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Ecosystem ranking

1000 MCP servers scored out of 4,000+ scanned. Average: 86.8/100.

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: July 15, 2026 · Sources: Smithery + Official MCP Registry · Score v1.0.0 · Updated daily

704

Dominant

291

Preferred

5

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

86.8

Average score

70%

Dominant rate

Average score per daily scan. 12 data points collected.

# Server Score ↕ F ↕ C ↕ P ↕ E ↕ Level Trust
1 Google Finance google/finance 98 25 35 23 15 Dominant ○
2 URL Scanner Online by Aprensec — URL & Domain Security Scanner pol-l3ch/url-scanner-online-aprensec 97 25 34 23 15 Dominant ○
3 Microsoft Learn mslearn 97 25 34 23 15 Dominant ○
4 Noto CRM noto-crm/noto-crm 96 25 33 23 15 Dominant ○
5 SavvyCal MCP Server arturkoter/savvycal-mcp-server 96 25 33 23 15 Dominant ○
6 Correkt Commerce correkt/marketplace 96 25 34 22 15 Dominant ○
7 IPSC Scoreboard mandakan/ssi-scoreboard 95 25 34 22 15 Dominant ○
8 sg-workpass-compass-mcp vdineshk/sg-workpass-compass-mcp 95 25 33 22 15 Dominant ○
9 nutribalance-mcp NutriBalance/nutribalance-mcp 95 25 32 23 15 Dominant ○
10 YouTube Transcript Server sinco-lab/mcp-youtube-transcript 95 25 32 23 15 Dominant ○
11 Inferventis Finance MCP jonathan-7udh/inferventis-finance 95 25 33 22 15 Dominant ○
12 Unulu unulu/site-builder 95 25 33 23 14 Dominant ○
13 TrustRails - UK Electronics Product Finder trustrails/mcp-server 95 25 34 22 14 Dominant ○
14 Trust trust-security/scanner 95 25 32 22 15 Dominant ○
15 FD Commercial Property Finance info-07of/property-finance-mcp 95 25 33 23 14 Dominant ○
16 Zenable zenable 95 25 34 21 15 Dominant ○
17 Meta-Stamp Pockets chriscoynetalent-yhjh/metastamp 95 25 32 22 15 Dominant 📋 Spec
18 mcp-assistant zonlabs/mcp_assistant 95 25 34 21 15 Dominant ○
19 Local Model Suitability MCP OjasKord/local-model-suitability-mcp 95 25 34 23 14 Dominant ○
20 Scam Shield by BrokerChooser.com muellah24/scam-shield-by-brokerchooser 94 25 34 23 13 Dominant ○
21 Catalunya 2022 info-g03l/catalunya-2022 94 25 31 23 15 Dominant ○
22 Skyscanner InfoseekAI/Skyscanner 94 25 34 22 14 Dominant ○
23 mobbin mobbin/mobbin 94 25 31 23 15 Dominant ○
24 pretext-pdf himaan4149-kv55/pretext-pdf 94 25 33 21 15 Dominant ○
25 sg-weather-data-mcp vdineshk/sg-weather-data-mcp 94 23 34 22 15 Dominant ○
26 Swiss Truth MCP martin111ma-za5d/swiss-truth-mcp 94 25 33 21 15 Dominant ○
27 DevMatch zachary-royals/devmatch 94 25 32 23 14 Dominant ○
28 Supericons curly-mole-labs/supericons 94 25 34 21 14 Dominant ○
29 Open Targets opentargets 94 25 33 22 14 Dominant ○
30 sg-gst-calculator-mcp vdineshk/sg-gst-calculator-mcp 94 23 34 23 15 Dominant ○
31 Unstoppable Domains unstoppable-domains/domains-mcp 94 25 33 22 14 Dominant ○
32 Groupi Discovery quadit/groupi-discovery 94 25 31 22 15 Dominant ○
33 Linkup LinkupPlatform/linkup-mcp-server 94 25 33 23 13 Dominant ○
