MCP Server Quality Scores

Independent quality analysis of 33332 public MCP servers

33332
Discovered
24260
Scored
1285
Verified
16957
Complete

Last updated 1 hour, 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13551
kenta-ja8
A minimal MCP server that enables searching through pre-scraped React documenta…
C 57 54 48 55 N/A 21 95 58
13552
Hale2000
mcp-mybatis Claim
A MyBatis configuration validation tool that checks for consistency between Jav…
C 57 54 48 35 N/A 30 90 82
13553
laksh-krishna-sharma
Weather MCP Server Claim
A Model Context Protocol (MCP) server that provides real-time weather alerts an…
C 57 55 60 31 24 81 86
13554
ParthSharma1197
A template and demonstration project for building, testing, and deploying remot…
C 57 55 54 30 27 83 90
13555
tranducthai
A Model Context Protocol server that provides real-time weather data to AI clie…
C 57 54 39 36 N/A 23 92 96
13556
peterfabakker
Todo MCP Claim
A persistent todo list server that enables AI assistants to manage tasks across…
C 57 55 66 0 43 81 96
13557
JoeWithGlide
MySQL MCP Server Claim
Provides AI assistants with secure read-only access to MySQL databases through …
C 57 66 72 56 0 43 81 90
13558
MKhalusova
A Model Context Protocol server that enables LLMs to extract and use content fr…
C 57 54 41 36 N/A 23 95 90
13559
Eliovp-BV
An interactive tool that enables users to benchmark vLLM endpoints through MCP,…
C 57 55 72 32 21 80 70
13560
bsahane
MCP Ansible Server Claim
Enables comprehensive Ansible automation management through natural language, i…
C 57 54 54 27 N/A 24 88 89
13561
jbdamask
NIH RePORTER MCP Claim 1
A Model Context Protocol server that enables conversational searching of NIH-fu…
C 57 66 75 46 0 43 82 95
13562
serkanh
An MCP server that allows AI assistants to access AWS CloudWatch logs by listin…
C 57 55 45 43 25 81 90
13563
junjiem
A plugin that allows Dify to connect to multiple MCP (Model Control Protocol) s…
C 57 66 96 41 0 37 80 84
13564
srogouski
MCP Server Demo Claim
A minimal tool server demonstrating Model Context Protocol (MCP) interactions v…
C 57 55 46 40 29 81 88
13565
amuralik-gh
Weather MCP Server Claim
Enables users to get weather forecasts and alerts for any US city and state thr…
C 57 55 46 31 27 83 100
13566
Tooflex
A Model Context Protocol server that enables AI assistants like Claude to inter…
C 57 54 45 28 N/A 24 95 93
13567
eshlon
A Model Context Protocol server that enables AI language models like Claude to …
C 57 55 51 82 34 80 30
13568
DHEERAJPRAKASH
Demonstrates custom MCP servers for math and weather operations, enabling multi…
C 57 54 48 17 N/A 26 94 100
13569
SandroSD
Enables users to retrieve current weather alerts for US states and detailed wea…
C 57 55 36 58 9 81 94
13570
robuno
Enables querying and comparing product prices across different marketplaces wit…
C 57 55 54 37 21 81 86
13571
jakenuts
A CLI command execution server that enables running shell commands with structu…
C 57 64 78 50 0 23 95 92
13572
ZatesloFL
Aiven MCP Server Claim
Enables interaction with Aiven cloud services including PostgreSQL, Kafka, Clic…
C 57 55 62 30 42 81 70
13573
amarshikhar
Enables AI-powered vendor risk assessment using AWS Titan, allowing users to ev…
C 57 55 48 33 21 81 98
13574
hwibalyu
edinet-mcp Claim 1
An MCP server that interfaces with the Japanese EDINET API v2 to search, downlo…
C 57 55 39 46 25 82 93
13575
Aniket310101
A Model Context Protocol server that enables large language models to interact …
