MCP Server Quality Scores

Independent quality analysis of 50515 public MCP servers

50515
Discovered
29747
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16051
cakriwut
Azure DevOps MCP Server Claim 1 2
Enables integration with Azure DevOps services, allowing interaction with work …
F 25 55 96 63 64 74 95
16052
ibrahimsaleem
encoderthinking Claim 2
F 25 54 84 60 N/A 44 84 88
16053
mcma123
Firecrawl MCP Server Claim 2 4
A Model Context Protocol server that enables AI assistants to perform advanced …
F 25 55 81 68 47 80 89
16054
Infomaniak
kChat MCP Server Claim 1
Enables interaction with the kChat platform to manage channels, post messages, …
F 25 55 54 65 48 80 100
16055
vezlo
src-to-kb Claim 1 2
Convert source code repositories into searchable knowledge bases with AI-powere…
F 25 55 92 43 45 78 90
16056
obre10off
Spotify MCP Server Claim 1 2
A Model Context Protocol server that enables controlling Spotify playback throu…
F 25 54 47 72 N/A 21 90 99
16057
iplanwebsites
Image MCP Server Claim 2 3
An MCP server that provides AI image generation capabilities using OpenAI and R…
F 25 55 81 56 29 71 82
16058
hide-org
Hide Claim 2 5
A MCP server for Hide – headless IDE for coding agents.
F 25 55 69 41 40 76 87
16059
DollhouseMCP
DollhouseMCP Claim 1
OSS to create Personas, Skills, Templates, Agents, and Memories to customize yo…
F 25 64 100 26 0 89 87 90
16060
dgageot
box Claim 2 3
An MCP server capable of interacting with the Box API
F 25 55 69 41 24 77 96
16061
alnosarus
Maple Claim 1
A unified MCP server providing observability, safety control, and behavior evol…
F 25 55 78 71 37 78 76
16062
RamiBotAI
ramibot Claim 2
RamiBot v3.8.0 is a local-first AI security operations platform integrating mul…
F 25 54 100 66 N/A 61 88 93
16063
Ebop14
Slander MCP Claim 1 3
An MCP server that retrieves and ranks humorous roasts, jokes, and memes about …
F 25 55 63 73 27 80 89
16064
MladenSU
cli-mcp-server Claim 1
Command line interface with secure execution and customizable security policies
F 25 54 96 65 N/A 51 88 95
16065
harrybin
Visuals MCP Server Claim 1 2
An MCP server that provides interactive visualizations including tables, charts…
F 25 54 75 56 39 89 90
16066
theonlypal
Enables secure API key management for development projects by storing keys in O…
F 25 54 78 51 N/A 50 89 95
16067
MemTensor
MemOS Claim 1 2
MemOS (Memory Operating System) is a memory management operating system designe…
F 25 54 84 68 N/A 49 89 85
16068
pidanmeng
mcp-md2poster Claim 1 2
An MCP server built with FastMCP that currently provides a simple mathematical …
F 25 55 45 52 21 78 91
16069
raoulbia-ai
An MCP-compliant server that enables AI assistants like Claude Desktop to acces…
F 25 55 84 72 42 80 95
16070
DonsWayo
tauri-mcp Claim 1
A Tauri plugin that enables AI agents to interact with Tauri applications throu…
F 25 54 66 53 N/A 30 82 93
16071
preetrajdeo
autoapply-mcp Claim 1 2
AutoApply automates job applications using a real Playwright browser. Save your…
F 25 55 54 10 30 76 98
16072
vishalsachdev
canvas-mcp Claim 1 2
Canvas LMS integration for students and educators with FERPA-compliant analytic…
F 25 66 96 86 90 84 80 82
16073
c5huracan
Discover 6,700+ MCP servers and 15,000+ OpenClaw skills. Agent-native search wi…
F 25 66 60 17 0 23 76 90
16074
CCCpan
An MCP server that provides comprehensive data verification in China, including…
F 25 54 60 60 66 90 99
16075
zeitlospaco
Integrates Claude with n8n and Supabase to provide semantic memory search, auto…
F 25 55 84 66 24 76 93
16076
livingstaccato
mcp-bbs Claim 1 2
