MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 4 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4001
BACH-AI-Tools
CEDAR MCP Server Claim
Enables interaction with the CEDAR (Center for Expanded Data Annotation and Ret…
B 75 55 78 68 42 81 100
4002
yihaoWang
Notion MCP Server Claim
Enables AI assistants to interact with Notion workspaces through the Notion API…
B 75 55 86 63 39 81 98
4003
grandinh
MCP Prompt Optimizer Claim 1
Automatically analyzes and optimizes AI prompts by calculating clarity scores, …
B 75 55 94 56 47 80 91
4004
brockwebb
Enables natural language queries of U.S. Census Bureau data, translating plain …
B 75 55 90 71 30 84 87
4005
Siddhant-K-code
MCP server designed to help you search and analyze your photo library (iCloud -…
B 75 54 94 53 N/A 39 90 89
4006
donghae0414
Codex Gemini MCP Claim 2
A TypeScript-based MCP server that provides tools to interact with local Codex …
B 75 55 66 100 N/A 64 95 44
4007
growthbook
growthbook-mcp Claim 2
MCP Server for interacting with GrowthBook
B 75 54 73 61 N/A 68 83 93
4008
MCERQUA
Freepik MCP Server Claim 1
An MCP server implementation that enables users to search, download Freepik res…
B 75 55 75 71 46 80 97
4009
totonga
MCP server for ASAM ODS with Jaquel query tools, connection management, and dat…
B 75 54 85 38 N/A 68 95 90
4010
amotivv
This MCP server provides email sending functionality using Protonmail's SMTP se…
B 75 55 90 61 N/A 39 81 92
4011
philipbloch
Summary MCP Claim
Generates AI-powered daily and weekly productivity summaries by analyzing your …
B 75 54 90 58 N/A 29 95 91
4012
bbangjooo
MCP Installer Claim
Enables finding, configuring, and installing Model Context Protocol (MCP) serve…
B 75 55 86 100 N/A 25 95 49
4013
morahan
Provides fast, multilingual spell-checking for text and files, featuring syntax…
B 75 54 78 52 N/A 46 92 100
4014
cogell
Mural MCP Server Claim
Enables AI assistants to interact with Mural visual collaboration workspaces th…
B 75 55 78 68 46 80 99
4015
haasonsaas
A Model Context Protocol (MCP) server that provides advanced code analysis and …
B 75 55 96 82 N/A 71 81 36
4016
bitrefill
bitrefill Claim 1
A Model Context Protocol Server connector for Bitrefill public API, to enable A…
B 75 55 67 72 52 83 97
4017
je4550
Review MCP Server Claim
Enables Claude to perform thorough code reviews by integrating with Codex and G…
B 75 55 78 75 N/A 28 95 88
4018
sanjanaspanda
Enables AI assistants to perform comprehensive GitHub pull request code reviews…
B 75 55 82 72 42 78 93
4019
shanewwarren
MCP-SST Claim 1
Enables monitoring and control of the SST development process by streaming dev …
B 75 54 94 52 N/A 31 89 95
4020
robbyczgw-cla
web-search-plus-mcp Claim 1
Multi-provider web search with intelligent auto-routing (Serper, Tavily, Exa). …
B 75 55 79 57 62 80 96
4021
GutjahrAI
Enables AI assistants to integrate with SAP systems via OData REST APIs for que…
B 75 55 92 71 18 81 95
4022
eversonl
Enables Claude Desktop to access and analyze Garmin wearable health data includ…
B 75 54 78 60 N/A 45 87 99
4023
jwalsh
MCP QR Code Server Claim
A server that connects large language models to QR code generation capabilities…
B 75 55 72 62 62 80 100
4024
guido-marinho
MySQL MCP Server Claim
Provides read-only access to MySQL databases with automatic schema discovery an…
B 75 55 94 53 42 81 94
4025
vipincr
Imagen MCP Server Claim