C 57 55 49 35 27 81 92
13576
EEGRCENEM
A proof-of-concept MCP server that allows LLM agents to query live flight booki…
C 57 54 48 22 N/A 22 95 98
13577
mattcoatsworth
Zoom API MCP Server Claim 2
A comprehensive Model Context Protocol server that enables interaction with the…
C 57 55 56 82 25 82 27
13578
leonardo-amaral-3
A RAG-based MCP server for natural language querying of Brazilian healthcare ma…
C 57 54 48 28 N/A 27 90 92
13579
jerhadf
linear-mcp-server Claim
A server that integrates Linear's project management system with the Model Cont…
C 57 64 100 10 0 48 95 91
13580
keizman
A modern Model Context Protocol (MCP) server that enables AI assistants to coll…
C 57 55 54 33 46 81 72
13581
ofurkanuygur
TCMB MCP Claim
Provides access to Turkish Central Bank (TCMB) exchange rates with current and …
C 57 66 86 91 0 26 81 42
13582
kentaro
A Model Context Protocol server that enables AI assistants to utilize AivisSpee…
C 57 55 45 62 20 81 70
13583
Latinum-Agentic-Commerce
Weather MCP Tool Claim
A Model Context Protocol tool that provides weather information for cities, wit…
C 57 54 54 37 N/A 22 95 69
13584
PrintrFi
printr Claim 2
Let AI agents create, discover, and track tokens across chains via Printr.
C 57 64 92 41 0 58 60 91
13585
aviralksingh
MCP_Basics Claim
A crash course for Python developers on building and integrating Model Context …
C 57 54 40 22 N/A 39 95 91
13586
sinanerdinc
Provides access to OPET fuel station prices across Turkish provinces. Enables q…
C 57 55 60 20 37 81 86
13587
Dhineshkumar272005
HackBridge Claim 1
An MCP server that connects AI clients to a Linux terminal for real-time automa…
C 57 54 51 31 25 84 90
13588
kkyy3402
Enables semantic search and document retrieval from OpenAI Vector Store, allowi…
C 57 55 54 30 19 80 96
13589
ITworkonline
GoogleCalendarMCP Claim
A Model Completion Prompt (MCP) plugin that allows users to create events in Go…
C 57 55 54 37 16 81 90
13590
Day7-Engineering
A template for deploying remote MCP servers on Cloudflare Workers without authe…
C 57 55 48 52 29 78 71
13591
haojiasheng
Notes MCP Server Claim
Enables creating and managing text notes through MCP resources and tools. Provi…
C 57 54 30 52 N/A 14 95 91
13592
ValenGL
VGL CV Data MCP Claim 1
A Model Context Protocol server that provides access to Valentin Gonzalez Loure…
C 57 55 47 50 N/A 26 83 72
13593
R-Yash
Enables basic mathematical operations through MCP protocol with add and multipl…
C 57 55 30 62 15 81 92
13594
yura9011
Scythe MCP REAPER Claim
Enables AI-powered music composition and control for REAPER DAW through OSC and…
C 57 54 54 16 N/A 26 95 90
13595
crisschan
MCP-Allure Claim
A server that converts Allure test reports into LLM-friendly formats, enabling …
C 57 55 50 25 43 83 88
13596
cfoong1
An educational MCP server example built with FastMCP that demonstrates how to e…
C 57 54 48 22 N/A 24 95 95
13597
TusharShahi
MCP Jira Claim
Model Context Protocol server that allows AI assistants to interact with Jira, …
C 57 55 60 20 24 81 97
13598
huitmj
A basic Model Context Protocol server that provides static information and fact…
C 57 55 56 22 16 84 100
13599
tolik-unicornrider
An MCP server that extracts meaningful content from websites and converts HTML …
C 57 55 39 60 22 82 79
13600
hemichaeli
Enables management of Railway infrastructure through 17 tools for managing proj…
C 57 66 62 71 0 27 81 100
Showing 13551–13600 of 33332 servers
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