · io.github.devlint 50.70 548 174 Measured, not yet verified
210 ▲150 remem · github-majiayu000 50.68 1.3k 31 In catalog
211 new Reverie · ai.knowall 50.67 657 69 Measured, not yet verified
212 ▲22 atlassian-dc-mcp-jira · github-b1ff 50.61 2.5k - In catalog
213 ▲47 Metro MCP · github-steve228uk 50.57 818 82 In catalog
214 ▼39 caldav-mcp · github-dominik1001 50.53 358 100 In catalog
215 new PostgreSQL · io.github.antonorlov 50.50 993 19 Measured, not yet verified
216 ▼170 io.github.n24q02m/better-notion-mcp · io.github.n24q02m 50.49 848 36 Measured, not yet verified
217 ▲8 Nauro · nauro 50.49 - 10 In catalog
218 ▲181 ThumbGate · github-igorganapolsky 50.48 932 26 In catalog
219 ▼169 better-email-mcp · github-n24q02m 50.47 883 34 In catalog
220 new io.github.marlinjai/email-mcp · io.github.marlinjai 50.47 779 20 Measured, not yet verified
221 new virustotal · github-burtthecoder 50.41 394 149 In catalog
222 ▲157 EasyEDA Copilot · github-biosshot 50.39 386 143 In catalog
223 ▼49 Concord MCP · io.github.Get-Concord-AI 50.37 335 325 In catalog
224 ▼14 Jacobian · github-morluto 50.37 378 194 In catalog
225 ▼90 agent-security-scanner-mcp · github-sinewaveai 50.34 508 122 In catalog
226 ▼31 mirroir-mcp · github-jfarcand 50.28 258 221 In catalog
227 ▼47 sub-agents-mcp · github-shinpr 50.28 474 98 In catalog
228 ▼9 Chatroost - unofficial Telegram MCP server · io.github.mcp-telegram 50.27 724 42 Measured, not yet verified
229 new Knowl · io.github.dat999zx 50.27 840 78 Measured, not yet verified
230 new io.github.kastelldev/kastell · io.github.kastelldev 50.21 1.1k 60 Measured, not yet verified
231 ▼9 illustrator-mcp-server · github-ie3jp 50.18 386 116 In catalog
232 ▼80 Mux MCP Server · mux 50.12 245 181 In catalog
233 ▲200 mobai-mcp · github-mobai-app 50.08 314 247 In catalog
234 new melta UI · github-tsubotax 49.93 272 197 In catalog
235 = SPARDA · github-zyx77550 49.93 - 8 In catalog
236 ▲11 livepilot · github-dreamrec 49.90 431 69 In catalog
237 ▲39 Figma MCP Server · github-planetabhi 49.81 1.6k 8 In catalog
238 new io.github.doublegate/cyberchef-mcp · io.github.doublegate 49.68 1.4k 19 Measured, not yet verified
239 ▲68 llmtrim · github-fkiene 49.66 225 229 In catalog
240 ▲68 InsForge · github-insforge 49.63 544 35 In catalog
241 ▼49 SvGrid · com.svgrid 49.59 354 180 Measured, not yet verified
242 ▲29 dynatrace-managed-mcp · github-dynatrace-oss 49.58 556 28 In catalog
243 new Rebase · io.github.rebasepro 49.58 1.7k 8 Measured, not yet verified
244 ▲173 unleash-mcp · getunleash 49.57 817 21 In catalog
245 ▼24 docdex · github-bekirdag 49.54 1.4k 16 In catalog
246 ▲91 atlassian-dc-mcp-confluence · github-b1ff 49.53 1.9k - In catalog
247 ▼115 Doc Bridge · io.github.AgentsKit-io 49.50 1.8k 7 In catalog
248 ▼76 Search1API · github-superagents-lab 49.50 227 173 In catalog
249 ▲33 io.github.davesheffer/hunch · io.github.davesheffer 49.49 1.6k 9 Measured, not yet verified
250 ▼62 Discord MCP · github-cappyeo 49.47 353 71 In catalog
251 ▼126 brains · github-spacecowboyian 49.41 1.9k - In catalog
252 new Simmer · github-adlai88 49.39 389 48 In catalog
253 ▲70 Advanced GitLab MCP server · github-structured-world 49.37 1.5k 6 In catalog
254 ▲74 Agent360 Browser MCP · github-agent360dk 49.37 465 44 In catalog
