MCP Server Quality Scores

Independent quality analysis of 66455 public MCP servers

66455
Discovered
31796
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6201
Octember
Provide comprehensive flight and accommodation search capabilities using the Du…
B 72 54 88 66 N/A 27 90 73
6202
Ackberry
Enables control of Spotify playback, search, and playlist management through MC…
B 72 55 78 63 30 81 100
6203
anjalimahapatra2004
Provides tools for managing human resources tasks such as applying for leave, c…
B 72 54 78 57 N/A 25 90 97
6204
llm-graph
FastPostgresMCP Claim
A blazing fast MCP server that enables AI agents to interact with multiple Post…
B 72 55 72 66 47 81 89
6205
eragonht1
Simple Memory MCP Claim
Enables AI assistants to store and retrieve persistent memories with a web mana…
B 72 54 90 33 N/A 48 90 94
6206
avatrix1
Extracts structured JSON data from unstructured text using predefined schemas f…
B 72 55 66 100 33 81 69
6207
taylorleese
mcp-toolz Claim 1
Save contexts and todos across Claude Code sessions, get feedback from ChatGPT,…
B 72 54 90 25 N/A 79 72 100
6208
IQAIcom
MCP-ODOS Claim 1
A Model Context Protocol server that enables AI assistants and applications to …
B 72 55 57 61 74 81 96
6209
NabiaTech
Enables querying and analyzing code relationships by building a lightweight gra…
B 72 54 74 61 N/A 38 95 86
6210
willem4130
UI/UX MCP Server Claim
Enables comprehensive UI/UX development workflows through integrated tools for …
B 72 55 100 82 N/A 23 95 35
6211
pwilkin
SearXNG MCP Server Claim 1
An MCP server that allows searching through public SearXNG instances by parsing…
B 72 55 63 100 53 81 56
6212
wyattjoh
jsr-mcp Claim
Model Context Protocol server for the JSR (JavaScript Registry)
B 72 55 66 71 42 82 94
6213
NOVA-3951
Enables AI assistants to interact with Fastmail calendars via CalDAV, allowing …
B 72 55 78 65 27 81 100
6214
LokiMCPUniverse
ServiceNow MCP Server Claim 1
A Model Context Protocol server that enables AI assistants and development tool…
B 72 55 63 67 62 82 89
6215
Positronikal
A comprehensive server that enables AI assistants to generate, configure, and m…
B 72 55 66 82 N/A 72 95 40
6216
dfrho
MCP Weather Server Claim
Provides real-time weather forecasts and active weather alerts for US locations…
B 72 55 74 62 32 83 100
6217
drvova
Discord MCP Server Claim
Enables comprehensive Discord bot management and server operations through MCP,…
B 72 55 84 68 52 81 67
6218
yangbuyiya
A FastMCP-based service that extracts no-watermark links from 20+ video platfor…
B 72 55 60 82 N/A 55 95 65
6219
nikhgupta
Connects AI clients to MindsDB via the MySQL protocol to execute SQL queries, m…
B 72 55 92 57 27 76 93
6220
vinnividivicci
Integrates Claude with Wave Accounting to automate expense tracking and income …
B 72 54 86 40 N/A 34 95 94
6221
lowprofix
n8n MCP Server Claim
A Master Control Program server that provides workflow validation tools and bes…
B 72 55 96 71 21 76 76
6222
lucasoeth
A server for managing and summarizing notes using a custom URI scheme, with too…
B 72 54 78 61 N/A 25 89 93
6223
misaamane21j
Provides AI-driven project memory management through structured prompts that he…
B 72 55 88 52 45 80 88
6224
bharath-krishna
mcp-test Claim
A simple MCP server with an echo tool for testing purposes
B 72 55 74 100 N/A 29 95 45
6225
jaacob
Perplexity MCP Server Claim 1
Facilitates web search capabilities using Perplexity's API, allowing users to r…
B 72 55 94 41 40 81 94
6226
mukul975
mcp-windows-server Claim
Enables AI assistants to control Windows systems through natural language comma…
B 72 54 94 28 N/A 58 95 78
6227
totodev999
Provides reference information for shadcn/ui components through a Model Context…
B 72 55 78 56 41 81 100
6228
ClawPact
Connects AI agents to the ClawPact marketplace, enabling them to discover tasks…
B 72 55 72 72 32 77 97
6229
narumiruna
yfinance-mcp Claim 1
An MCP server that uses yfinance to obtain information from Yahoo Finance.
