MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25688
Scored
1512
Verified
16957
Complete

Last updated 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7101
Cyreslab-AI
A Model Context Protocol (MCP) server that provides real-time flight tracking a…
B 71 55 84 100 38 80 35
7102
Shengwang-Community
A document-based MCP server that supports keyword searching and content retriev…
B 71 66 60 68 78 36 81 100
7103
duolingo
slack-mcp Claim
OAuth-based multi-user Slack MCP server with HTTP transport
B 71 54 78 45 N/A 43 90 92
7104
AlexKissiJr
GitHub MCP Server Claim 1
Enables comprehensive interaction with the GitHub API, including file operation…
B 71 55 84 63 25 78 93
7105
sgup
Enables searching and retrieving icons from The Noun Project API with advanced …
B 71 55 78 67 23 81 94
7106
CoderDayton
MCP server for structured reasoning with cognitive trap detection, verification…
B 71 54 69 21 N/A 84 94 99
7107
lumberjack-so
JoeMCP Claim
Connects AI assistants to JoeAPI construction management system, enabling manag…
B 71 55 82 100 28 81 43
7108
sragss
A real-time flight tracking interface for LLMs that connects AI assistants to l…
B 71 55 72 75 18 80 98
7109
coding-pioneers
Integrates Monti APM with the Model Context Protocol to provide AI assistants w…
B 71 55 78 68 24 81 90
7110
liu10250510
File Search Server Claim
Enables intelligent file searching in local directories using natural language …
B 71 54 78 56 N/A 24 95 89
7111
nebius
Nebius MCP Server Claim
Enables AI agents to fetch Nebius cloud service documentation and execute Nebiu…
B 71 54 60 58 N/A 57 89 93
7112
scmcphub
cellrank-mcp Claim
Enables natural language interaction for scRNA-Seq analysis including preproces…
B 71 55 84 63 39 81 77
7113
mattmahowald
Enables interaction with Salesforce organizations through SOQL queries, object …
B 71 54 60 68 N/A 25 95 100
7114
JoeyRubas
Celery MCP Claim
Enables interaction with Celery distributed task queues through MCP tools. Supp…
B 71 55 54 82 42 81 92
7115
argotdev
NHL MCP Server Claim
Provides access to live NHL game data, player and team statistics, standings, s…
B 71 55 84 100 24 81 45
7116
aahl
MCP Server for Binge-watch / MoonTV / LunaTV. 一个用于追剧/追番的MCP服务器,为AI提供搜索影视播放地址的能力…
B 71 55 51 100 N/A 74 95 33
7117
whataboutyou-ai
mcp-eunomia Claim 1
Eunomia MCP Server is an extension of the Eunomiaframework that connects Eunomi…
B 71 54 66 56 N/A 41 95 94
7118
CafuChino
Enables interaction with Memobird thermal printers to print text, HTML, web pag…
B 71 55 72 70 30 81 93
7119
adeze
Raindrop.io Claim 1
MCP Server for accessing Raindrop.io bookmark manager.
B 71 55 69 43 75 81 92
7120
deanpluse
MCP Sui Tools Claim 1
A toolkit that integrates with the Sui blockchain, allowing Claude to request t…
B 71 55 54 82 45 81 90
7121
code-rabi
Mews MCP Claim 1
This MCP server provides comprehensive access to the Mews hospitality platform …
B 71 55 84 82 40 81 54
7122
Selenium39
Qiita API MCP Server Claim 1
Enables interaction with Qiita, a Japanese developer community platform, throug…
B 71 55 80 100 43 76 40
7123
zhigang1992
mcpcute Claim
An MCP aggregator that consolidates multiple MCP servers behind a single interf…
B 71 55 78 58 27 81 100
7124
johnohhh1
Enables management of operations tasks through Gmail integration. Provides tool…
B 71 55 78 65 21 81 96
7125
timkulbaev
mcp-linkedin Claim 1
LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by defau…
B 71 55 63 58 64 80 94
7126
nvdpsingh
Enables interaction with Gmail through the Gmail API with OAuth2 authentication…
B 71 55 78 62 21 81 99
7127
Connectry-io
Free certification prep for the Claude Certified Architect exam by Connectry LA…
B 71 54 96 0 N/A 71 92 99
7128
vishalsachdev
Integrates with the Eventbrite API to provide AI-assisted event management capa…
B 71 55 72 67 51 80 83
7129
ytzlax
Firebase Realtime Database
B 71 54 66 65 N/A 43 89 89
7130
ramuzes
A Model Context Protocol server that connects AI agents to Apache Jena, enablin…
B 71 55 71 66 40 76 95
7131
puran-water
Provides AI agents with physics-based corrosion engineering calculations, from …
B 71 54 90 31 N/A 47 92 89
7132
NFTGo
NFTGo MCP Server Claim
Provides access to NFTGo's Developer API for retrieving NFT collection details,…
B 71 55 84 65 27 78 90
7133
kelnishi
PopUI Claim
A companion desktop app enabling bi-directional interaction between Claude Desk…
B 71 54 70 66 N/A 33 95 82
7134
rustic-ai
codeprism Claim
An experimental, 100% AI-generated, high-performance code intelligence server p…
B 71 54 94 20 N/A 56 95 85
7135
oeo
Enables crawling and extracting clean content from documentation websites with …
B 71 55 90 56 23 80 92
7136
dylangroos
NHL MCP Server Claim 3
Provides structured access to NHL data including teams, players, standings, sch…
B 71 55 82 100 26 82 43
7137
viraatdas
Enables reading, searching, and sending iMessages on macOS by accessing the loc…
B 71 44 54 N/A N/A 30 95 99
7138
PraveenJoshua23
A Model Context Protocol server that connects to a payments company's developer…
B 71 54 69 61 N/A 26 92 99
7139
takeachangs
Strudel MCP Server Claim 1
Enables AI assistants to work with Strudel live coding patterns for music creat…
B 71 55 68 62 46 82 92
7140
FloorIsGround
Enables mathematical operations and calculations through an MCP server interfac…
B 71 54 48 70 N/A 44 95 96
7141
bivex
Analyzes software licenses using Scancode data to help users identify problemat…
B 71 54 84 56 N/A 33 87 85
7142
deshabhishek007
A Model Context Protocol server that provides comprehensive domain analysis cap…
B 71 55 75 56 36 81 100
7143
yanmxa
OCM MCP Server Claim
A gateway that enables Generative AI systems to interact with and manage multip…
B 71 54 70 68 N/A 23 95 89
7144
YuheiNakasaka
A simple TypeScript-based MCP server that implements a notes system, allowing u…
B 71 55 78 100 N/A 17 95 45
7145
ErebusEnigma
context-memory Claim
Persistent, searchable context storage across Claude Code sessions using SQLite…
B 71 54 76 27 N/A 73 92 90
7146
Nozomuts
Datadog MCP Server Claim
Enables interaction with Datadog's monitoring platform to search logs, search t…
B 71 55 60 71 43 81 96
7147
bmorphism
Facilitates the creation of mathematical diagrams using natural language throug…
B 71 54 80 55 N/A 36 90 87
7148
samihalawa
Enables AI assistants to automate Next.js development including project scaffol…
B 71 54 54 62 N/A 41 95 100
7149
yunusj
Provides security assessment methodology, tool documentation, and step-by-step …
B 71 55 56 72 50 81 94
7150
TheoEwzZer
winsight Claim
Windows Screen Capture MCP Server — give Claude Code eyes on your desktop.
B 71 54 66 32 N/A 69 95 100
Showing 7101–7150 of 33379 servers
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