255 ▲177 io.github.LuxAlgo/luxalgo-mcp-server · io.github.LuxAlgo 49.37 384 48 Measured, not yet verified
256 ▼19 Diff Checker API · github-br0ski777 49.36 - 1 In catalog
257 ▼28 fred-mcp-server · github-stefanoamorelli 49.33 289 120 In catalog
258 ▼97 mcp · github-sapiom 49.29 387 20 In catalog
259 ▼21 Cron Parser API · io.github.Br0ski777 49.28 - 1 Measured, not yet verified
260 ▼59 teamcity · github-daghis 49.28 493 29 In catalog
261 new zenrows-mcp · github-zenrows 49.27 813 19 In catalog
262 ▼23 Event Resolver API · github-br0ski777 49.24 - 0 In catalog
263 ▼20 Lorem Ipsum Generator API · io.github.Br0ski777 49.24 - 1 Measured, not yet verified
264 ▼48 Mailtrap MCP Server · mailtrap 49.24 360 65 In catalog
265 ▼212 io.github.n24q02m/better-godot-mcp · io.github.n24q02m 49.23 614 37 Measured, not yet verified
266 new io.github.TomD4vs/prumo · io.github.TomD4vs 49.20 2.7k 4 Measured, not yet verified
267 ▼22 Keyword Research API · github-br0ski777 49.18 - 0 In catalog
268 new com.adrianczuczka/mason · com.adrianczuczka 49.17 1.6k 7 Measured, not yet verified
269 new vnsh · github-raullenchai 49.16 235 156 In catalog
270 new Tailscale · io.github.tailscale-mcp 49.14 1.4k 9 Measured, not yet verified
271 new io.github.bnymnDev/shopware-mcp · io.github.bnymnDev 49.13 460 57 Measured, not yet verified
272 ▼18 Hyperliquid Perp Market Data API · github-br0ski777 49.09 - 0 In catalog
273 ▼18 Twitter Scraper API · github-br0ski777 49.09 - 1 In catalog
274 new Scholar Feed · github-ygao2005 49.08 905 11 In catalog
275 ▼52 seekstone · github-shaqmughal 49.07 755 26 In catalog
276 ▼74 NEAT · github-neat-technologies 49.05 1.1k 18 In catalog
277 new Stratum MCP · ai.smartmemory 49.05 1.7k - Measured, not yet verified
278 new pixelpact · io.github.jamalkamaladdin 49.04 1.1k 20 Measured, not yet verified
279 ▲207 zendesk-mcp-server · github-fruggr 49.04 1.0k 5 In catalog
280 ▼80 Atomic Mail · github-atomic-mail 49.02 116 268 In catalog
281 new Open Agreements · io.github.open-agreements 49.02 401 55 Measured, not yet verified
282 ▲164 canvas-lms-mcp · github-bruchris 48.99 1.2k 5 In catalog
283 new mcp-server · github-iris-eval 48.99 929 9 In catalog
284 ▲11 Wayback Machine · github-mearman 48.98 694 53 In catalog
285 ▲80 mcp-sitecore-server · github-antonytm 48.95 319 53 In catalog
286 ▼20 DNS Lookup API · github-br0ski777 48.94 - 0 In catalog
287 ▲77 mcp-jira-stdio · github-freema 48.94 599 14 In catalog
288 ▼23 Trust Score API · github-br0ski777 48.94 - 0 In catalog
289 ▲30 wc26 · github-jordanlyall 48.93 452 34 In catalog
290 ▲41 io.github.mkXultra/ai-cli-mcp · io.github.mkXultra 48.89 461 27 Measured, not yet verified
291 new Web Browser (kogiQA) · com.atagon 48.89 374 103 Measured, not yet verified
292 ▼22 Address Validator API · github-br0ski777 48.88 - 0 In catalog
293 ▲4 Bilig WorkPaper · io.github.proompteng 48.85 331 36 Measured, not yet verified
294 ▼19 SSL Checker API · github-br0ski777 48.84 - 0 In catalog
295 ▼6 crawlforge-mcp-server · github-mysleekdesigns 48.83 2.5k 2 In catalog
296 ▼18 Research Report API · github-br0ski777 48.83 - 0 In catalog
297 new Madar · github-mohanagy 48.77 542 19 In catalog
