MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29734
Scored
2112
Verified
16952
Complete

Last updated 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11351
anjulbhatia
Enables personal finance management through conversational AI, including expens…
C 63 55 60 67 19 81 76
11352
aillescas76
Provides tools for Python code navigation, analysis, and refactoring, including…
C 63 55 54 82 N/A 30 95 42
11353
Sergey-Bondarev
Enables deployment of a remote Model Context Protocol server on Cloudflare Work…
C 63 55 48 68 24 84 85
11354
rsp2k
MCP PDF Claim
Enables AI-powered extraction and analysis of PDF documents with 40+ specialize…
C 63 55 72 33 56 78 78
11355
tokenizin-agency
mcp-nativewind Claim 1
Rransforms Tailwind components to NativeWind 4.
C 63 55 44 45 N/A 36 95 94
11356
MRIIOT
XMI MCP Server Claim 3
An MCP server for querying and exploring SysML XMI models, specifically designe…
C 63 55 75 57 N/A 29 92 49
11357
wb200
Memory-MCP Claim
Provides persistent memory for AI agents using hybrid search (vector embeddings…
C 63 55 60 40 48 81 88
11358
KnightMode
A Model Context Protocol server that provides comprehensive YouTube search func…
C 63 54 55 48 N/A 18 95 89
11359
rftsngl
Provides job search functionality using Careerjet API with features for keyword…
C 63 55 60 58 16 81 92
11360
mirodn
Public Transport Claim
Access real-time public transport across Europe with live departures, connectio…
C 63 66 72 76 0 54 82 94
11361
linxule
lotus-wisdom-mcp Claim 1
Contemplative problem-solving using the Lotus Sutra's wisdom framework. Multi-p…
C 63 66 81 68 0 65 82 86
11362
crtdaniele
A Claude Desktop MCP server that extracts and summarizes Medium articles from s…
C 63 54 66 20 N/A 36 95 94
11363
Shaoqigit
pyNastran MCP Server Claim 2
An MCP server that enables AI agents to interact with Nastran FEA models by rea…
C 63 54 53 31 N/A 49 92 91
11364
chansearrington
Enables AI assistants to manage OneSignal push notifications, email, SMS, and u…
C 63 55 74 37 26 81 91
11365
rugvedp
This MCP fetches trending data from platforms like YouTube, TikTok, and Instagr…
C 63 54 66 37 N/A 19 95 90
11366
dominik1001
imap-mcp Claim 1
An MCP server that exposes IMAP operations as tools for AI assistants, enabling…
C 63 55 51 82 65 81 33
11367
CollinDex
Block MCP Server Claim
Enables AI agents to interact with multiple blockchain networks to check wallet…
C 63 55 60 47 29 77 99
11368
mdg10215-svg
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 63 54 66 75 N/A 35 92 35
11369
ExposureGuard
ExposureGuard Claim 1
Domain security scanning for AI agents. A-F grades, 8 checks, fix snippets.
