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Ecosystem ranking

1000 MCP servers scored out of 4,000+ scanned. Average: 86.7/100.

73% of MCP servers have no tool definitions — they are invisible to AI agents and cannot be scored. Check if your server is visible →

Last scan: April 27, 2026 · Sources: Smithery + Official MCP Registry · Score v1.0.0 · Updated daily

691

Dominant

302

Preferred

7

Selectable

0

Visible

0

Absent

Ecosystem trend

86
Mar 28
86
Mar 29
86
Mar 30
86
Mar 31
86
Apr 1
86
Apr 2
85
Apr 3
86
Apr 4
86
Apr 5
86
Apr 6
86
Apr 7
86
Apr 8

1000

Servers scored

86.7

Average score

69%

Dominant rate

Average score per daily scan. 12 data points collected.

# Server Score ↕ F ↕ C ↕ P ↕ E ↕ Level Trust
1 URL Scanner Online by Aprensec — URL & Domain Security Scanner pol-l3ch/url-scanner-online-aprensec 97 25 34 23 15 Dominant ○
2 aidroid ren89752/aidroid 97 25 34 23 15 Dominant ○
3 Noto CRM noto-crm/noto-crm 96 25 33 23 15 Dominant ○
4 Pest Sentinel — AI Pest Risk Intelligence pestsentinel/pest-intelligence 96 25 33 23 15 Dominant ○
5 Correkt Commerce correkt/marketplace 96 25 34 22 15 Dominant ○
6 YouTube Transcript Server sinco-lab/mcp-youtube-transcript 95 25 32 23 15 Dominant ○
7 nutribalance-mcp NutriBalance/nutribalance-mcp 95 25 32 23 15 Dominant ○
8 sg-workpass-compass-mcp vdineshk/sg-workpass-compass-mcp 95 25 33 22 15 Dominant ○
9 Unulu unulu/site-builder 95 25 33 23 14 Dominant ○
10 Inferventis Finance MCP jonathan-7udh/inferventis-finance 95 25 33 22 15 Dominant 📋 Spec
11 TrustRails - UK Electronics Product Finder trustrails/mcp-server 95 25 34 22 14 Dominant ○
12 FD Commercial Property Finance info-07of/property-finance-mcp 95 25 33 23 14 Dominant 📋 Spec
13 Trust trust-security/scanner 95 25 32 22 15 Dominant ○
14 Zenable zenable 95 25 34 21 15 Dominant ○
15 mcp-assistant zonlabs/mcp_assistant 95 25 34 21 15 Dominant 📋 Spec
16 Local Model Suitability MCP OjasKord/local-model-suitability-mcp 95 25 34 23 14 Dominant 📋 Spec
17 Scam Shield by BrokerChooser.com muellah24/scam-shield-by-brokerchooser 94 25 34 23 13 Dominant ○
18 Booking.com InfoseekAI/bookingdotcom 94 25 34 22 14 Dominant 📋 Spec
19 mobbin mobbin/mobbin 94 25 31 23 15 Dominant 📋 Spec
20 Catalunya 2022 info-g03l/catalunya-2022 94 25 31 23 15 Dominant ○
21 pretext-pdf himaan4149-kv55/pretext-pdf 94 25 33 21 15 Dominant ○
22 Swiss Truth MCP martin111ma-za5d/swiss-truth-mcp 94 25 33 21 15 Dominant ○
23 sg-weather-data-mcp vdineshk/sg-weather-data-mcp 94 23 34 22 15 Dominant ○
24 Open Targets opentargets 94 25 33 22 14 Dominant ○
25 Supericons curly-mole-labs/supericons 94 25 34 21 14 Dominant ○
26 sg-gst-calculator-mcp vdineshk/sg-gst-calculator-mcp 94 23 34 23 15 Dominant ○
27 Kernel kernel 94 25 32 22 15 Dominant ○
28 Linkup LinkupPlatform/linkup-mcp-server 94 25 33 23 13 Dominant ○
29 Unstoppable Domains unstoppable-domains/domains-mcp 94 25 33 22 14 Dominant ○
30 Groupi Discovery quadit/groupi-discovery 94 25 31 22 15 Dominant ○
31 United States Weather smithery-ai/national-weather-service 93 25 30 23 15 Dominant ○
32 Kyrgyz News fuddyduddy/kyrgyz-news-mcp 93 25 30 23 15 Dominant ○
33 VeyraX MCP clarenous/veyrax-mcp 93 25 31 22 15 Dominant ○