298 ▼14 ENS Resolver API · github-br0ski777 48.74 - 0 In catalog
299 ▼12 JWT Decoder API · github-br0ski777 48.73 - 0 In catalog
300 ▼14 Color Palette Generator API · github-br0ski777 48.72 - 0 In catalog
301 ▼13 Web Scraper to Markdown API · github-br0ski777 48.72 - 0 In catalog
302 ▼12 Email Finder API · github-br0ski777 48.69 - 0 In catalog
303 ▼12 HTTP Headers Analyzer API · github-br0ski777 48.69 - 0 In catalog
304 ▲69 mcp-server · github-configcat 48.68 791 17 In catalog
305 new microcharts · github-ganapativs 48.68 294 179 In catalog
306 ▼4 yuque-mcp · github-yuque 48.67 379 239 In catalog
307 new Clize · ai.clize 48.66 1.5k - Measured, not yet verified
308 ▼34 Shiplight MCP · shiplight 48.65 1.5k - In catalog
309 ▼11 Screenshot & PDF Capture API · github-br0ski777 48.64 - 0 In catalog
310 ▼11 HTML to Markdown API · github-br0ski777 48.62 - 0 In catalog
311 ▼10 Prediction Markets API · github-br0ski777 48.62 - 0 In catalog
312 ▲126 trvl · github-mikkoparkkola 48.62 381 76 In catalog
313 new Toggl MCP Server · toggl 48.58 1.5k - In catalog
314 new Chirpie · io.github.Firefloco 48.57 3.2k 0 Measured, not yet verified
315 ▼12 Markdown to HTML API · github-br0ski777 48.57 - 0 In catalog
316 new DocGuard · github-raccioly 48.54 1.1k 27 In catalog
317 ▲111 ateam-mcp · github-ariekogan 48.51 1.4k 1 In catalog
318 ▲141 Hermoso · github-hermoso-ai 48.51 3.2k 0 In catalog
319 ▼15 Email Deliverability Audit API · github-br0ski777 48.50 - 0 In catalog
320 ▼15 Cross-Chain Bridge Route API · io.github.Br0ski777 48.47 - 0 Measured, not yet verified
321 ▼15 DeFi Yield Finder API · github-br0ski777 48.46 - 0 In catalog
322 new io.github.KyuRish/mcp-dashboards · io.github.KyuRish 48.46 359 48 Measured, not yet verified
323 ▼23 gemini-mcp · github-rlabs-inc 48.45 322 219 In catalog
324 new Paxa Labs · com.paxalabs 48.45 1.5k 10 Measured, not yet verified
325 new You.com Web Access & AI · io.github.youdotcom-oss 48.44 500 25 Measured, not yet verified
326 ▼15 Gas Estimator API · github-br0ski777 48.43 - 0 In catalog
327 ▼74 agentcash · github-merit-systems 48.42 1.4k - In catalog
328 ▲57 BoondManager MCP Server · github-fauguste 48.42 390 19 In catalog
329 ▼17 CSV to JSON API · github-br0ski777 48.41 - 0 In catalog
330 ▲6 Ignite UI MCP Server · github-igniteui 48.41 236 136 In catalog
331 new Tailscale MCP Server · io.github.YawLabs 48.41 565 29 Measured, not yet verified
332 ▼118 easy-notion · github-misterwigglesworth 48.40 326 51 In catalog
333 ▼20 OCR Text Extraction API · github-br0ski777 48.40 - 0 In catalog
334 new memoir · github-camgitt 48.39 698 14 In catalog
335 new Lightning Wallet · io.github.lightningfaucet 48.38 605 9 Measured, not yet verified
336 ▼4 mulmocast-vision · github-isamu 48.38 2.1k 0 In catalog
337 ▲34 aiterm-mcp · github-kitepon-rgb 48.33 - 5 In catalog
338 ▼140 easyeda-mcp-pro · github-oaslananka 48.32 327 45 In catalog
339 ▼216 prism-coder · github-dcostenco 48.32 147 157 In catalog
340 ▲134 code-auditor-mcp · github-benahammond 48.31 1.1k 7 In catalog
341 ▲6 enquire-mcp · github-oomkapwn 48.31 477 33 In catalog
342 ▼125 gongio-mcp · github-justinbeckwith 48.30 372 21 In catalog
343 new Maven Decoder · io.github.salitaba 48.27 345 20 Measured, not yet verified