34 agentflight heavysword1/agentflight 93 25 30 23 15 Dominant ○
35 United States Weather smithery-ai/national-weather-service 93 25 30 23 15 Dominant ○
36 VeyraX MCP clarenous/veyrax-mcp 93 25 31 22 15 Dominant ○
37 pūrmemo purmemo/purmemo-mcp 93 25 32 22 14 Dominant ○
38 qr-code-mcp quality-qr/qr-code-mcp 93 23 32 23 15 Dominant ○
39 Drop Beacon dropbeacon/drop-beacon-mcp 93 23 32 22 15 Dominant ○
40 Pharaoh - Your AI breaks things it can't see pharaoh/pharaoh-so 93 24 32 22 15 Dominant ○
41 mrc-data meacheal-ai/mrc-data 93 23 33 22 15 Dominant ○
42 xenarch-mcp xenarch/xenarch-mcp 93 22 34 23 15 Dominant ○
43 Eka EMR eka-care/emr 93 25 33 20 15 Dominant ○
44 Archangel Agency MCP jthora/archangel-agency-mcp 93 25 34 19 15 Dominant ○
45 cancersupport sigai/cancersupport 93 25 32 21 15 Dominant ○
46 nephyr-backtest clm-studios/nephyr-backtest 93 25 30 22 15 Dominant ○
47 Medical Terminologies MCP sidneybissoli/medical-terminologies 93 23 32 23 15 Dominant ○
48 diavgeia-mcp michalis.koutridis/diavgeia-mcp 93 25 33 22 13 Dominant ○
49 aws aws/docs 93 22 34 23 15 Dominant ○
50 Pylon Server marcinwyszynski/pylon-mcp 93 24 33 21 15 Dominant ○
51 CupShup Marketing Knowledge Base sidharth-5u15/cupshup-mcp 93 25 31 21 15 Dominant ○
52 Chainflip Broker as a Service chainflip-broker/baas 93 25 31 21 15 Dominant ○
53 LinkMCP linkmcp/linkmcp 93 25 30 22 15 Dominant ○
54 Firecrawl Web Scraping Server NYO2008/firecrawl-mcp-server 93 24 32 22 14 Dominant ○
55 Brave Search brave 93 24 31 23 14 Dominant 📋 Spec
56 Aigregator AI Tools aigregator/ai-tools 93 25 32 21 15 Dominant ○
57 Gen-PDF Server gen-pdf/mcp 93 25 29 23 15 Dominant ○
58 Apify apify 92 25 33 23 12 Dominant ○
59 HubSpot hubspot 92 25 33 21 13 Dominant ○
60 ai-compliance-monitor vdineshk/ai-compliance-monitor 92 23 33 22 15 Dominant ○
61 Drug Landscape james-h-millett/drug-landscape 92 24 31 22 15 Dominant ○
62 barbell-tools coachsync/barbell-tools 92 25 29 23 15 Dominant ○
63 Clear Thought 1.5 waldzellai/clear-thought 92 25 31 23 14 Dominant 📋 Spec
64 Port IO portio 92 25 32 22 14 Dominant ○
65 Summiz alberduris/summiz 92 25 31 23 13 Dominant ○
66 Qasper qasper/business-agents 92 24 31 23 15 Dominant ○
67 LabelHead Artist Momentum labelhead/artist-momentum 92 25 32 20 15 Dominant ○
68 Hyperliquid Market Data — Orderbooks, Prices, OHLCV axel-belfort/hyperliquid-data 92 25 32 20 15 Dominant ○
69 Idea Reality mnemox-ai/idea-reality-mcp 92 25 34 19 15 Dominant ○
70 Pulse onetrip/pulse 92 24 30 23 15 Dominant ○
71 Asana asana 92 25 30 23 14 Dominant ○
72 Aiwyn Tax aiwyn 92 24 31 22 15 Dominant ○
73 Dropshipping & DSers Agent MCP dsersx/product-mcp 92 25 31 22 14 Dominant ○
74 nephyr-risk clm-studios/nephyr-risk 92 24 31 23 15 Dominant ○
75 PixelLab samedii/pixellab 92 25 30 22 14 Dominant ○
76 Last_Minute_Deals_HQ johnanleitner1/Last_Minute_Deals_HQ 92 23 32 21 15 Dominant ○
77 Guardian kaimeilabs/guardian-engine 92 25 31 21 14 Dominant ○
