MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3701
metcalfc
Atrax Claim
Proxy that aggregates multiple MCP servers and presents them as a unified inter…
B 75 55 96 55 37 78 97
3702
EnventDigital
Enables Adobe Express add-on developers to scaffold projects, access code examp…
B 75 55 90 61 35 81 99
3703
litoralcreativo
Enables interaction with Informix databases through a Model Context Protocol se…
B 75 55 60 100 20 81 100
3704
bablulawrence
Enables AI agents to interact with Microsoft Fabric by exposing tools for manag…
B 75 55 66 82 39 81 99
3705
shjanjua
PPTX MCP Server Claim 2
Enables AI assistants to create, edit, and manipulate PowerPoint presentations …
B 75 55 78 91 N/A 21 87 84
3706
mohammadnajeeb
MCP server that interfaces with the NCBI Entrez API to fetch detailed informati…
B 75 55 84 68 37 81 93
3707
hanweg
Facilitates interaction with Microsoft SQL Server Express, supporting database …
B 75 55 86 66 35 80 100
3708
evalstate
mcp-miro Claim 2
Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for RES…
B 75 55 84 68 44 76 93
3709
laxmimerit
Build MCP servers & clients with Python, Streamlit, ChromaDB, LangChain, LangGr…
B 75 54 78 66 N/A 33 90 96 HT
3710
matipojo
Enables managing personal information with dynamic topic-based organization (ta…
B 75 55 80 73 30 82 97
3711
kayaozkur
Enables intelligent navigation and exploration of the Model Context Protocol sp…
B 75 55 84 67 36 82 98
3712
talknerdytome-labs
This MCP server enables AI assistants to automatically sync Google Sheets data …
B 75 55 90 66 37 80 91
3713
lennyzeltser
Turns any static website into an MCP-searchable knowledge base by deploying a C…
B 75 55 76 63 54 81 99
3714
bradrisse
kanban-mcp Claim
Enables AI assistants to manage Planka kanban boards, including creating, updat…
B 75 55 88 100 27 95 41
3715
lebrodus
Playwright MCP Server Claim 1
A server that enables browser automation using Playwright, allowing interaction…
B 75 54 90 58 N/A 20 95 99
3716
ayushtiwari110
Enables AI agents to execute C++ code, test solutions against multiple test cas…
B 75 55 84 72 27 80 97
3717
NOVA-3951
replit-mcp Claim 1
B 75 54 78 68 N/A 29 90 100
3718
jonpojonpo
ComfyUI MCP Server Claim 1
A server for connecting to a local ComfyUI instance that enables storing and su…
B 75 54 86 53 N/A 35 95 94
3719
jgordini
Provides AI assistants with access to University of Alabama at Birmingham's Res…
B 75 55 72 71 50 81 97
3720
aaronfeingold
A persistent memory layer for Claude Code that maintains project information, t…
B 75 54 78 58 N/A 44 95 96
3721
ciro-maciel
Enables AI assistants to interact with Self, a self-awareness framework that co…
B 75 55 88 60 47 82 92
3722
SonAIengine
ku-portal-mcp Claim 2
Enables Korea University students to query their KUPID portal and Canvas LMS us…
B 75 55 63 82 52 95 78
3723
SeeYangZhi
heroicons-mcp Claim
heroicons-mcp
B 75 55 70 70 54 83 93
3724
drewsungg
Provides Pokemon Showdown competitive battle data to AI assistants, enabling lo…
B 75 55 90 50 51 80 100
3725
leonardsellem
Artifact-first sub-agent delegation for Codex CLI, enabling multi-step parallel…
B 75 55 84 82 N/A 63 95 44
3726
Qvakk
Enables AI assistants to fetch, explore, and analyze source code from any Pytho…
B 75 55 72 82 39 81 92
3727
brian-ln
Provides AI assistants access to the macOS clipboard content, supporting text, …
B 75 54 78 57 N/A 36 95 100
3728
jsonresume
A server that enhances AI assistants with the ability to update your JSON Resum…
B 75 55 90 62 48 81 87
3729
opanel-mc
OPanel MCP Claim 1
A MCP server integrated with the OPanel server management panel, enabling LLM-a…
B 75 54 71 68 54 87 94
3730
RegiByte
Todo List MCP Server Claim 1
A Model Context Protocol (MCP) server that provides tools for managing todo ite…
B 75 55 76 65 48 83 98
3731
Mohit4022-cloud
Enables AI-powered marketing campaign management across Google Ads, Facebook Ad…
B 75 55 90 60 44 82 90
3732
Headlesshost
Kapiti MCP Server Claim 2
Enables AI assistants to interact with the Kapiti platform through 87 tools cov…
B 75 55 86 100 31 81 57
3733
kuroko1t
webclaw Claim
A WebMCP-native browser agent that runs inside your real Chrome — control it fr…
B 75 54 90 25 N/A 78 95 89
3734
aircodelabs
The ultimate AI-powered generator for llms.txt and llms-full.txt files.
B 75 54 84 46 N/A 56 95 89
3735
my-mcp-hub
mcp-kit Claim
A CLI tool to create MCP (Model Context Protocol) applications with ease.
B 75 54 88 50 N/A 76 91 67 HA
3736
ntdef
YNAB MCP Server Claim 1
A Model Context Protocol server that enables interaction with You Need A Budget…
B 75 55 77 57 55 82 100
3737
liadgez
CodeBase Optimizer Claim
Provides comprehensive codebase analysis including project structure evaluation…
B 75 54 90 51 N/A 36 90 97
3738
Vivek-k3
Models PLUS Claim
Provides comprehensive AI model metadata through MCP, enabling search and filte…
B 75 55 84 60 49 80 95
3739
Alfanous-team
Search and explore the Holy Qur'an with Arabic text, transliteration, and advan…
B 75 54 94 25 N/A 82 94 84
3740
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
3741
tokenizin-agency
MCP NPX Fetch Claim 2
A powerful MCP server for fetching and transforming web content into various fo…
B 75 54 84 52 N/A 45 90 100
3742
luisfelipesena
Webots MCP Server Claim
Enables real-time monitoring and control of any Webots robot simulation, provid…
B 75 54 82 62 N/A 22 95 99
3743
getplatform
Enables sending transactional emails through GetMailer from AI assistants. Supp…
B 75 55 90 66 30 81 96
3744
jasonjmcghee
claude-debugs-for-you Claim 1
An MCP Server and VS Code Extension which enables (language agnostic) automatic…
B 75 54 75 58 N/A 81 84 82
3745
ZASRD
A basic example demonstrating how to develop and run a serverless Model Context…
B 75 66 78 75 85 21 81 94
3746
SynclyAI
GitLab MCP Server Claim
Enables AI-assisted code review and repository management for on-premise GitLab…
B 75 55 72 63 64 80 96
3747
zinja-coder
apktool-mcp-server Claim
APKTool MCP Server is a MCP server for the Apk Tool to provide automation in re…
B 75 54 72 45 N/A 72 92 97
3748
shinegami-2002
Provides real-time access to medical data including drug interactions, ICD-10 c…
B 75 54 72 58 N/A 48 92 100
3749
dweigend
joplin-mcp-server Claim 1
A Model Context Protocol (MCP) Server for https://joplinapp.org/ that enables n…
B 75 54 76 68 N/A 41 90 91
3750
nntkio
UniFi MCP Server Claim
Enables AI assistants to interact with Ubiquiti UniFi network infrastructure fo…
B 75 55 78 61 50 81 100
Showing 3701–3750 of 67181 servers
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