MCP Server Quality Scores

Independent quality analysis of 33745 public MCP servers

33745
Discovered
28871
Scored
2088
Verified
16951
Complete

Last updated 2 hours, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12601
aungkoko-coding
A template for deploying a remote Model Context Protocol (MCP) server on Cloudf…
C 60 55 54 57 26 80 75
12602
ali-bouali
Enables interaction with Saudi government services through the Absher platform,…
C 60 55 60 33 19 80 100
12603
tmstack
A secure database query service built on FastMCP framework that allows users to…
C 60 55 56 46 23 81 89
12604
jsmiff
MCP Base Claim
A generic Model Context Protocol framework for building AI-powered applications…
C 60 55 66 36 23 81 87
12605
amithmathew
Enables interaction with Google Maps services through the Model Context Protoco…
C 60 54 54 33 N/A 21 95 90
12606
letoribo
Enhanced MCP server for GraphQL with filtered introspection and full variable s…
C 60 64 54 71 0 54 95 92
12607
vipankumar87
Provides calculator tools for mathematical operations, document resources for a…
C 60 54 54 28 N/A 24 95 94
12608
Zhangchaokai1
zotero-word-mcp Claim
A Windows-based MCP server that enables the insertion of native Zotero citation…
C 60 54 54 31 N/A 47 92 77
12609
BrockReece
Enables programmatic creation of Whimsical diagrams from Mermaid markup generat…
C 60 55 66 82 28 81 28
12610
Totalsolutionsync
Kynver Claim
Unverified AI agents are a growing security risk. Kynver's MCP server brings ag…
C 60 66 78 70 0 28 81 95
12611
xuegao-tzx
Enables programmatic control of Android devices via ADB, supporting UI automati…
C 60 54 48 31 N/A 52 90 85
12612
VolumeFi
Paloma DEX MCP Server Claim 1
A Model Context Protocol server that enables AI agents to autonomously execute …
C 60 55 65 28 25 81 97
12613
roboulos
A Model Context Protocol server that enables Claude AI to interact with Xano da…
C 60 55 45 38 44 80 97
12614
mohdhaji87
Provides advanced JWT auditing tools including decoding, vulnerability analysis…
C 60 54 54 30 N/A 22 95 94
12615
citizenhicks
Enables AI assistants to access real-time financial data, historical stock pric…
C 60 55 68 31 20 81 90
12616
coffee-fuelled-code
mcp-pageshot Claim
Paste a URL to see exactly how it renders as a social card on Twitter, LinkedIn…
C 60 55 72 0 53 81 96
12617
gleachkr
Enables LLMs to prove theorems in Lean and formalize mathematical problems usin…
C 60 55 68 28 27 81 91
12618
Hawstein
MCP Server Resend Claim
A tool integration that enables Claude to compose and send emails through the R…
C 60 66 90 56 0 41 81 88
12619
averagejoeslab
PDF Reader MCP Server Claim 1
An MCP server that provides comprehensive PDF processing capabilities including…
C 60 54 47 27 N/A 32 95 99
12620
HemantaPatil
Provides intelligent access to the USDA nutrition database through AI assistant…
C 60 55 74 28 21 74 94
12621
serbansorin
Enables AI assistants to build and manage Filament admin panels by providing co…
C 60 55 60 82 30 81 35
12622
luziadev
luzia Claim
Real-time crypto prices from Binance, Coinbase, Kraken, OKX, and Bybit
C 60 66 67 75 0 56 69 99
12623
ag2-mcp-servers
An MCP server that enables interaction with the Transport Department of Puduche…
C 60 54 45 57 N/A 21 95 77
12624
ibproduct
A Model Context Protocol server that reduces token consumption by efficiently c…
C 60 64 81 58 0 20 92 100
12625
octid-io
osmp Claim