78 NarrateAI narrateai/video 92 24 30 23 15 Dominant ○
79 Apify apify/mcp 92 25 32 23 12 Dominant ○
80 Timestamp openclaw-ai/timestamp-converter 92 23 32 22 15 Dominant ○
81 Site Audit Pro silentnw/website-auditor 92 22 33 23 15 Dominant ○
82 ko-financial-data fenglucc/ko-financial-data 92 24 30 22 15 Dominant ○
83 lad-lviv-ua vbhjckfd/lad-lviv-ua 92 25 33 21 13 Dominant ○
84 AgentDM - Agent to Agent Messaging github-6f8c/agentDM 92 25 33 19 15 Dominant ○
85 DialogBrain dialogbrain/dialogbrain 92 23 31 23 15 Dominant ○
86 Academic Research MCP — ArXiv & Google Scholar nexgendata-apify/academic-research-mcp-server 92 25 28 23 15 Dominant ○
87 ChainGPT MCP kohasummons/chaingpt-mcp 92 25 32 20 14 Dominant ○
88 Platfone - Virtual Numbers MCP dima-p0g6/platfone 92 23 32 21 15 Dominant ○
89 hair prohall/hair 92 25 29 22 15 Dominant ○
90 Site Scorer minglesai/ai-site-scorer 92 23 31 23 15 Dominant ○
91 Skrape MCP Server skrapeai/skrape-mcp 92 25 28 23 15 Dominant ○
92 ratings mpprimo/ratings 92 25 29 22 15 Dominant ○
93 HexDocs MCP bradleygolden/hexdocs-mcp 92 23 31 22 15 Dominant ○
94 London Airport Transfers airport-pickups-london/London-airport-transfers 92 25 30 22 14 Dominant ○
95 SceneView 3D & AR sceneview/gateway 92 24 32 21 15 Dominant ○
96 ai-agent-index heather-macavelia/ai-agent-index 92 25 32 20 14 Dominant ○
97 x402watch bakyang2/x402watch 92 25 31 20 15 Dominant ○
98 Security Auditor eren-solutions/mcp-security-audit 91 25 30 21 15 Dominant ○
99 agentview rafaelkocurek-nvob/agentview 91 23 31 22 15 Dominant ○
100 govuk bouch/govuk 91 24 31 23 14 Dominant ○
101 Agentic Shelf agenticshelf/agentic-shelf 91 25 34 18 15 Dominant ○
102 Harvard Course Explorer minitim222/harvard-mit-course-recommendation 91 25 30 21 15 Dominant ○
103 Shrike Security shrike-security/shrike-mcp 91 25 29 22 14 Dominant ○
104 ZenRows MCP zenrows/zenrows-mcp 91 25 30 23 14 Dominant ○
105 Global Market Monitor headlessoracle/headless-oracle 91 23 33 21 15 Dominant ○
106 Kweenkl antoinedelorme/kweenkl 91 23 31 21 15 Dominant ○
107 Agents @Kopern.ai kopern/mcp-server 91 24 30 22 15 Dominant ○
108 Elegance regenique/elegance-commerce 91 23 30 22 15 Dominant ○
109 Bitly bitly 91 24 32 22 14 Dominant ○
110 Shipi shipi/shipi 91 24 29 22 15 Dominant ○
111 Technical Analysis ta-mcp/technical-analysis-mcp 91 25 32 21 13 Dominant ○
112 nordic-financial-mcp kontakt-qy0g/nordic-financial-mcp 91 22 32 23 14 Dominant ○
113 nws-weather-mcp-server cyanheads/nws-weather-mcp-server 91 25 31 21 14 Dominant ○
114 faa-aircraft-registry-mcp-server cyanheads/faa-aircraft-registry-mcp-server 91 25 31 22 13 Dominant ○
115 InboundPilot — AI Lead Qualifier & Support for Social Media ivan-movw/inboundpilot 91 25 31 20 15 Dominant ○
116 Math MCP Learning clouatre-labs/math-mcp 91 24 29 22 15 Dominant ○
117 Mimiq mimiqai/mimiq 91 25 31 22 13 Dominant ○
118 Case Law Search alexandria-shai-eden/caselaw 91 25 33 18 15 Dominant ○
