MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 6 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7151
smith-nathanh
Vertica MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to interact with Ver…
B 71 54 77 56 N/A 22 95 94
7152
Cicatriiz
Enables AI assistants to access the Consumer Rights Wiki, providing tools to se…
B 71 55 86 91 N/A 24 95 40
7153
liuchongchong1995
Allows seamless integration of DeepSeek's language models with MCP-compatible a…
B 71 55 72 75 41 81 75
7154
deepakkumardewani
Generates harmonious color schemes for design projects using The Color API, off…
B 71 55 72 62 27 83 100
7155
srafi26
MCP Server Claim 1
A Model Context Protocol server implementation that provides basic utility tool…
B 71 55 75 100 N/A 23 95 40
7156
QianJue-CN
Random.org MCP Server Claim 1
A Model Context Protocol server that provides access to api.random.org for gene…
B 71 55 63 62 45 81 100
7157
hamid-vakilzadeh
XBRL-US MCP Server Claim
Provides secure access to XBRL-US financial data with session-based authenticat…
B 71 55 72 71 28 81 92
7158
meimingqi222
Enables LLM agents to perform CRUD operations across multiple databases includi…
B 71 55 72 100 27 81 58
7159
mandresyandri
Geocode BAN MCP Claim
This MCP server enables geocoding of French addresses using the official Base A…
B 71 55 90 55 24 82 91
7160
flutterninja9
Better Fetch Claim 1
A Model Context Protocol server that intelligently fetches and processes web co…
B 71 55 63 100 50 81 52
7161
evangstav
Memory MCP Server Claim 1
Provides knowledge graph functionality for managing entities, relations, and ob…
B 71 55 60 62 54 82 96
7162
mpreziuso
MCP Atlas Claim 1
An MCP server that enables AI assistants to manage database migrations and vali…
B 71 55 71 91 N/A 49 95 35
7163
kelnishi
PopUI Claim
A companion desktop app enabling bi-directional interaction between Claude Desk…
B 71 54 70 66 N/A 33 95 82
7164
cphoskins
cronometer Claim 2
MCP server for Cronometer — food logs, macros, fasting, biometrics, and recurri…
B 71 55 45 74 N/A 65 83 94
7165
gratitude5dee
Enables AI agents to perform e-commerce operations through a standardized inter…
B 71 54 60 68 N/A 35 95 93
7166
dhinojosac
A comprehensive template for building MCP servers with TypeScript, Fastify, and…
B 71 55 72 66 29 81 100
7167
tizee
Unix Manual Server Claim 1
Provides Unix command documentation directly within Claude conversations, allow…
B 71 55 66 71 37 78 97
7168
zhaojw-php
Enables AI assistants to safely query MySQL databases with read-only access, fe…
B 71 55 72 60 42 81 96
7169
SecretiveShell
MCP-wolfram-alpha Claim 1
An MCP server for querying wolfram alpha API.
B 71 55 73 53 48 83 97
7170
shubhamgrg04
Scrapes and serves India's national vehicle registration database (VAHAN Dashbo…
B 71 55 80 66 28 80 88
7171
conorluddy
iOS development ClaudeCode plugin for mindful token and context usage. Contains…
B 71 54 60 33 N/A 79 95 96
7172
cfsandoval
An MCP server that enables LLMs to interact with the Moodle platform to manage …
B 71 55 63 68 41 81 100
7173
AIWerk
MCP Catalog Claim
A searchable directory of MCP server recipes that enables AI agents to discover…
B 71 55 76 66 53 82 70
7174
nacgarg
A local MCP server that exposes Bazel build system functionality to AI agents, …
B 71 55 86 75 N/A 37 95 46
7175
ajitpratap0
GoSQLX Claim
7 SQL tools (validate, format, parse, lint, security scan, metadata extraction,…
B 71 66 60 35 72 92 84 96
7176
dave-wind
mysql-mcp-server Claim
B 71 54 86 58 N/A 45 87 67
7177
krutikkkkkkkkk
shadcn MCP Server Claim
Enables AI assistants to discover, install, and generate code examples for shad…
B 71 55 78 52 39 81 100
7178
wise-vision
ros2_mcp Claim
Advanced MCP Server ROS 2 bridging AI agents straight into robotics
B 71 55 90 25 N/A 69 80 90
7179
rebots-online
A fork of the Neo4j Model Context Protocol server that enables interaction with…
B 71 55 84 62 23 81 90
7180
sungmin-koo-ai
Enables Claude Desktop users to generate and edit high-quality images using Goo…
B 71 54 62 46 N/A 53 95 99
7181
vinhphamai23
Integrates the Brave Search API to provide web and local search capabilities, i…
B 71 55 78 67 27 82 91
7182
Kpangaa
NPM MCP Server Claim 2
A Model Context Protocol server that enables language models to interact with n…
B 71 55 69 100 N/A 57 84 38
7183
Euraxluo
Browser-MCP Server Claim
A session-based MCP server that provides advanced browser automation capabiliti…
B 71 55 72 57 43 80 100
7184
karayaman
Lichess MCP Claim 1
An MCP server that enables natural language interaction with the Lichess chess …
B 71 55 85 65 43 81 68
7185
Alfex4936
kospell Claim
한글 MCP (글자 수 세기, 맞춤법 오류, 로만화) Korean lang mcp
B 71 54 56 57 N/A 52 95 95
7186
ytzlax
Firebase Realtime Database
B 71 54 66 65 N/A 43 89 89
7187
davidsimoes
digisign-mcp Claim 1
MCP server for DigiSign.cz digital signature API — create, send, and manage dig…
B 71 55 57 72 51 80 95
7188
glaucia86
A TypeScript-based MCP server that enables users to manage tasks through natura…
B 71 55 80 83 N/A 43 95 42
7189
mleoca
ucn Claim
Code intelligence for AI agents. Extract, trace, and analyze code without readi…
B 71 54 86 33 N/A 50 92 91
7190
devbrother2024
Send personalized greetings in your preferred language, perform quick calculati…
B 71 55 66 72 N/A 29 81 98
7191
deshabhishek007
A Model Context Protocol server that provides comprehensive domain analysis cap…
B 71 55 75 56 36 81 100
7192
raptor7197
Enables integration of local LLM capabilities with MCP-compatible clients like …
B 71 54 90 53 N/A 23 90 83
7193
vishnumouli
Enables searching for keywords in files with support for case-sensitive/insensi…
B 71 54 78 57 N/A 24 90 94
7194
realugbun
AgentExecMPC Claim
A FastMCP server that enables AI agents to safely execute shell commands, run c…
B 71 55 78 67 27 81 91
7195
jeongsukwak
mcp-server Claim
B 71 54 66 72 N/A 32 91 85
7196
kemalersin
fonparam-mcp Claim 1
MCP server for FonParam API - Turkish mutual funds data
B 71 55 63 100 N/A 48 95 37
7197
kodaimaehata
Enables code review through Cursor CLI integration with GPT-5. Provides a curso…
B 71 55 66 100 N/A 41 95 41
7198
vinodismyname
redshift-utils-mcp Claim
redshift-utils-mcp
B 71 55 88 33 63 81 90
7199
amxkifir
Provides comprehensive access to Blue Archive game data including students, equ…
B 71 55 88 82 27 82 58
7200
7gugu
ZIP-MCP Claim 1
An MCP tool that provides AI with the ability to compress and decompress local …
B 71 55 78 82 N/A 49 90 44
Showing 7151–7200 of 30006 servers
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