Enables AI assistants to generate high-quality images using Google's Gemini and…
B 75 55 88 43 66 81 99
4026
Aceek
Provides observability for multi-agent workflows by tracking hierarchical task …
B 75 55 90 65 30 83 92
4027
aaronfeingold
A persistent memory layer for Claude Code that maintains project information, t…
B 75 54 78 58 N/A 44 95 96
4028
mem0ai
mem0-mcp Claim 1
A Model Context Protocol server for Mem0 that helps manage coding preferences a…
B 75 55 45 100 N/A 53 95 82
4029
daedalus
mcp-rfc-editor Claim 2
An MCP server that provides rfc editing capabilities
B 75 44 63 N/A N/A 42 95 96
4030
KaranThink41
Integrate and automate Keka HR platform features such as employee management, a…
B 75 54 78 65 N/A 25 95 99
4031
gyoridavid
short-video-maker Claim
Creates short videos for TikTok, Instagram Reels, and YouTube Shorts using the …
B 75 55 76 70 N/A 58 82 84
4032
ayushtiwari110
Enables AI agents to execute C++ code, test solutions against multiple test cas…
B 75 55 84 72 27 80 97
4033
qingmu0v0
mysql_mcp Claim
B 75 54 90 68 N/A 29 87 88
4034
gremlin
Enables interaction with Gremlin's reliability management APIs to monitor servi…
B 75 55 78 71 47 81 90
4035
imaginpro
ImaginePro MCP Server Claim 1
Enables AI assistants to generate images and videos through natural language us…
B 75 55 72 72 48 82 96
4036
cyanheads
ntfy-mcp-server Claim 1
An MCP (Model Context Protocol) server designed to interact with the ntfy push …
B 75 55 69 73 N/A 57 82 91
4037
signal-slot
Enables MCP-capable applications to access, manage, and analyze system core dum…
B 75 55 78 100 N/A 20 95 61
4038
metcalfc
Atrax Claim
Proxy that aggregates multiple MCP servers and presents them as a unified inter…
B 75 55 96 55 37 78 97
4039
cyanheads
toolkit-mcp-server Claim 1
A Model Context Protocol server providing LLM Agents with system utilities and …
B 75 55 79 83 N/A 51 95 54
4040
beverage
Integrates the levelang.app translation API with AI assistants to provide trans…
B 75 55 60 82 56 83 92
4041
boecht
Enables access to BitSight security rating data through company search and rati…
B 75 55 88 37 84 81 91
4042
sadjad-chrono
MCP Learning Claim
A learning-focused MCP server that demonstrates how to build arithmetic tools f…
B 75 54 74 58 N/A 44 95 100
4043
igorgarbuz
Enables AI assistants to control Spotify playback, manage playlists, search mus…
B 75 55 72 100 N/A 37 95 55
4044
QuartzUnit
Docpick Claim
Schema-driven document extraction with local OCR + LLM. Document in, Structured…
B 75 54 72 55 N/A 63 90 96
4045
gianlucamazza
Provides web search functionality via DuckDuckGo for Claude Code and MCP-compat…
B 75 55 82 100 47 83 49
4046
LionSR
MCP Apple Mail Claim 1
Enables integration with Apple Mail on macOS using JavaScript for Automation (J…
B 75 54 78 70 N/A 23 92 100
4047
danielenricocahall
Lorcana MCP Claim 1
MCP server for searching, exploring, and aggregating Disney Lorcana cards.
B 75 44 53 N/A N/A 55 95 96
4048
dwain-barnes
Provides access to UK Environment Agency's real-time flood monitoring data, ena…
B 75 55 94 57 41 83 90
4049
davidpak
Enables AI assistants to manage Google Calendar events and Gmail emails through…
B 75 55 84 75 24 81 95
4050
projectservan8n
Twilio MCP Server Claim
Enables AI assistants to interact with all Twilio APIs through the Model Contex…
B 75 55 78 65 54 81 91
Showing 4001–4050 of 30006 servers
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