119 Sentry sentry 91 24 32 21 14 Dominant ○
120 IBANforge cammac/IBANforge 91 23 32 23 14 Dominant ○
121 bmlt pjaudiomv/bmlt 91 23 30 23 15 Dominant ○
122 teardrop teardrop-ai/teardrop 91 24 30 23 14 Dominant ○
123 glim.sh glim/glim 91 24 29 23 15 Dominant ○
124 companyscope-mcp stewyboy1990/companyscope-mcp 91 23 30 23 15 Dominant ○
125 Gusto gusto 91 24 31 21 15 Dominant ○
126 SteadyFetch intake-triage/steadyfetch 91 25 34 17 15 Dominant ○
127 Brandomica Lab brandomica/brandomica 91 24 29 23 15 Dominant ○
128 Desktop Insights andrew-schreiber1/desktopinsights 91 23 33 21 15 Dominant ○
129 openfoodfacts-mcp-server cyanheads/openfoodfacts-mcp-server 91 25 31 23 13 Dominant 📋 Spec
130 OneSocial frazierlee/onesocial 91 24 30 21 15 Dominant ○
131 Sales Intelligence aria-agentworks/sales-intelligencee 91 25 28 22 15 Dominant ○
132 Icons8 MCP Server icons8community/icons8mpc 91 25 32 18 15 Dominant ○
133 AWS Docs and Regions FaresYoussef94/aws-knowledge-mcp 91 23 33 21 14 Dominant ○
134 icons8mcp icons8community/icons8mcp 91 25 32 18 15 Dominant ○
135 federal-regulations-mcp-server cyanheads/federal-regulations-mcp-server 91 25 32 22 12 Dominant 📋 Spec
136 cityparity bissell-skyler/cityparity 91 23 31 23 14 Dominant ○
137 helium-mcp conner-m4el/helium-mcp 91 25 34 18 15 Dominant ○
138 AirOps airops 91 25 29 23 14 Dominant ○
139 Voidly voidly/mcp-server 91 24 30 21 15 Dominant ○
140 MetaMask Embedded Wallets MCP web3auth/integrate 91 23 30 22 15 Dominant ○
141 video-summarizer bibigpt/video-summarizer 91 25 30 20 15 Dominant ○
142 moltarch valtteri/moltarch 91 25 33 18 15 Dominant ○
143 Zarq agentidx/zarq-risk 91 24 31 21 15 Dominant ○
144 market-intelligence snipework-app/market-intelligence 91 25 31 19 15 Dominant ○
145 crossref-mcp-server cyanheads/crossref-mcp-server 91 25 30 23 13 Dominant 📋 Spec
146 ThinkNEO Control Plane thinkneo-ai/control-plane 91 25 29 21 15 Dominant ○
147 American Default Research americandefault/research 91 23 31 21 15 Dominant ○
148 italy-transfers takecarsdd/italy-transfers 91 25 33 17 15 Dominant ○
149 🚀 P-Link - Collect/Send/Receive payments paracetamol951/p-link-mcp 91 25 28 22 15 Dominant ○
150 OneSource MCP one-source/mcp-1s 91 24 32 22 13 Dominant ○
151 Hugeicons MCP Server hugeicons/mcp-server 90 25 29 21 15 Dominant ○
152 checklist checklist-day/registry 90 25 34 16 15 Dominant ○
153 FleetQ escapeboy/fleetq 90 25 29 22 14 Dominant ○
154 InfraNodus Knowledge Graphs & Text Analysis infranodus/mcp-server-infranodus 90 24 29 23 14 Dominant ○
155 AgentClear — API Marketplace for AI Agents agentclear-ai/mcp-server 90 25 30 20 15 Dominant ○
156 usaspending-mcp-server cyanheads/usaspending-mcp-server 90 24 31 23 13 Dominant 📋 Spec
157 Google Compute Engine gce 90 24 30 23 14 Dominant ○
158 openalex-mcp-server cyanheads/openalex-mcp-server 90 25 30 22 13 Dominant ○
159 uk-legal bouch/uk-legal 90 23 31 22 14 Dominant ○
