MCP Server Quality Scores

Independent quality analysis of 33745 public MCP servers

33745
Discovered
28857
Scored
2088
Verified
16951
Complete

Last updated 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12101
Cam10001110101
A Model Context Protocol server that enables creating, modifying, and validatin…
C 62 55 63 31 41 80 93
12102
AlexanderCohen
A deployable Model Context Protocol server on Cloudflare Workers that allows LL…
C 62 55 48 66 26 84 82
12103
YUJAEYUN
learnlog-mcp Claim 1
An MCP server that locally saves and categorizes user prompts from LLM sessions…
C 62 55 41 100 N/A 36 95 28
12104
Badribn0612
img-gen Claim
Provides tools for generating optimized images via Google's Gemini model and fe…
C 62 55 72 32 24 76 100
12105
nipunbatra
VayuChat MCP Claim
A FastMCP server for natural language data analysis that allows users to load C…
C 62 54 72 31 N/A 30 82 90
12106
dangvinh
mcp-ocr-server Claim 1
MCP server for OCR using native Tesseract (C++), built with Node.js, delivering…
C 62 54 39 27 N/A 69 92 94 C
12107
danix800
Hello Claim
Send a friendly greeting to anyone. Personalize quick intros and acknowledgment…
C 62 54 42 50 N/A 17 95 100
12108
Here-and-Tomorrow-LLC
A server that allows Claude to control audio playback on your computer, support…
C 62 54 48 36 N/A 37 90 100
12109
ashrobertsdragon
Markdown RAG Claim
A Retrieval Augmented Generation system that enables AI assistants to perform s…
C 62 55 60 32 36 82 99
12110
orbit-logistics
Enables interaction with Notion through the Notion API by exposing it as tools …
C 62 55 86 50 18 80 57
12111
milan9527
Enables querying and analyzing AWS cost and usage data through the AWS Cost Exp…
C 62 55 66 37 22 80 100
12112
zhiyingzzhou
AI Notify MCP Claim
Sends system notifications when AI completes responses in MCP-compatible code e…
C 62 55 66 75 N/A 23 95 37
12113
aninibread
A template for deploying remote Model Context Protocol servers on Cloudflare Wo…
C 62 55 48 70 24 81 81
12114
ajot
Enables domain availability checking through dual verification using WHOIS look…
C 62 55 66 36 19 82 100
12115
w4yn3sh33n
Create multilingual greetings and generate custom images for messages, social p…
C 62 55 66 70 N/A 26 81 52
12116
shipstatic
ShipStatic Claim
Deploy static sites instantly from AI agents — no account required
C 62 64 72 71 0 55 83 94
12117
thiagovictorino
Enables multiple Claude Code instances to collaborate in real-time through chan…
C 62 55 48 51 39 81 91
12118
claudiobastos
A template for deploying a Model Context Protocol server on Cloudflare Workers …
C 62 55 48 66 21 81 85
12119
cdnguy425
A template for deploying a remote Model Context Protocol server on Cloudflare W…
C 62 55 48 67 27 81 81
12120
biocypher
Karenina MCP Claim
Enables natural language querying of Karenina benchmark verification results st…
C 62 55 72 31 24 81 93
12121
coderleo
MCP MySQL Server Claim
Enables secure read-only access to MySQL databases through SELECT queries via H…
C 62 55 72 33 28 81 87
12122
dksshddl
Enables AI assistants to analyze Amazon EKS node logs collected by the EKS Log …
C 62 54 72 47 N/A 25 90 64
12123
t-daiki96
Enables users to retrieve Pokémon statistics, sprite images, and complete infor…
C 62 55 78 95 26 81 7
12124
Akhilvis
Elastic MCP Claim
Connects to Elasticsearch clusters through the Model Context Protocol, enabling…
C 62 55 64 37 25 81 96
12125