Agentic AI instruction encoding. 86.8% vs JSON. Inference-free decode. Any chan…
C 60 54 72 0 N/A 38 91 96
12626
jhawkins11
An MCP server that integrates with AI editors like Cursor to maximize agentic c…
C 60 55 75 61 28 81 42
12627
guangxiangdebizi
An MCP server that enables AI assistants to query and access structured knowled…
C 60 55 63 33 29 81 90
12628
smithery-ai
A simple Typescript MCP server built using the official MCP Typescript SDK and …
C 60 66 96 42 0 42 81 96
12629
Won-ahamada
keris_edumcp Claim 1
C 60 66 78 68 0 56 80 77
12630
ChristianChiarulli
A template for deploying secure Model Context Protocol servers to Cloudflare Wo…
C 60 55 54 57 27 81 76
12631
clarsbyte
Enables interaction with Piazza to fetch posts and course information directly …
C 60 55 54 43 22 80 94
12632
mjucius
mjucius-cozi_mcp Claim
Manage your family's calendars and lists in Cozi. View, create, and update appo…
C 60 66 72 68 0 40 81 97
12633
HeetVekariya
Linear Regression MCP Claim 1
An MCP server that enables Claude to train a linear regression model by simply …
C 60 54 47 40 N/A 24 92 92
12634
IA-Programming
MCP Image Server Claim 1
A Model Context Protocol server that enables fetching and processing images fro…
C 60 55 51 35 42 82 91
12635
Gatescrispy
A comprehensive integration for Google Analytics 4 providing 54 tools for advan…
C 60 55 58 36 41 81 85
12636
AiAgency-Now
Best VoiceAI White Label Platform for Agencies with Full MCP Connectivity to An…
C 60 66 78 71 0 32 81 92
12637
kukapay
wormhole-metrics-mcp Claim 1
An MCP server that analyzes cross-chain activity on the Wormhole protocol, prov…
C 60 55 55 32 41 83 92
12638
501336North
A hosted MCP server providing current time, date, and timezone conversion tools…
C 60 66 84 62 0 35 82 92
12639
arnstarn
mcp-server-spotinst Claim 1
MCP server for Spot.io (Spotinst) API with 23 tools for managing Ocean clusters…
C 60 55 69 0 63 81 96
12640
chipocrudos
Tasks MCP Server Claim
Enables task management through natural language commands in English or Spanish…
C 60 55 66 25 24 81 97
12641
Rafaysherwani
A lightweight microservice that fetches weather alerts and forecasts from the N…
C 60 55 66 28 18 83 100
12642
Intelligence08
Video Editor MCP Claim
Enables users to upload, search, edit, and generate videos through Video Jungle…
C 60 66 92 62 0 24 81 91
12643
kukapay
An MCP server that tracks the historical changes of Twitter usernames.
C 60 55 51 33 38 83 94
12644
sumik5
Enables translation of SRT subtitle files from English to Japanese using local …
C 60 55 54 38 42 81 86
12645
kernel
kernel-mcp-server Claim 1
Open-source MCP server for secure, low-latency cloud-browser automation on Kern…
C 60 66 69 70 0 51 81 94
12646
easychen
Keynote-MCP Claim 2
A Model Context Protocol server that enables AI assistants to control Apple Key…
C 60 64 75 56 0 57 89 89
12647
gianlucamazza
MCP Python Toolbox Claim 3
A Model Context Protocol server that enables AI assistants like Claude to perfo…
C 60 55 57 82 N/A 13 87 45
12648
sdhekale
A containerized MCP server deployed on Amazon EKS that provides a simple calcul…
C 60 55 66 27 18 81 100
12649
szcharlesji
Real-time access to cryptocurrency data from the CoinMarketCap API.
C 60 66 82 65 0 37 83 90
12650
NNNNzs
A FastMCP-based tool for monitoring server statistics that retrieves CPU, memor…
C 60 55 60 100 22 81 19
Showing 12601–12650 of 33745 servers
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