34 pūrmemo purmemo/purmemo-mcp 93 25 32 22 14 Dominant ○
35 qr-code-mcp quality-qr/qr-code-mcp 93 23 32 23 15 Dominant ○
36 xenarch-mcp xenarch/xenarch-mcp 93 22 34 23 15 Dominant ○
37 Drop Beacon dropbeacon/drop-beacon-mcp 93 23 32 22 15 Dominant ○
38 Eka EMR eka-care/emr 93 25 33 20 15 Dominant ○
39 Archangel Agency MCP jthora/archangel-agency-mcp 93 25 34 19 15 Dominant ○
40 mrc-data meacheal-ai/mrc-data 93 23 33 22 15 Dominant ○
41 Pharaoh - Your AI breaks things it can't see pharaoh/pharaoh-so 93 24 32 22 15 Dominant ○
42 cancersupport sigai/cancersupport 93 25 32 21 15 Dominant ○
43 Medical Terminologies MCP sidneybissoli/medical-terminologies 93 23 32 23 15 Dominant ○
44 nephyr-backtest clm-studios/nephyr-backtest 93 25 30 22 15 Dominant ○
45 aws aws/docs 93 22 34 23 15 Dominant ○
46 diavgeia-mcp michalis.koutridis/diavgeia-mcp 93 25 33 22 13 Dominant ○
47 Firecrawl Web Scraping Server NYO2008/firecrawl-mcp-server 93 24 32 22 14 Dominant ○
48 CupShup Marketing Knowledge Base sidharth-5u15/cupshup-mcp 93 25 31 21 15 Dominant ○
49 Pylon Server marcinwyszynski/pylon-mcp 93 24 33 21 15 Dominant ○
50 LinkMCP linkmcp/linkmcp 93 25 30 22 15 Dominant ○
51 Chainflip Broker as a Service chainflip-broker/baas 93 25 31 21 15 Dominant ○
52 Aigregator AI Tools aigregator/ai-tools 93 25 32 21 15 Dominant ○
53 Gen-PDF Server gen-pdf/mcp 93 25 29 23 15 Dominant ○
54 Brave Search brave 93 24 31 23 14 Dominant 📋 Spec
55 Apify apify 92 25 33 23 12 Dominant ○
56 HubSpot hubspot 92 25 33 21 13 Dominant ○
57 Drug Landscape james-h-millett/drug-landscape 92 24 31 22 15 Dominant ○
58 ai-compliance-monitor vdineshk/ai-compliance-monitor 92 23 33 22 15 Dominant ○
59 Clear Thought 1.5 waldzellai/clear-thought 92 25 31 23 14 Dominant 📋 Spec
60 barbell-tools coachsync/barbell-tools 92 25 29 23 15 Dominant ○
61 Port IO portio 92 25 32 22 14 Dominant ○
62 mcp-veo acedatacloud-mcp/mcp-veo 92 25 32 20 15 Dominant ○
63 Qasper qasper/business-agents 92 24 31 23 15 Dominant ○
64 Hyperliquid Market Data — Orderbooks, Prices, OHLCV axel-belfort/hyperliquid-data 92 25 32 20 15 Dominant 📋 Spec
65 Summiz alberduris/summiz 92 25 31 23 13 Dominant ○
66 Asana asana 92 25 30 23 14 Dominant ○
67 Loops - Turn User Feedback Into Production Code Automatically loops/loops-server 92 24 31 22 15 Dominant ○
68 Idea Reality mnemox-ai/idea-reality-mcp 92 25 34 19 15 Dominant ○
69 Pulse onetrip/pulse 92 24 30 23 15 Dominant ○
70 Dropshipping & DSers Agent MCP dsersx/product-mcp 92 25 31 22 14 Dominant ○
71 nephyr-risk clm-studios/nephyr-risk 92 24 31 23 15 Dominant ○
72 Last_Minute_Deals_HQ johnanleitner1/Last_Minute_Deals_HQ 92 23 32 21 15 Dominant ○
73 PixelLab samedii/pixellab 92 25 30 22 14 Dominant ○
74 Apify apify/mcp 92 25 32 23 12 Dominant ○
75 NarrateAI narrateai/video 92 24 30 23 15 Dominant ○
76 DialogBrain dialogbrain/dialogbrain 92 23 31 23 15 Dominant ○
77 AgentDM - Agent to Agent Messaging github-6f8c/agentDM 92 25 33 19 15 Dominant ○
78 Timestamp openclaw-ai/timestamp-converter 92 23 32 22 15 Dominant ○
79 Site Audit Pro silentnw/website-auditor 92 22 33 23 15 Dominant ○
80 lad-lviv-ua vbhjckfd/lad-lviv-ua 92 25 33 21 13 Dominant ○