antoinedelorme
kweenkl MCP Server Claim
Enables AI assistants to send push notifications through the kweenkl service. A…
C 62 66 78 66 0 55 81 92
12126
imatza-rh
mcp-zuul Claim 1
Zuul CI — build failure analysis, log search, pipeline status, and job configur…
C 62 55 76 0 N/A 85 69 94
12127
montevive
penpot-mcp Claim
Penpot MCP server
C 62 55 48 41 N/A 48 81 97
12128
AronMav
Enables Claude and other MCP clients to analyze and describe images using the Q…
C 62 55 66 43 19 81 94
12129
HeurisTech
Gmail MCP Server Claim
Enables sending emails through Gmail using Google's Gmail API. Requires OAuth a…
C 62 55 74 37 21 80 90
12130
Luxter77
Enables semantic search across text documents using vector embeddings stored in…
C 62 55 66 31 37 81 93
12131
KelvinQiu802
A server for Model Context Protocol (MCP) that uses Server-Sent Events (SSE) fo…
C 62 55 48 62 24 81 87
12132
temiedani
YouTube MCP Server Claim
Enables AI models to interact with YouTube content through video search, channe…
C 62 55 60 41 23 80 99
12133
SPAIK-io
Enables AI-powered ROI prediction and tracking with Monte Carlo simulations, Du…
C 62 55 72 65 52 80 35
12134
lgrassin
A template for deploying a remote Model Context Protocol server on Cloudflare W…
C 62 55 48 65 29 84 79
12135
PoliTwit1984
GitHub MCP Server Claim 2
A Model Context Protocol server that enables AI models to interact with GitHub'…
C 62 55 75 45 17 81 79
12136
aotal
Exposes DICOM operations as tools for AI agents to interact with medical imagin…
C 62 55 54 53 24 81 91
12137
sirlordt
Execute commands in visible VSCode terminal tabs with output capture and sessio…
C 62 54 72 0 N/A 55 87 98
12138
4R9UN
Enables AI-powered threat intelligence analysis of IPs, domains, URLs, and file…
C 62 55 68 31 49 81 79
12139
homello
Homello MCP Claim
Provides access to Homello platform product documentation and configuration met…
C 62 55 64 30 45 82 91
12140
derekrbreese
Yahoo Fantasy Football MCP server for Claude Desktop - Advanced lineup optimiza…
C 62 64 88 43 0 62 90 91
12141
nathanonn
MCP URL Fetcher Claim 1
A Model Context Protocol server that enables LLMs to fetch and process web cont…
C 62 55 45 62 21 80 97
12142
Cyreslab-AI
A Model Context Protocol (MCP) server that provides access to Crunchbase data f…
C 62 66 84 72 0 42 81 92
12143
PJ-TST-238819
Provides real-time cryptocurrency price data from OKX exchange through a Model …
C 62 55 56 58 10 81 95
12144
seankrux
NeuronWriter Claim
Browse and manage your NeuronWriter projects. Create content writer queries to …
C 62 54 54 52 N/A 15 95 87
12145
learnwithcc
Tally MCP Claim
Manage Tally.so forms through AI conversation. Create, update, and organize for…
C 62 66 82 70 0 47 81 92
12146
joelklabo
Maximum Sats Claim
Bitcoin & Lightning Network AI tools with native Lightning L402 micropayments.
C 62 66 72 63 0 60 82 98
12147
apw124
Logseq MCP Tools Claim 1
A Model Context Protocol server that enables AI agents to interact with local L…
C 62 54 47 37 N/A 43 92 95
12148
Ansvar-Systems
South Korean law database — PIPA, ICT network security, credit information with…
C 62 66 90 43 0 70 82 93
12149
onsecurity
OnSecurity MCP Server
C 62 66 88 67 0 44 81 90
12150
r123singh
Enables scraping Amazon product details and searching for products on Amazon th…
C 62 55 72 32 16 82 97
Showing 12101–12150 of 33745 servers
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