B 72 55 63 63 63 82 92
6230
ampcome-mcps
Enables sending WhatsApp Business messages including text, media, interactive l…
B 72 55 84 91 42 81 49
6231
MarceauSolutions
Compare Uber and Lyft prices for any route in real-time with fare estimates, su…
B 72 55 90 61 24 81 92
6232
PancrePal-xiaoyibao
ChiCTR MCP Server Claim
Enables querying clinical trial information from the Chinese Clinical Trial Reg…
B 72 55 88 100 45 81 30
6233
sanyambassi
MCP server for Thales CDSP CAKM integration, enabling secure key management, cr…
B 72 55 79 61 41 77 93
6234
DeepLcom
DeepL MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to translate and rep…
B 72 55 57 71 53 81 99
6235
sujalpat1810
OrgFlow MCP Claim
Enables comprehensive organizational data management including employee trackin…
B 72 55 84 66 24 81 92
6236
Cicatriiz
Civitai MCP Server Claim
Provides AI assistants with access to Civitai's collection of AI models, enabli…
B 72 55 90 75 60 81 46
6237
quanticsoul4772
Grafana MCP Server Claim
Enables AI-powered integration with Grafana instances through 52 MCP tools for …
B 72 55 96 43 38 81 93
6238
AllAboutAI-YT
MCPGame Claim
A multiplayer first-person 3D virtual house environment with interactive elemen…
B 72 55 84 62 19 81 100
6239
jimmcq
A Model Context Protocol server that enables Claude Desktop to play the classic…
B 72 55 75 100 N/A 34 95 40
6240
Atakan-Emre
Enables LLM clients to generate standardized test cases, perform quality contro…
B 72 55 72 51 76 83 81
6241
appreply-co
mcp-appstore Claim 1
This is an MCP server that provides tools to LLMs for searching and analyzing a…
B 72 55 100 82 N/A 51 81 29
6242
tianpeijun
Email MCP Server Claim
Enables AI to send, read, search, delete and reply to emails through SMTP or Gm…
B 72 55 72 72 26 81 100
6243
Janus-06
An MCP server implementation for interacting with self-hosted Confluence Data C…
B 72 54 71 66 27 95 91
6244
syyuan14
sh-disney-mcp Claim
sh-disney-mcp 是一个基于 Model Context Protocol (MCP) 的mcp server,旨在通过标准化的接口,帮助大模型快速…
B 72 55 66 56 N/A 69 82 93
6245
dsouza-anush
Enables AI agents to interact with Salesforce CRM data by executing SOQL querie…
B 72 55 86 60 24 80 99
6246
pathakkhhimanshu
AI Dev Assistant Claim 1
Bridges Claude Desktop to local Windows 10 development environments to enable r…
B 72 54 72 66 N/A 30 90 91
6247
suprsend
Manage your entire notification infrastructure using natural language. Trigger …
B 72 44 58 N/A N/A 56 83 93
6248
skysqlinc
skysql-mcp Claim
Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL an…
B 72 55 68 68 45 76 99
6249
amidabuddha
Send requests to OpenAI, MistralAI, Anthropic, xAI, or Google AI using MCP prot…
B 72 55 78 62 45 81 89
6250
agenticledger
Provides tools for AI assistants to query the Canton Network for data on contra…
B 72 55 84 66 26 84 84
Showing 6201–6250 of 66455 servers
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