344 ▼181 sfcc-dev-mcp · github-taurgis 48.27 364 28 In catalog
345 new runapi-mcp · github-runapi-builder 48.24 753 56 In catalog
346 ▼24 QR Code Generator API · github-br0ski777 48.23 - 0 In catalog
347 ▼85 Agent402.Tools - pay-per-call web tools · github-mikeypetrillo 48.22 414 8 In catalog
348 ▼175 Obsidian Hybrid Search · github-flowing-abyss 48.21 235 103 In catalog
349 new .FAF Context · one.faf 48.19 905 7 Measured, not yet verified
350 ▼145 mcp-server · github-aibtcdev 48.19 280 10 In catalog
351 new PipesHub · io.github.pipeshub-ai 48.18 667 6 Measured, not yet verified
352 new io.github.PhilflowIO/dav-mcp · io.github.PhilflowIO 48.17 326 33 Measured, not yet verified
353 new NicheDB · dev.nichedb 48.17 2.2k 1 Measured, not yet verified
354 ▼168 Slack MCP Server · github-jtalk22 48.17 262 30 In catalog
355 ▼61 io.github.EduBase/MCP · io.github.EduBase 48.16 322 28 Measured, not yet verified
356 ▲126 rigour · github-rigour-labs 48.14 692 27 In catalog
357 ▼31 TokPortal · com.tokportal 48.14 3.1k 0 Measured, not yet verified
358 ▲35 Weavatrix · github-sergii-ziborov 48.14 - 4 In catalog
359 ▼42 REA · github-morluto 48.13 97 407 In catalog
360 ▼27 Token Price API · github-br0ski777 48.10 - 0 In catalog
361 ▼27 Text to Speech API · github-br0ski777 48.09 - 0 In catalog
362 ▼47 Octofs · io.github.Muvon 48.06 934 12 Measured, not yet verified
363 new Apiguru Amazon Data · app.apiguru 48.02 2.7k 0 Measured, not yet verified
364 ▼26 Markdown Renderer API · github-br0ski777 48.02 - 0 In catalog
365 ▼41 SigRank - Token Efficiency Leaderboard · github-sunrisesillneversee 48.02 1.4k 0 In catalog
366 ▼103 next-finance · github-paivapiovesan 47.99 1.3k - In catalog
367 ▼27 Person Enrichment API · github-br0ski777 47.99 - 0 In catalog
368 ▼26 Word Counter API · github-br0ski777 47.97 - 0 In catalog
369 ▼26 Hyperliquid Vaults API · io.github.Br0ski777 47.95 - 0 Measured, not yet verified
370 new clawops · io.github.dfridkin 47.93 1.5k 4 Measured, not yet verified
371 ▼20 Financial Modeling Prep MCP Server · github-imbenrabi 47.93 315 147 In catalog
372 ▼28 NFT Metadata API · github-br0ski777 47.92 - 0 In catalog
373 new io.github.Nutlope/inspo · io.github.Nutlope 47.91 330 121 Measured, not yet verified
374 ▼214 mcp-devkit-server · github-mapbox 47.91 255 60 In catalog
375 ▲59 Netlify MCP Server · netlify 47.91 18k 63 In catalog
376 ▲50 ai-context · vibgrate 47.87 1.6k 3 In catalog
377 ▲3 atlassian-dc-mcp-bitbucket · github-b1ff 47.86 1.3k - In catalog
378 new io.github.donggyun112/keymem · io.github.donggyun112 47.86 1.6k 3 Measured, not yet verified
379 ▼186 agent-lsp · github-blackwell-systems 47.82 173 126 In catalog
380 ▼30 IP Geolocation API · github-br0ski777 47.82 - 0 In catalog
381 ▼212 CLEO MCP Server · github-kryptobaseddev 47.81 122 160 In catalog
382 ▼140 GEML - a plain-text document format built to be edited in place, one section at a time · github-geml-spec 47.79 612 26 In catalog
383 ▼28 PDF Generator API · io.github.Br0ski777 47.79 - 0 Measured, not yet verified
384 new Obsidian Turbocharged · io.github.The-40-Thieves 47.78 1.0k 5 Measured, not yet verified
385 new ossfind · io.github.Aniket-kr1030 47.76 1.2k - Measured, not yet verified