81 Site Scorer minglesai/ai-site-scorer 92 23 31 23 15 Dominant ○
82 Platfone - Virtual Numbers MCP dima-p0g6/platfone 92 23 32 21 15 Dominant ○
83 hair prohall/hair 92 25 29 22 15 Dominant ○
84 ChainGPT MCP kohasummons/chaingpt-mcp 92 25 32 20 14 Dominant ○
85 Academic Research MCP Server nexgendata-apify/academic-research-mcp-server 92 25 28 23 15 Dominant ○
86 Skrape MCP Server skrapeai/skrape-mcp 92 25 28 23 15 Dominant ○
87 HexDocs MCP bradleygolden/hexdocs-mcp 92 23 31 22 15 Dominant ○
88 Podcast Commerce Intelligence sincetoday/podcast-commerce-mcp 92 25 29 22 15 Dominant ○
89 SceneView 3D & AR sceneview/gateway 92 24 32 21 15 Dominant 📋 Spec
90 ai-agent-index heather-macavelia/ai-agent-index 92 25 32 20 14 Dominant ○
91 x402watch bakyang2/x402watch 92 25 31 20 15 Dominant ○
92 London Airport Transfers airport-pickups-london/London-airport-transfers 92 25 30 22 14 Dominant ○
93 govuk bouch/govuk 91 24 31 23 14 Dominant ○
94 Agentic Shelf agenticshelf/agentic-shelf 91 25 34 18 15 Dominant 📋 Spec
95 Security Auditor eren-solutions/mcp-security-audit 91 25 30 21 15 Dominant ○
96 agentview rafaelkocurek-nvob/agentview 91 23 31 22 15 Dominant ○
97 Harvard Course Explorer minitim222/harvard-mit-course-recommendation 91 25 30 21 15 Dominant ○
98 Guardian kaimeilabs/guardian-engine 91 25 31 21 14 Dominant ○
99 Shrike Security shrike-security/shrike-mcp 91 25 29 22 14 Dominant ○
100 Agents @Kopern.ai kopern/mcp-server 91 24 30 22 15 Dominant ○
101 ZenRows MCP zenrows/zenrows-mcp 91 25 30 23 14 Dominant ○
102 Global Market Monitor headlessoracle/headless-oracle 91 23 33 21 15 Dominant ○
103 Kweenkl antoinedelorme/kweenkl 91 23 31 21 15 Dominant ○
104 Technical Analysis ta-mcp/technical-analysis-mcp 91 25 32 21 13 Dominant ○
105 nws-weather-mcp-server cyanheads/nws-weather-mcp-server 91 25 31 21 14 Dominant ○
106 Elegance regenique/elegance-commerce 91 23 30 22 15 Dominant ○
107 Bitly bitly 91 24 32 22 14 Dominant ○
108 nordic-financial-mcp kontakt-qy0g/nordic-financial-mcp 91 22 32 23 14 Dominant ○
109 Shipi shipi/shipi 91 24 29 22 15 Dominant ○
110 Math MCP Learning clouatre-labs/math-mcp 91 24 29 22 15 Dominant ○
111 Case Law Search alexandria-shai-eden/caselaw 91 25 33 18 15 Dominant ○
112 Sentry sentry 91 24 32 21 14 Dominant ○
113 InboundPilot — AI Lead Qualifier & Support for Social Media ivan-movw/inboundpilot 91 25 31 20 15 Dominant ○
114 ia-qa.com/mcp llm and RAG testing - Dev/QA toolbox ia-qa/api 91 24 30 22 15 Dominant ○
115 Mimiq mimiqai/mimiq 91 25 31 22 13 Dominant ○
116 bmlt pjaudiomv/bmlt 91 23 30 23 15 Dominant 📋 Spec
117 Gusto gusto 91 24 31 21 15 Dominant ○
118 glim.sh glim/glim 91 24 29 23 15 Dominant 📋 Spec
119 companyscope-mcp stewyboy1990/companyscope-mcp 91 23 30 23 15 Dominant ○
120 SteadyFetch intake-triage/steadyfetch 91 25 34 17 15 Dominant ○
121 Brandomica Lab brandomica/brandomica 91 24 29 23 15 Dominant ○
122 OneSocial frazierlee/onesocial 91 24 30 21 15 Dominant ○
123 Desktop Insights andrew-schreiber1/desktopinsights 91 23 33 21 15 Dominant ○
124 Sales Intelligence aria-agentworks/sales-intelligencee 91 25 28 22 15 Dominant ○
125 Icons8 MCP Server icons8community/icons8mpc 91 25 32 18 15 Dominant ○
126 AirOps airops 91 25 29 23 14 Dominant ○