160 focus-streak-habit-tracker codemadebiz/focus-streak-habit-tracker 90 23 32 20 15 Dominant ○
161 PreClick cybrlab-ai/PreClick 90 23 29 23 15 Dominant ○
162 PreClick : URL Security scanner agentic-browsing/preclick 90 23 29 23 15 Dominant ○
163 Cloudflare cloudflare 90 25 30 23 13 Dominant ○
164 YOKATLAS MCP Server emirks/yokatlas-mcp-typescript 90 25 30 21 14 Dominant ○
165 pubmed-mcp-server cyanheads/pubmed-mcp-server 90 24 30 23 13 Dominant ○
166 PlainMarkdown plainmarkdown/markdown 90 25 27 23 15 Dominant ○
167 Statistics Canada pranaviate/statscan-mcp 90 25 33 17 15 Dominant ○
168 carscout carscout/carscout 90 24 29 21 15 Dominant ○
169 ToolBooth toolbooth/sol402 90 22 30 23 15 Dominant 📋 Spec
170 DuckDuckGo & Felo AI Search OEvortex/ddg_search 90 25 29 23 13 Dominant ○
171 noteit-mcp bahfahh/noteit-mcp 90 23 31 23 14 Dominant ○
172 toyshub redilinxa/toyshub 90 23 32 21 14 Dominant 📋 Spec
173 Attio attio 90 25 31 22 12 Dominant ○
174 pubchem-mcp-server cyanheads/pubchem-mcp-server 90 24 30 23 13 Dominant 📋 Spec
175 Art Institute of Chicago Collection Server mikechao/artic-mcp 90 25 29 23 13 Dominant ○
176 Trinity Research - UPDATED Endpoint Integration Guide HUMANIFIED/trinity-research1 90 25 27 23 15 Dominant 📋 Spec
177 MCP Server for Singapore Government Open Data aniruddha-adhikary/gahmen-mcp 90 25 27 22 15 Dominant ○
178 Deckrun agenticdecks/deckrun-free 90 25 31 19 15 Dominant ○
179 SQLite node2flow/sqlite 90 23 29 22 15 Dominant ○
180 LI.FI li-fi/lifi-mcp 90 23 33 21 13 Dominant ○
181 OrgX useorgx/orgx-mcp 90 25 30 22 13 Dominant ○
182 Tavily 90 22 31 23 15 Dominant ○
183 loc8n Geographic Data gener8v/mcp-geographic-data 90 22 30 23 15 Dominant ○
184 framefetch reyd8777/framefetch 90 25 32 19 14 Dominant 📋 Spec
185 Svelte svelte 90 25 33 19 13 Dominant ○
186 Consensus consensus 90 25 34 19 12 Dominant ○
187 Unmarkdown unmarkdown/unmarkdown-mcp 90 25 28 21 15 Dominant ○
188 Dice dice 90 25 34 18 14 Dominant ○
189 exposureguard-mcp ExposureGuard/exposureguard-mcp 90 20 32 23 15 Dominant ○
190 Paper Search adamamer20/paper-search-mcp-openai 90 25 31 18 15 Dominant ○
191 Flight Search MCP Server gvzq/flight-mcp 90 25 30 21 14 Dominant ○
192 Domain Insights dynamycsound/domain-lookup 90 24 28 23 15 Dominant ○
193 Provenio — Art Provenance MCP mildo-ai/provenio 90 24 28 23 15 Dominant 📋 Spec
194 paper-search-mcp-openai-v2 TitanSneaker/paper-search-mcp-openai-v2 90 25 31 18 15 Dominant ○
195 Readwise IAmAlexander/readwise-mcp 90 25 27 22 15 Dominant ○
196 mcpindex gautamgb/mcpindex 90 23 29 22 15 Dominant 📋 Spec
197 Godle Prompt API godle/godle-prompt-api 90 25 30 19 15 Dominant ○
198 mcp-graphql-enhanced letoribo/mcp-graphql-enhanced 90 25 34 18 13 Dominant 📋 Spec
199 gmail-osiris sk1122/gmail-osiris 90 24 27 23 15 Dominant ○
200 WZRD Protocol wzrd/protocol 90 24 31 20 15 Dominant ○
201 tls-radar slmusayev/tls-radar 90 23 30 21 15 Dominant 📋 Spec