386 ▼59 Infrawise · github-sidd27 47.75 412 21 In catalog
387 ▼28 Language Detector API · github-br0ski777 47.75 - 0 In catalog
388 ▼30 Fact Checker API · io.github.Br0ski777 47.74 - 0 Measured, not yet verified
389 new agentic-recall · io.github.dfrancislyondflabc-tech 47.69 1.2k - Measured, not yet verified
390 ▼107 KLYPIX Project Brain · io.github.dahshanlabs 47.68 539 8 Measured, not yet verified
391 ▲75 Contentrain · github-contentrain 47.66 1.3k 4 In catalog
392 ▼99 io.github.CrumbtrailDev/crumbtrail · io.github.CrumbtrailDev 47.66 1.2k - Measured, not yet verified
393 ▼17 ZenBrain Memory · ai.zensation 47.65 391 23 Measured, not yet verified
394 new dryrun · io.github.boringSQL 47.61 392 35 Measured, not yet verified
395 ▼151 Vessel Browser · github-unmodeled-tyler 47.60 152 132 In catalog
396 new io.github.bzdOS/hubd · io.github.bzdOS 47.59 1.6k 2 Measured, not yet verified
397 ▲39 MikroMCP · io.github.AliKarami 47.58 358 66 Measured, not yet verified
398 ▼126 NVIDIA Elements · github-nvidia 47.56 159 86 In catalog
399 ▼22 Claude FAF · faf 47.54 313 23 In catalog
400 ▼37 datadog-mcp · github-tantiope 47.54 688 5 In catalog
401 ▼5 BioMCP-TS · io.github.yeyuan98 47.53 935 12 Measured, not yet verified
402 new Koragraph · in.koragraph 47.53 891 14 Measured, not yet verified
403 ▼89 gemini · github-houtini-ai 47.52 421 31 In catalog
404 new Yahoo Finance · github-danishashko 47.51 447 20 In catalog
405 new Tokenectomy Razor · io.github.Tokenectomy-Labs 47.50 955 4 Measured, not yet verified
406 ▼37 variflight-mcp · github-variflight 47.49 2.5k 32 In catalog
407 ▼16 agentmap · github-raymondchins 47.44 218 48 In catalog
408 ▼177 meta-ads · github-mikusnuz 47.41 198 78 In catalog
409 ▲31 figma-ui-mcp · github-tranhoaihung 47.40 409 238 In catalog
410 new Sui Analytics · io.github.0xfreak0 47.37 1.0k 1 Measured, not yet verified
411 new io.github.jghiringhelli/codeseeker · io.github.jghiringhelli 47.34 428 20 Measured, not yet verified
412 ▼9 nano-pay · feeless402 47.34 - 3 In catalog
413 new python-mcp · files 47.34 - 2 In catalog
414 ▼60 Containerization Assist · github-azure 47.30 171 41 In catalog
415 ▲42 io.github.chrischall/skylight-mcp · io.github.chrischall 47.30 394 9 Measured, not yet verified
416 new KEPTA - Agent Memory · io.github.DamianTodorovic 47.30 1.6k 1 Measured, not yet verified
417 ▼9 io.github.Octonove/crbro-memory · io.github.Octonove 47.29 1.1k 5 Measured, not yet verified
418 new Roamer MCP · com.mathismeadows 47.29 2.0k 0 Measured, not yet verified
419 new Pincushion · io.github.jcooley8 47.26 1.1k - Measured, not yet verified
420 new Diagrams MCP Server · io.github.mohammad-emad-dev 47.24 1.6k 1 Measured, not yet verified
421 new simframe · io.github.lvlrSajjad 47.24 1.9k 0 Measured, not yet verified
422 new ris · github-philrox 47.23 526 17 In catalog
423 ▼159 io.github.cachly-dev/mcp-server · io.github.cachly-dev 47.18 1.2k 2 Measured, not yet verified
424 new HasData Instagram · com.hasdata 47.15 497 23 Measured, not yet verified
425 new FlutterSDK Docs · io.github.fluttersdk 47.11 1.2k 3 Measured, not yet verified
426 new LinkedIn Toolkit · io.github.FormatixAI 47.08 499 8 Measured, not yet verified