C 63 55 90 10 29 81 100
11370
dvvolkovv
Calculates Human Design charts based on birth date, time, and location, providi…
C 63 54 80 57 N/A 33 90 41
11371
mjftw
Enables storage and retrieval of knowledge in a graph database format, allowing…
C 63 55 94 28 24 76 82
11372
TavoElgueaLopez
A template for deploying an MCP server without authentication on Cloudflare Wor…
C 63 55 48 70 29 84 79
11373
ndjordjevic
pinrag Claim
RAG for PDFs, YouTube, GitHub repos, Discord exports; index documents and query…
C 63 55 84 0 N/A 78 64 95
11374
System-R-AI
Pre-trade risk validation and position sizing for AI trading agents via G-formu…
C 63 66 90 60 0 55 83 91
11375
isnow890
책 싫어하는 제가 책에 대해 아는척하고 싶어서 만들었습니다.. 내 주변 도서관 실시간 대출 확인 읽고 싶은 책을 검색하면 주변 도서관 대출 가…
C 63 66 88 71 0 46 81 86
11376
moeloubani
Provides access to VisiData functionality for data analysis, visualization, and…
C 63 54 54 33 N/A 52 89 89
11377
ExpertVagabond
solmail Claim
Send physical mail with Solana cryptocurrency - AI agents can send real letters…
C 63 64 90 66 0 53 75 95
11378
davidyen1124
Caltrain MCP Server Claim 1
A Model Context Protocol server that provides real-time Caltrain schedule infor…
C 63 55 51 33 60 83 95
11379
CryptoQuantOfficial
Enables AI assistants to access real-time on-chain crypto analytics, whale trac…
C 63 66 72 72 0 65 82 93
11380
whiteknightonhorse
APIbase Claim
Unified API hub for AI agents with 56+ tools across travel (Amadeus, Sabre), pr…
C 63 66 100 66 0 74 82 54
11381
aleostudio
A lightweight MCP server providing utility tools for math, text processing, dat…
C 63 55 62 42 27 82 97
11382
markmcd
arXiv Search MCP Claim
This MCP server enables users to search for scientific papers on arXiv and retr…
C 63 55 66 27 41 83 96
11383
meaigood001
Enables Google search functionality through the Google Custom Search API with e…
C 63 55 60 42 37 81 91
11384
ai-zerolab
MCP Toolbox Claim
A comprehensive toolkit that enhances LLM capabilities through the Model Contex…
C 63 66 84 58 0 73 76 94
11385
ysntony
Integrates AppsFlyer analytics data with AI assistants, allowing users to fetch…
C 63 55 66 70 49 81 40
11386
luuisotorres
mcp-ai-agent Claim
AI Agent built with Google ADK that leverages Google Maps MCP Server to answer …
C 63 54 66 32 N/A 48 95 71
11387
ServiceStack
Dynamically creates an MCP server from ServiceStack API metadata configuration …
C 63 66 92 67 0 41 81 94
11388
krunal16-c
Provides access to 250,000+ Canadian government datasets and specialized queryi…
C 63 55 78 32 24 80 90
11389
jifrozen0110
MCP Riot Server Claim
A community-developed Model Context Protocol server that integrates with the Ri…
C 63 55 50 41 58 81 92
11390
vivekbala
Enables real-time Kubernetes cluster observability and debugging through standa…
C 63 55 78 31 16 81 97
11391
trypeggy
instagram_dm_mcp Claim 1
Instagram Direct messages MCP
C 63 54 47 31 N/A 48 95 100
11392
BACH-AI-Tools
Provides access to the Youtube138 API for searching videos, retrieving channel …
C 63 55 56 100 45 81 20
11393
slyfox1186
A Model Context Protocol server that provides unified access to 400+ AI models …
C 63 55 55 41 44 81 96
11394
fgasparetto
MCP server for Italian electronic invoicing via the Invoicetronic API, enabling…
C 63 54 51 40 47 80 98
11395
Pimmetjeoss
A Docker-based MCP server that provides current weather information for cities …
C 63 55 78 45 19 81 79
11396
jairosoft-com
My MCP Server Claim
A Python template for building Model Context Protocol (MCP) servers that expose…
C 63 54 62 23 N/A 32 95 100
11397
dinghuazhou
TOS MCP Server Claim
Enables natural language exploration and management of Volcengine TOS storage, …
C 63 55 70 42 22 78 97
11398
FelagundFinrod
A template for deploying authentication-free MCP servers on Cloudflare Workers.…
C 63 55 48 70 29 84 80
11399
sin4ch
Enables currency conversion between 161+ currencies using real-time exchange ra…
C 63 55 66 43 25 81 93
11400
MockLoop
MockLoop MCP Server Claim 1
A Model Context Protocol server that generates and runs mock API servers from A…
C 63 66 79 58 0 84 81 86
Showing 11351–11400 of 50103 servers
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