202 Resume Optimizer Pro resumeoptimizerpro/resume-optimizer-pro 89 25 27 23 14 Dominant ○
203 Votura eugene-labonarsky/votura-app 89 22 31 22 15 Dominant 📋 Spec
204 Airtable airtable 89 25 30 21 13 Dominant 📋 Spec
205 uk-due-diligence bouch/uk-due-diligence 89 23 31 22 14 Dominant 📋 Spec
206 openfda-mcp-server cyanheads/openfda-mcp-server 89 24 29 22 14 Dominant 📋 Spec
207 Viatsy albert-dwqs/viatsy-mcp 89 25 28 21 15 Dominant 📋 Spec
208 SparkForge henry-ships/sparkforge 89 23 28 23 15 Dominant ○
209 Firecrawl Web Scraping Server Krieg2065/firecrawl-mcp-server 89 24 28 22 15 Dominant ○
210 chiark-mcp chiark-ai-dev/chiark-mcp 89 23 30 21 15 Dominant ○
211 LastLook Data zev/lastlook-data 89 21 32 21 15 Dominant 📋 Spec
212 ContrastAPI contrastcyber/contrastapi 89 22 30 23 14 Dominant ○
213 policyping tuffguy6532/policyping 89 24 29 21 15 Dominant 📋 Spec
214 hsk-mcp kuibin-dev/hsk-mcp 89 21 30 23 15 Dominant 📋 Spec
215 pipeworx pipeworx/pipeworx 89 22 31 22 15 Dominant 📋 Spec
216 Spark - AI Assets Marketplace howard-eridani/spark 89 25 32 17 15 Dominant ○
217 Gread nitrofire-q/gread 89 23 28 23 15 Dominant 📋 Spec
218 Rocket.Chat huiseo/rocketchat-threads-mcp 89 24 31 19 15 Dominant 📋 Spec
219 LocalGov.jp localgov-jp/mcp-server 89 24 30 22 14 Dominant 📋 Spec
220 RedStone MCP daniel-szerszen/redstone-finance 89 23 30 20 15 Dominant 📋 Spec
221 Axiora axiora/japan-financials 89 22 31 21 15 Dominant ○
222 Greek Insurance Registry christos/eoa-intermediaries 89 25 29 20 15 Dominant 📋 Spec
223 Teres qflagg212-i66d/teres-io 89 22 30 22 15 Dominant 📋 Spec
224 PostgreSQL Database Management Server HenkDz/postgresql-mcp-server 89 25 28 21 14 Dominant ○
225 bmptest1 osamah96/bmptest1 89 25 26 23 15 Dominant ○
226 Amalgix Document Intelligence amalgix/document-intelligence 89 24 28 23 14 Dominant 📋 Spec
227 clinicaltrialsgov-mcp-server cyanheads/clinicaltrialsgov-mcp-server 89 25 31 21 12 Dominant 📋 Spec
228 Opendata Ademe koumoul/ademe-opendata 89 23 29 23 14 Dominant 📋 Spec
229 SEC 13F, Congress trades & insider buying stockslash/sec-13f 89 22 30 22 14 Dominant 📋 Spec
230 Sunex-lens-mcp sunex/Sunex-lens-mcp 89 25 30 19 15 Dominant 📋 Spec
231 Google Sheets node2flow/google-sheets 89 24 28 22 15 Dominant 📋 Spec
232 Crypto Price & Market Analysis Server truss44/mcp-crypto-price 89 24 30 22 13 Dominant ○
233 Koumoul opendata koumoul/opendata 89 23 29 23 14 Dominant 📋 Spec
234 WarpGBM jefferythewind/warpgbm-mcp 89 25 29 20 15 Dominant ○
235 Authproof authproof/authproof 89 25 26 23 15 Dominant 📋 Spec
236 SlideMaster slidemaster/mcp 89 22 30 22 15 Dominant 📋 Spec
237 LILT lilt 89 25 32 17 15 Dominant 📋 Spec
238 Applify omnivibes/applify 89 25 32 19 14 Dominant 📋 Spec
239 Bizfile MCP — Global Company Intelligence OjasKord/bizfile-mcp 89 23 28 22 15 Dominant 📋 Spec
240 PeerPush MCP peerpush/peerpush_mcp 89 21 30 22 15 Dominant 📋 Spec
241 property-api propertyscoop/property-api 89 20 31 23 15 Dominant 📋 Spec