127 helium-mcp conner-m4el/helium-mcp 91 25 34 18 15 Dominant ○
128 icons8mcp icons8community/icons8mcp 91 25 32 18 15 Dominant ○
129 AWS Docs and Regions FaresYoussef94/aws-knowledge-mcp 91 23 33 21 14 Dominant ○
130 Voidly voidly/mcp-server 91 24 30 21 15 Dominant ○
131 Zarq agentidx/zarq-risk 91 24 31 21 15 Dominant ○
132 American Default Research americandefault/research 91 23 31 21 15 Dominant ○
133 🚀 P-Link - Collect/Send/Receive payments paracetamol951/p-link-mcp 91 25 28 22 15 Dominant ○
134 UCP Checker ucpchecker/ucp-checker 91 25 31 22 13 Dominant ○
135 video-summarizer bibigpt/video-summarizer 91 25 30 20 15 Dominant ○
136 market-intelligence snipework-app/market-intelligence 91 25 31 19 15 Dominant ○
137 OneSource MCP one-source/mcp-1s 91 24 32 22 13 Dominant ○
138 ThinkNEO Control Plane thinkneo-ai/control-plane 91 25 29 21 15 Dominant ○
139 italy-transfers takecarsdd/italy-transfers 91 25 33 17 15 Dominant 📋 Spec
140 MetaMask Embedded Wallets MCP web3auth/integrate 91 23 30 22 15 Dominant ○
141 moltarch valtteri/moltarch 91 25 33 18 15 Dominant ○
142 Hugeicons MCP Server hugeicons/mcp-server 90 25 29 21 15 Dominant ○
143 checklist checklist-day/registry 90 25 34 16 15 Dominant ○
144 htt pierre/htt 90 25 30 20 15 Dominant ○
145 Wolfram Alpha LLM API henryhawke/wolfram-llm-mcp 90 25 29 22 14 Dominant ○
146 InfraNodus Knowledge Graphs & Text Analysis infranodus/mcp-server-infranodus 90 24 29 23 14 Dominant ○
147 openalex-mcp-server cyanheads/openalex-mcp-server 90 25 30 22 13 Dominant ○
148 PreClick cybrlab-ai/PreClick 90 23 29 23 15 Dominant ○
149 PreClick : URL Security scanner agentic-browsing/preclick 90 23 29 23 15 Dominant ○
150 Cloudflare cloudflare 90 25 30 23 13 Dominant ○
151 uk-legal bouch/uk-legal 90 23 31 22 14 Dominant ○
152 focus-streak-habit-tracker codemadebiz/focus-streak-habit-tracker 90 23 32 20 15 Dominant ○
153 YOKATLAS MCP Server emirks/yokatlas-mcp-typescript 90 25 30 21 14 Dominant ○
154 Statistics Canada pranaviate/statscan-mcp 90 25 33 17 15 Dominant ○
155 carscout carscout/carscout 90 24 29 21 15 Dominant ○
156 PlainMarkdown plainmarkdown/markdown 90 25 27 23 15 Dominant ○
157 pubmed-mcp-server cyanheads/pubmed-mcp-server 90 24 30 23 13 Dominant ○
158 ToolBooth toolbooth/sol402 90 22 30 23 15 Dominant 📋 Spec
159 webforj-mcp webforj.io/webfor-mcp 90 25 30 23 13 Dominant ○
160 noteit-mcp bahfahh/noteit-mcp 90 23 31 23 14 Dominant ○
161 Trinity Research - UPDATED Endpoint Integration Guide HUMANIFIED/trinity-research1 90 25 27 23 15 Dominant 📋 Spec
162 Art Institute of Chicago Collection Server mikechao/artic-mcp 90 25 29 23 13 Dominant ○
163 Attio attio 90 25 31 22 12 Dominant ○
164 DuckDuckGo & Felo AI Search OEvortex/ddg_search 90 25 29 23 13 Dominant ○
165 Deckrun agenticdecks/deckrun-free 90 25 31 19 15 Dominant ○
166 Tavily 90 22 31 23 15 Dominant ○
167 OrgX useorgx/orgx-mcp 90 25 30 22 13 Dominant ○
168 LI.FI li-fi/lifi-mcp 90 23 33 21 13 Dominant ○
169 loc8n Geographic Data gener8v/mcp-geographic-data 90 22 30 23 15 Dominant ○
170 SQLite node2flow/sqlite 90 23 29 22 15 Dominant ○
171 MCP Server for Singapore Government Open Data aniruddha-adhikary/gahmen-mcp 90 25 27 22 15 Dominant ○