427 new Apple Notes · io.github.mgcrea 47.03 1.0k - Measured, not yet verified
428 new AWS MCP Server · io.github.YawLabs 47.01 745 5 Measured, not yet verified
429 new ProjectPulse MCP · io.github.alexbypa 47.01 1.5k 1 Measured, not yet verified
430 new io.github.The-Pixel-Boys/shield-kya · io.github.The-Pixel-Boys 46.99 1.4k 1 Measured, not yet verified
431 ▼22 io.github.testdino-inc/testdino-mcp · io.github.testdino-inc 46.95 464 9 Measured, not yet verified
432 new mcp · bykaranteli 46.94 1.3k 2 In catalog
433 new Agent Interop Runtime · io.github.Praket7 46.93 1.8k 0 Measured, not yet verified
434 new Apple Mail · io.github.mgcrea 46.93 999 - Measured, not yet verified
435 ▼13 ofw-mcp · github-chrischall 46.92 445 10 In catalog
436 new Clipform · io.github.Clipform 46.91 1.9k 0 Measured, not yet verified
437 new Apple Contacts · io.github.mgcrea 46.90 994 - Measured, not yet verified
438 new Apple Messages · io.github.mgcrea 46.90 994 - Measured, not yet verified
439 new Apple Reminders · io.github.mgcrea 46.88 987 - Measured, not yet verified
440 ▼54 Spacefast · github-spacefast 46.84 1.7k 2 In catalog
441 ▼23 paper-mcp · github-mcpservings 46.83 - 1 In catalog
442 ▼181 adrkit decision memory · adrkit 46.82 334 13 In catalog
443 new Apple Safari · io.github.mgcrea 46.81 971 - Measured, not yet verified
444 ▼74 claude-prompts-mcp · github-minipuft 46.80 70 186 In catalog
445 ▼33 Opik MCP Server · github-comet-ml 46.80 64 218 In catalog
446 new Apple Calendar · io.github.mgcrea 46.79 965 - Measured, not yet verified
447 new EdgeDepth Research · com.edgedepth 46.78 1.0k 3 Measured, not yet verified
448 new Apple Maps · io.github.mgcrea 46.77 961 - Measured, not yet verified
449 new One · withone 46.77 383 10 In catalog
450 new RankCLI · io.github.integrallis 46.77 961 - Measured, not yet verified
451 ▼248 ShipStatic · shipstatic 46.75 469 7 In catalog
452 ▼29 Aiven MCP · aiven 46.74 152 27 In catalog
453 ▼85 Vaaya · vaaya 46.69 197 43 In catalog
454 ▼332 io.github.demi-hl/oracle · io.github.demi-hl 46.68 939 - Measured, not yet verified
455 ▼277 Apple Health · github-neiltron 46.67 71 568 In catalog
456 new io.github.kumoproductions/mcp-aftereffects · io.github.kumoproductions 46.67 322 64 Measured, not yet verified
457 new Lodestar Stamp · io.github.Banjo-Ventures 46.67 937 - Measured, not yet verified
458 ▼138 io.github.pedroknigge/arkgate · io.github.pedroknigge 46.64 929 1 Measured, not yet verified
459 ▲22 ghl-command · github-drjerryrelth 46.60 2.0k 1 In catalog
460 new TaskLite · net.tasklite 46.60 1.5k 0 Measured, not yet verified
461 new Facthouse · io.github.gordonkjlee 46.59 798 2 Measured, not yet verified
462 ▼255 google-health-mcp · github-davidmosiah 46.59 210 56 In catalog
463 new Figranium MCP · io.github.figranium 46.56 830 5 Measured, not yet verified
464 ▲30 io.github.mleoca/ucn · io.github.mleoca 46.56 775 1 Measured, not yet verified
465 new io.github.pungggi/smart-terminal · io.github.pungggi 46.53 413 12 Measured, not yet verified
466 ▼82 localstack-mcp-server · github-localstack 46.52 168 27 In catalog
467 ▼105 samarth-gtm-mcp · github-samarthanalytics-sj 46.52 1.2k 1 In catalog
468 new io.github.ODU33104/rive-mcp · io.github.ODU33104 46.51 359 12 Measured, not yet verified