242 hn-mcp-server cyanheads/hn-mcp-server 89 23 30 23 14 Dominant 📋 Spec
243 Google Docs node2flow/google-docs 89 24 27 22 15 Dominant 📋 Spec
244 outtolunch outtolunch/outtolunch 89 22 32 20 15 Dominant 📋 Spec
245 iPayX FX Audit — Hidden Bank Fee Detector ybolduc/ipayx-fx-audit 89 25 28 20 15 Dominant 📋 Spec
246 Granted granted 89 21 30 22 15 Dominant 📋 Spec
247 Pronunciation Assessment fabiosuizu/pronunciation-assessment 89 25 30 18 15 Dominant 📋 Spec
248 brag-fast hi-k3uy/brag-fast 89 24 30 20 15 Dominant 📋 Spec
249 Binance TH node2flow/binance-th-mcp 89 23 28 22 15 Dominant 📋 Spec
250 utilsforagents-mcp utilsforagents/utilsforagents-mcp 89 25 29 22 13 Dominant 📋 Spec
251 Venturu venturu/venturu-mcp 89 24 33 17 15 Dominant 📋 Spec
252 Postly MCP postly/postly-social-publisher 89 24 29 22 14 Dominant 📋 Spec
253 GitHub Mapper github-mapper-mcp-server 89 25 28 23 13 Dominant 📋 Spec
254 pinescript bouch/pinescript 89 23 29 21 15 Dominant 📋 Spec
255 Markdown Downloader dazeb/markdown-downloader 89 25 27 21 15 Dominant ○
256 Markdown转换服务器 FradSer/mcp-server-to-markdown 89 25 28 23 13 Dominant 📋 Spec
257 OpenClaw Intel openclaw-ai/intel 89 22 32 20 15 Dominant ○
258 Serper Search and Scrape tahaswx/mcp-server-serper-test 89 25 27 23 14 Dominant 📋 Spec
259 Solentic blueprint-infrastructure/Solentic 89 24 29 20 15 Dominant 📋 Spec
260 CourtListener Case Law Explorer khizar-anjum/courtlistener-mcp 89 24 27 23 15 Dominant 📋 Spec
261 ResultRail by LarryBuildsAI larrybuildsai/resultrail 89 22 31 21 15 Dominant 📋 Spec
262 Boar blockchain MCP (advanced) boar-network/blockchain-advanced 89 24 28 21 15 Dominant 📋 Spec
263 Weavely AI Forms & Surveys florian/weavely 89 22 30 22 14 Dominant 📋 Spec
264 pigeon-superstition-superposition elbpr/pigeon-superstition-superposition 89 25 29 19 15 Dominant 📋 Spec
265 instagram-mcp maxbeech/instagram-mcp 89 23 29 21 15 Dominant 📋 Spec
266 Pagerduty pagerduty 89 25 29 22 13 Dominant 📋 Spec
267 thinking-toolkit elbpr/thinking-toolkit 89 25 29 19 15 Dominant ○
268 coverage alexandria-shai-eden/coverage 89 23 32 18 15 Dominant 📋 Spec
269 Quotewise Quote MCP quotewise/quotewise 89 24 31 20 14 Dominant 📋 Spec
270 Web Scraper aparajithn/agent-web-scraper-mcp 89 23 27 23 15 Dominant ○
271 Screenshot & PDF Capture — Full-Page Chromium Rendering axel-belfort/screenshot-pdf 89 20 31 23 15 Dominant 📋 Spec
272 humanmcp-marketplace kapoost/humanmcp-marketplace 88 25 28 20 15 Dominant 📋 Spec
273 climate-impacts valentinlemaire/climate-impacts 88 25 31 17 15 Dominant 📋 Spec
274 AllTrails InfoseekAI/AllTrails 88 25 33 18 13 Dominant 📋 Spec
275 Deep Research Server pinkpixel-dev/deep-research-mcp 88 25 29 23 11 Dominant 📋 Spec
276 Calendly calendly 88 25 31 21 12 Dominant 📋 Spec
277 fortytwo-mcp fortytwo/fortytwo-mcp 88 25 25 23 15 Dominant 📋 Spec
278 UK Private Number Plate Search easyreg/private-number-plates 88 25 32 16 15 Dominant 📋 Spec