172 Unmarkdown unmarkdown/unmarkdown-mcp 90 25 28 21 15 Dominant ○
173 exposureguard-mcp ExposureGuard/exposureguard-mcp 90 20 32 23 15 Dominant ○
174 Dice dice 90 25 34 18 14 Dominant ○
175 Consensus consensus 90 25 34 19 12 Dominant ○
176 Svelte svelte 90 25 33 19 13 Dominant ○
177 Domain Insights dynamycsound/domain-lookup 90 24 28 23 15 Dominant ○
178 Readwise IAmAlexander/readwise-mcp 90 25 27 22 15 Dominant ○
179 paper-search-mcp-openai-v2 TitanSneaker/paper-search-mcp-openai-v2 90 25 31 18 15 Dominant ○
180 Flight Search MCP Server gvzq/flight-mcp 90 25 30 21 14 Dominant ○
181 Paper Search papersearch/PaperSearcher 90 25 31 18 15 Dominant ○
182 gmail-osiris sk1122/gmail-osiris 90 24 27 23 15 Dominant ○
183 Godle Prompt API godle/godle-prompt-api 90 25 30 19 15 Dominant ○
184 WZRD Protocol wzrd/protocol 90 24 31 20 15 Dominant ○
185 Airtable airtable 89 25 30 21 13 Dominant 📋 Spec
186 Youtube node2flow/youtube 89 23 29 22 15 Dominant 📋 Spec
187 Resume Optimizer Pro resumeoptimizerpro/resume-optimizer-pro 89 25 27 23 14 Dominant ○
188 DomainKits MCP - the domain name intelligence DomainKits/domainkits 89 23 31 22 14 Dominant 📋 Spec
189 AI HR Management Toolkit XJTLUmedia2/x24 89 24 28 23 15 Dominant ○
190 Viatsy albert-dwqs/viatsy-mcp 89 25 28 21 15 Dominant 📋 Spec
191 SparkForge henry-ships/sparkforge 89 23 28 23 15 Dominant ○
192 LastLook Data zev/lastlook-data 89 21 32 21 15 Dominant 📋 Spec
193 chiark-mcp chiark-ai-dev/chiark-mcp 89 23 30 21 15 Dominant ○
194 Firecrawl Web Scraping Server Krieg2065/firecrawl-mcp-server 89 24 28 22 15 Dominant ○
195 RedStone MCP daniel-szerszen/redstone-finance 89 23 30 20 15 Dominant 📋 Spec
196 Rocket.Chat huiseo/rocketchat-threads-mcp 89 24 31 19 15 Dominant 📋 Spec
197 Spark - AI Assets Marketplace howard-eridani/spark 89 25 32 17 15 Dominant ○
198 Hyperplexity hyperplexity/production 89 24 29 21 15 Dominant ○
199 hsk-mcp kuibin-dev/hsk-mcp 89 21 30 23 15 Dominant 📋 Spec
200 Gread nitrofire-q/gread 89 23 28 23 15 Dominant 📋 Spec
201 Axiora axiora/japan-financials 89 22 31 21 15 Dominant ○
202 bmptest1 osamah96/bmptest1 89 25 26 23 15 Dominant ○
203 Teres qflagg212-i66d/teres-io 89 22 30 22 15 Dominant 📋 Spec
204 Greek Insurance Registry christos/eoa-intermediaries 89 25 29 20 15 Dominant 📋 Spec
205 Rett fra Bonden — Lokal Matfinner slookisen/lokal-norsk-matfinner 89 23 30 21 15 Dominant ○
206 PostgreSQL Database Management Server HenkDz/postgresql-mcp-server 89 25 28 21 14 Dominant ○
207 SlideMaster slidemaster/mcp 89 22 30 22 15 Dominant 📋 Spec
208 clinicaltrialsgov-mcp-server cyanheads/clinicaltrialsgov-mcp-server 89 25 31 21 12 Dominant 📋 Spec
209 WarpGBM jefferythewind/warpgbm-mcp 89 25 29 20 15 Dominant ○
210 Authproof authproof/authproof 89 25 26 23 15 Dominant 📋 Spec
211 Crypto Price & Market Analysis Server truss44/mcp-crypto-price 89 24 30 22 13 Dominant ○
212 Google Sheets node2flow/google-sheets 89 24 28 22 15 Dominant 📋 Spec
213 Sunex-lens-mcp sunex/Sunex-lens-mcp 89 25 30 19 15 Dominant 📋 Spec
214 Koumoul opendata koumoul/opendata 89 23 29 23 14 Dominant 📋 Spec
215 Opendata Ademe koumoul/ademe-opendata 89 23 29 23 14 Dominant 📋 Spec
216 LILT lilt 89 25 32 17 15 Dominant 📋 Spec