469 ▼80 livetennisapi-mcp · github-livetennisapi 46.49 52 159 In catalog
470 ▼140 xdebug · github-kpanuragh 46.49 214 26 In catalog
471 new Yaw MCP · yawlabs 46.46 596 1 In catalog
472 new Impreza Host · io.github.imprezahost 46.44 1.1k 0 Measured, not yet verified
473 new io.github.constellation-works/orbit · io.github.constellation-works 46.44 403 11 Measured, not yet verified
474 ▼99 io.github.pathmodeio/mcp-server · io.github.pathmodeio 46.42 1.2k 2 Measured, not yet verified
475 new Caliu Notes · com.caliuapp 46.41 879 - Measured, not yet verified
476 new DEEPBOM · io.github.JunHwan-Kwon 46.39 979 2 Measured, not yet verified
477 ▼116 Stratta · ch.stratta 46.38 872 - Measured, not yet verified
478 new ibanforge · github-cammac-creator 46.37 458 3 In catalog
479 new CodeCartographer · io.github.HuginnIndustries 46.36 817 4 Measured, not yet verified
480 new HasData Google Search (SERP) · com.hasdata 46.36 488 23 Measured, not yet verified
481 new MCP FactorialHR · io.github.t4dhg 46.36 729 3 Measured, not yet verified
482 new Workfile · github-illodev 46.36 880 3 In catalog
483 ▼25 marrow · github-getmarrow 46.35 727 6 In catalog
484 ▼86 PubNub MCP Server · github-pubnub 46.35 397 33 In catalog
485 new RentAHuman · io.github.rentahuman-ai 46.35 865 - Measured, not yet verified
486 new warp-agent-mcp · github-warpfreight 46.35 605 5 In catalog
487 ▼229 desktop-touch-mcp · github-harusame64 46.33 286 20 In catalog
488 ▼147 lm · github-houtini-ai 46.31 120 117 In catalog
489 new HasData Booking.com · com.hasdata 46.30 515 18 Measured, not yet verified
490 ▼299 Microsoft Fabric MCP Server · microsoft 46.30 853 - In catalog
491 new cloud.krova/mcp · cloud.krova 46.26 1.3k 0 Measured, not yet verified
492 new HasData Indeed · com.hasdata 46.25 523 16 Measured, not yet verified
493 new io.github.tomjwxf/veritasacta-verify · io.github.tomjwxf 46.25 844 - Measured, not yet verified
494 new io.github.GalenGoodwick/cartridge-cafe · io.github.GalenGoodwick 46.20 1.3k 0 Measured, not yet verified
495 ▼81 Safe Docx · github-usejunior 46.20 172 41 In catalog
496 new DATASUS SIH/SUS - Brazil Hospital Admissions (AIH) MCP · io.github.SidneyBissoli 46.18 1.3k 0 Measured, not yet verified
497 new Decionis CommerceGate MCP · com.decionis 46.15 823 - Measured, not yet verified
498 new dsh-novel-writer - 网文写作体检 · io.github.siweina 46.14 510 16 Measured, not yet verified
499 new Compose MCP · ai.smartmemory 46.12 818 - Measured, not yet verified
500 new Girder · io.github.dhishwasher 46.12 552 12 Measured, not yet verified

Cataloged, outside the ranking

Data completeness for this snapshot

Per-signal probe outcomes; a signal voided for the snapshot contributes to no row's score. Full raw data: /metrics/2026-09-15.md.

How to read this list

The Adoption Index is versioned (currently v1) and its formula, weights, normalization, and known limitations are published at /adoption-index. Every measurement behind every rank carries the exact API URL it came from and the date it was fetched; the raw snapshot is machine-readable and every rank is recomputable from it. Spec-revision verification for the current revision (2026-07-28) is tracked separately on the tracker.