279 RationalBloks rationalbloks/rationalbloks 88 25 27 21 15 Dominant 📋 Spec
280 myriade myriade-ai/myriade 88 24 31 18 15 Dominant 📋 Spec
281 Gigora meydancisezgi/gigora 88 23 31 20 15 Dominant 📋 Spec
282 coinex_mcp_server helix-song/coinex_mcp_server 88 22 31 20 15 Dominant ○
283 GribStream.com Historical Weather Forecast API elpeque2/gribstream 88 24 29 22 13 Dominant 📋 Spec
284 MetricSign wkruithof/metricsign 88 23 31 19 15 Dominant 📋 Spec
285 Figma MCP for Free Plan haju-xp/figma-free-mcp 88 24 27 22 15 Dominant 📋 Spec
286 mediawiki yuhuison/mediawiki 88 24 29 23 13 Dominant ○
287 Desearch AI Desearch-ai/desearch 88 25 27 23 13 Dominant 📋 Spec
288 QuizBase runriva/quizbase 88 21 31 23 14 Dominant 📋 Spec
289 sentimatix rishavdutta-kgp/sentimatix 88 21 30 23 15 Dominant 📋 Spec
290 Cryptopolitan MCP key/cryptopolitan-mcp 88 23 30 20 15 Dominant 📋 Spec
291 nhtsa-vehicle-mcp-server cyanheads/nhtsa-vehicle-mcp-server 88 24 30 22 13 Dominant 📋 Spec
292 agent-seo web3signals/agent-seo 88 22 29 23 15 Dominant 📋 Spec
293 Codeinterpreter codeinterpreter 88 25 27 23 13 Dominant 📋 Spec
294 Strale strale/agent-tools 88 24 30 19 15 Dominant 📋 Spec
295 Daum Search kakao/daum-search 88 22 29 23 15 Dominant 📋 Spec
296 Agent Module: Deterministic compliance knowledge for production agents agentmodule/agent-module 88 24 28 21 15 Dominant 📋 Spec
297 What Do They Know? bouch/whatdotheyknow 88 25 30 18 15 Dominant 📋 Spec
298 CoinGecko coingecko/api 88 20 32 23 14 Dominant 📋 Spec
299 Meta Ads adadvisor/meta-ads 88 21 31 21 15 Dominant 📋 Spec
300 Shodan Server burtthecoder/mcp-shodan 88 19 31 23 15 Dominant ○
301 Fal aiamindennapokban/fal-ai-mcp 88 25 28 22 13 Dominant 📋 Spec
302 Hooklayer khan-ashifur/hooklayer 88 21 31 23 14 Dominant 📋 Spec
303 Roundtable roundtable/roundtable 88 24 29 23 13 Dominant 📋 Spec
304 bsd-mcp joseadrianoalmeida/bsd-mcp 88 23 28 21 15 Dominant 📋 Spec
305 TaskBounty eliottreich/taskbounty 88 22 29 22 15 Dominant 📋 Spec
306 QueueSim chiaha/QueueSim 88 20 34 19 15 Dominant 📋 Spec
307 MultiversX MCP Server multiversx/mx-mcp 88 25 29 21 13 Dominant 📋 Spec
308 Twitter Server enescinar/twitter-mcp 88 25 25 23 15 Dominant 📋 Spec
309 nausika nausika/nausika 88 22 29 23 14 Dominant 📋 Spec
310 Knowledge Base Server jeanibarz/knowledge-base-mcp-server 88 25 28 19 15 Dominant 📋 Spec
311 Decibel Shield — Noise & Decibel Data myappstackdev/decibel-shield 88 25 26 21 15 Dominant 📋 Spec
312 tradingcalc-mcp tradingcalc/tradingcalc-mcp 88 22 31 22 13 Dominant 📋 Spec
313 ChairFlow chairflow/mcp-server 88 25 27 20 15 Dominant 📋 Spec
314 Tripuck tripuck894/tripuck 88 23 29 22 14 Dominant 📋 Spec
315 designforyou swapp19902/designforyou 88 23 31 19 15 Dominant 📋 Spec
316 Manifold manifold 88 25 27 22 13 Dominant 📋 Spec
317 rivalsearch rashforddamion/rivalsearch 88 25 29 18 15 Dominant ○
318 Tesla InfoseekAI/Tesla 88 22 28 22 15 Dominant 📋 Spec

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).