217 property-api propertyscoop/property-api 89 20 31 23 15 Dominant 📋 Spec
218 hn-mcp-server cyanheads/hn-mcp-server 89 23 30 23 14 Dominant 📋 Spec
219 PeerPush MCP peerpush/peerpush_mcp 89 21 30 22 15 Dominant 📋 Spec
220 Applify omnivibes/applify 89 25 32 19 14 Dominant 📋 Spec
221 Bizfile MCP — Global Company Intelligence OjasKord/bizfile-mcp 89 23 28 22 15 Dominant 📋 Spec
222 Google Docs node2flow/google-docs 89 24 27 22 15 Dominant 📋 Spec
223 Granted granted 89 21 30 22 15 Dominant 📋 Spec
224 iPayX FX Audit — Hidden Bank Fee Detector ybolduc/ipayx-fx-audit 89 25 28 20 15 Dominant 📋 Spec
225 Binance TH node2flow/binance-th-mcp 89 23 28 22 15 Dominant 📋 Spec
226 brag-fast hi-k3uy/brag-fast 89 24 30 20 15 Dominant 📋 Spec
227 Pronunciation Assessment fabiosuizu/pronunciation-assessment 89 25 30 18 15 Dominant 📋 Spec
228 outtolunch outtolunch/outtolunch 89 22 32 20 15 Dominant 📋 Spec
229 GitHub Mapper github-mapper-mcp-server 89 25 28 23 13 Dominant 📋 Spec
230 OpenClaw Intel openclaw-ai/intel 89 22 32 20 15 Dominant ○
231 Markdown转换服务器 FradSer/mcp-server-to-markdown 89 25 28 23 13 Dominant 📋 Spec
232 pinescript bouch/pinescript 89 23 29 21 15 Dominant 📋 Spec
233 Venturu venturu/venturu-mcp 89 24 33 17 15 Dominant 📋 Spec
234 Solentic blueprint-infrastructure/Solentic 89 24 29 20 15 Dominant 📋 Spec
235 Markdown Downloader dazeb/markdown-downloader 89 25 27 21 15 Dominant ○
236 utilsforagents-mcp utilsforagents/utilsforagents-mcp 89 25 29 22 13 Dominant 📋 Spec
237 CourtListener Case Law Explorer khizar-anjum/courtlistener-mcp 89 24 27 23 15 Dominant 📋 Spec
238 Serper Search and Scrape tahaswx/mcp-server-serper-test 89 25 27 23 14 Dominant 📋 Spec
239 Quotewise Quote MCP quotewise/quotewise 89 24 31 20 14 Dominant 📋 Spec
240 coverage alexandria-shai-eden/coverage 89 23 32 18 15 Dominant 📋 Spec
241 Bright Data brightdata 89 25 29 19 15 Dominant 📋 Spec
242 Web Scraper aparajithn/agent-web-scraper-mcp 89 23 27 23 15 Dominant ○
243 pigeon-superstition-superposition elbpr/pigeon-superstition-superposition 89 25 29 19 15 Dominant 📋 Spec
244 Screenshot & PDF Capture — Full-Page Chromium Rendering axel-belfort/screenshot-pdf 89 20 31 23 15 Dominant 📋 Spec
245 Pagerduty pagerduty 89 25 29 22 13 Dominant 📋 Spec
246 instagram-mcp maxbeech/instagram-mcp 89 23 29 21 15 Dominant 📋 Spec
247 Boar blockchain MCP (advanced) boar-network/blockchain-advanced 89 24 28 21 15 Dominant 📋 Spec
248 Weavely AI Forms & Surveys florian/weavely 89 22 30 22 14 Dominant 📋 Spec
249 Deep Research Server pinkpixel-dev/deep-research-mcp 88 25 29 23 11 Dominant 📋 Spec
250 UK Private Number Plate Search easyreg/private-number-plates 88 25 32 16 15 Dominant 📋 Spec
251 AgentScrape hshintelligence/agentscrape 88 25 28 20 15 Dominant 📋 Spec
252 RationalBloks rationalbloks/rationalbloks 88 25 27 21 15 Dominant 📋 Spec
253 fortytwo-mcp fortytwo/fortytwo-mcp 88 25 25 23 15 Dominant 📋 Spec
254 AllTrails InfoseekAI/AllTrails 88 25 33 18 13 Dominant 📋 Spec
255 Calendly calendly 88 25 31 21 12 Dominant 📋 Spec
256 climate-impacts valentinlemaire/climate-impacts 88 25 31 17 15 Dominant 📋 Spec
257 coinex_mcp_server helix-song/coinex_mcp_server 88 22 31 20 15 Dominant ○