A FastMCP-based telnet client that enables AI agents to interact with legacy Bu…
F 25 55 48 57 55 80 60
16077
Surya-KF
Enables users to manage company departments, employees, expenses, and performan…
F 25 55 60 33 32 78 94
16078
vikramdse
Library Docs MCP Server Claim 1 2
An MCP server that fetches real-time documentation for popular libraries like L…
F 25 55 35 41 20 78 95
16079
ustikya
mcp-gmail Claim 1
Provides a suite of 17 tools for searching, reading, sending, and managing Gmai…
F 25 55 54 61 50 80 95
16080
Dreamboat-Rachel
MCP Server For Local Claim 2
A customizable Model Context Protocol server implementation that enables AI mod…
F 25 54 72 46 N/A 42 87 81
16081
kukapay
An MCP server that enables AI agents to launch, buy, and sell tokens on the Ray…
F 25 55 57 62 45 74 99
16082
mmarqueti
Enables AI agents to send WhatsApp messages, templates, and retrieve media thro…
F 25 55 84 70 35 76 95
16083
maderwin
pinchtab-mcp Claim 1
Control Chrome via accessibility tree snapshots through PinchTab. Zero-config b…
F 25 54 88 58 N/A 89 87 99
16084
KaranThink41
Automate your Slack workspace interactions by posting messages, replying to thr…
F 25 64 78 68 0 41 90 98
16085
darkangelpraha
x.ai Grok MCP Server Claim 1
Enables chat completions using x.ai's Grok API with support for multiple Grok m…
F 25 55 86 70 55 80 97
16086
xiaobenyang-com
Logo-Analyze Claim 2 3
An MCP server for intelligent logo extraction and processing, supporting automa…
F 25 66 57 66 0 50 74 12
16087
Azhar-obenan
Obenan MCP Server Claim 2
A simple note storage and management system that allows users to add, access, a…
F 25 54 78 66 N/A 21 88 91
16088
hawkli-1994
MCP4Meme Claim 1
Provides comprehensive tools for tracking meme coins on the Four.meme ecosystem…
F 25 55 56 41 30 80 96
16089
yjiace
Enables AI assistants to interact with Alibaba Cloud Yunxiao platform for manag…
F 25 55 100 71 55 80 82
16090
elliotllliu
AgentShield Claim 1 2
Full-stack security for AI agents — static analysis + MCP runtime interception.…
F 25 55 90 35 77 67 83
16091
jamiew
Monarch MCP Server Claim 1
Access Monarch financial data — accounts, transactions, budgets, and more
F 25 64 88 48 0 73 74 93
16092
mustafa-boorenie
Twilio SMS Server Claim 2
Enables AI assistants to send SMS messages via Twilio through the Model Context…
F 25 55 62 62 42 76 100
16093
w2pwinlinux
A Message Control Protocol server that provides an interface for managing and q…
F 25 55 56 32 16 78 75
16094
devakone
MySQL Query MCP Server Claim 1 3
A Model Context Protocol server that provides read-only MySQL database queries …
F 25 55 85 100 71 80 35
16095
milkosten
Task API Server Claim 1 2
A Model Context Protocol implementation that provides a standardized interface …
F 25 55 72 75 24 76 95
16096
gkgaurav31
MCP Terminal Tool Server Claim 2 3
An MCP server that enables users to execute arbitrary shell commands on their l…
F 25 54 27 22 N/A 21 75 96
16097
mberg
kokoro-tts-mcp Claim 1
MCP Server that uses the open weight Kokoro TTS models to convert text-to-speec…
F 25 54 80 36 N/A 47 90 94
16098
imchandanmohan
MCP Crypto Portfolio Claim 1
Connects Claude AI to KuCoin portfolio and Notion workspace for real-time crypt…
F 25 55 66 63 48 77 91
16099
tradercjz
dolphindb-mcp-server Claim 2
TDolphinDB database integration with schema inspection and query capabilities
F 25 55 56 30 27 74 88
16100
augmentedivan
Fabric MCP Server Claim 2 4
An MCP server that exposes Fabric patterns as tools for Cline, enabling AI-driv…
F 25 55 75 83 N/A 44 87 43
Showing 16051–16100 of 50515 servers
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