258 MetricSign wkruithof/metricsign 88 23 31 19 15 Dominant 📋 Spec
259 Desearch AI Desearch-ai/desearch 88 25 27 23 13 Dominant 📋 Spec
260 Figma MCP for Free Plan haju-xp/figma-free-mcp 88 24 27 22 15 Dominant 📋 Spec
261 mediawiki yuhuison/mediawiki 88 24 29 23 13 Dominant ○
262 Strale strale/agent-tools 88 24 30 19 15 Dominant 📋 Spec
263 agent-seo web3signals/agent-seo 88 22 29 23 15 Dominant 📋 Spec
264 sentimatix rishavdutta-kgp/sentimatix 88 21 30 23 15 Dominant 📋 Spec
265 Cryptopolitan MCP key/cryptopolitan-mcp 88 23 30 20 15 Dominant 📋 Spec
266 nhtsa-vehicle-mcp-server cyanheads/nhtsa-vehicle-mcp-server 88 24 30 22 13 Dominant 📋 Spec
267 Codeinterpreter codeinterpreter 88 25 27 23 13 Dominant 📋 Spec
268 CoinGecko coingecko/api 88 20 32 23 14 Dominant 📋 Spec
269 What Do They Know? bouch/whatdotheyknow 88 25 30 18 15 Dominant 📋 Spec
270 Agent Module: Deterministic compliance knowledge for production agents agentmodule/agent-module 88 24 28 21 15 Dominant 📋 Spec
271 Daum Search kakao/daum-search 88 22 29 23 15 Dominant 📋 Spec
272 Meta Ads adadvisor/meta-ads 88 21 31 21 15 Dominant 📋 Spec
273 Shodan Server burtthecoder/mcp-shodan 88 19 31 23 15 Dominant ○
274 Fal aiamindennapokban/fal-ai-mcp 88 25 28 22 13 Dominant 📋 Spec
275 TaskBounty eliottreich/taskbounty 88 22 29 22 15 Dominant 📋 Spec
276 QueueSim chiaha/QueueSim 88 20 34 19 15 Dominant 📋 Spec
277 Roundtable roundtable/roundtable 88 24 29 23 13 Dominant 📋 Spec
278 MultiversX MCP Server multiversx/mx-mcp 88 25 29 21 13 Dominant 📋 Spec
279 Twitter Server enescinar/twitter-mcp 88 25 25 23 15 Dominant 📋 Spec
280 nausika nausika/nausika 88 22 29 23 14 Dominant 📋 Spec
281 ChairFlow chairflow/mcp-server 88 25 27 20 15 Dominant 📋 Spec
282 Knowledge Base Server jeanibarz/knowledge-base-mcp-server 88 25 28 19 15 Dominant 📋 Spec
283 tradingcalc-mcp tradingcalc/tradingcalc-mcp 88 22 31 22 13 Dominant 📋 Spec
284 Exa Search exa 88 20 30 23 15 Dominant ○
285 MCP Chain of Draft (CoD) Prompt Tool brendancopley/mcp-chain-of-draft-prompt-tool 88 25 26 22 15 Dominant 📋 Spec
286 Tripuck tripuck894/tripuck 88 23 29 22 14 Dominant 📋 Spec
287 Tesla InfoseekAI/Tesla 88 22 28 22 15 Dominant 📋 Spec
288 romulus-31780 openclaw-hal9000/romulus-31780 88 25 30 17 15 Dominant 📋 Spec
289 Irenic Table benevolabs/irenictable 88 23 28 21 15 Dominant 📋 Spec
290 Manifold manifold 88 25 27 22 13 Dominant 📋 Spec
291 TurboPentest integsec/turbopentest 88 24 31 17 15 Dominant 📋 Spec
292 rivalsearch rashforddamion/rivalsearch 88 25 29 18 15 Dominant ○
293 America's Law Graph vestara/america-law-graph 88 22 28 23 15 Dominant 📋 Spec
294 fungenerators orthosie/fungenerators 88 20 30 22 15 Dominant 📋 Spec
295 Woogoro Auto Repair Quote Analyzer glane0303/woogoro-auto-repair 88 25 27 20 15 Dominant 📋 Spec
296 ClickHouse clickhouse 88 24 29 22 13 Dominant 📋 Spec
297 Tenant Builder santiago.blanco.vilchez/santiago-cpa 88 25 28 22 13 Dominant ○
298 Botoi MCP botoi/botoi-mcp 88 23 28 21 15 Dominant 📋 Spec
299 PlanetScale planetscale 88 25 28 19 15 Dominant 📋 Spec
300 GoldenCheck benzsevern/goldencheck 87 22 28 22 15 Dominant 📋 Spec
301 0Latency Memory zerolatency/memory 87 22 29 22 15 Dominant 📋 Spec
302 gitwhy gitwhy-cli/gitwhy 87 21 29 23 15 Dominant 📋 Spec
303 tradememory-protocol mnemox-ai/tradememory-protocol 87 25 31 16 15 Dominant 📋 Spec
304 Soundside-ai kangaroo-Ifly/soundside-ai 87 25 29 20 13 Dominant 📋 Spec
305 Attention Velocity wzrd/attention-oracle 87 21 32 20 15 Dominant ○
306 Well well/app 87 23 27 23 15 Dominant 📋 Spec
307 Railway MCP Server jason-tan-swe/railway-mcp 87 25 25 22 15 Dominant 📋 Spec
308 congressgov-mcp-server cyanheads/congressgov-mcp-server 87 24 26 23 14 Dominant 📋 Spec
309 Perplexity-researcher-mcp DaInfernalCoder/perplexity-mcp 87 22 28 23 15 Dominant ○
310 One drive one_drive 87 24 28 23 12 Dominant 📋 Spec
311 Notion notion 87 25 30 21 11 Dominant ○
312 Railway Infrastructure Manager antonioevans/railway-mcp 87 25 25 22 15 Dominant 📋 Spec
313 Telo Scalp Care seanjk14/telo-mcp-server 87 23 29 20 15 Dominant 📋 Spec
314 TabAI tabai/core 87 25 26 21 15 Dominant 📋 Spec
315 art-events onurgu/art-events 87 25 32 16 15 Dominant 📋 Spec
316 smarts.md defi-io/smartcontract 87 21 29 23 15 Dominant 📋 Spec
317 sucesio-mcp nponette/sucesio-mcp 87 23 32 18 15 Dominant 📋 Spec
318 yahoo-finance chirag127/yahoo-finance 87 20 30 23 15 Dominant 📋 Spec
319 Nextcloud MCP Server hithereiamaliff/mcp-nextcloud 87 25 26 22 15 Dominant 📋 Spec
320 Opik MCP Server comet-ml/opik-mcp-server 87 24 28 22 13 Dominant 📋 Spec
321 suba-1234 osamah96/suba-1234 87 25 26 21 15 Dominant 📋 Spec
322 aTars MCP by aarna atars-MCP/aarnaai 87 25 29 18 15 Dominant ○
323 Slack MCP jtalk22/slack-mcp-server 87 24 27 21 15 Dominant 📋 Spec
324 Oracle-H tponscr-debug/oracle-h 87 20 30 22 15 Dominant 📋 Spec
325 Figma API Integration ai-zerolab/mcp-figma 87 23 27 22 15 Dominant ○
326 Ohmyfin Banking Intelligence aa-9xxm/ohmyfin 87 24 31 17 15 Dominant 📋 Spec
327 Danube preston/danube 87 25 31 17 15 Dominant 📋 Spec
328 Muapi am-1m1k/muapi 87 23 27 22 15 Dominant 📋 Spec
329 Sentinel Signal MCP for Healthcare Claims Scoring sentinelsignal/scoring 87 24 27 21 15 Dominant 📋 Spec
330 Buildkite buildkite 87 24 29 19 15 Dominant 📋 Spec
331 Browserous - Instant Browser for Your Agent browserous/browserous 87 24 26 22 15 Dominant 📋 Spec
332 MinerU-Markdown-Converter beilin/mineru-markdown-converter 87 21 29 22 15 Dominant 📋 Spec
333 Supermetrics supermetrics 87 23 31 19 15 Dominant 📋 Spec
334 Balldontlie Sports Data Server mikechao/balldontlie-mcp 87 23 29 20 15 Dominant 📋 Spec
335 ICME Preflight icme-labs/preflight 87 22 29 21 15 Dominant 📋 Spec
336 vocab-voyage-mcp vocab-voyage/vocab-voyage-mcp 87 22 30 20 15 Dominant 📋 Spec
337 EcomGraph thibault/ecomgraph 87 22 29 21 15 Dominant 📋 Spec
338 AgentIndex agentidx/agentcrawl 87 22 30 20 15 Dominant ○
339 Subfeed Subfeed/Subfeed 87 24 26 22 15 Dominant ○

Score levels

Dominant (85-100) — Agent picks this tool first in competitive scenarios (~85% selection rate)

Preferred (70-84) — Good quality, selected regularly (~13-40% selection rate)

Selectable (50-69) — Functional but rarely chosen by agents (~2-13% selection rate)

Visible (25-49) / Absent (0-24) — Nearly invisible to AI agents

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Scored using open-source Level A engine. View scoring logic. Rankings update daily. Selection rates from 500-round simulation (r=0.828).