MCP Server Quality Scores

Independent quality analysis of 33332 public MCP servers

33332
Discovered
24681
Scored
1286
Verified
16957
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13601
R-Yash
Enables basic mathematical operations through MCP protocol with add and multipl…
C 57 55 30 62 15 81 92
13602
eDramas
MasterGo Magic MCP Claim
Connects AI models with MasterGo design tools to retrieve and process DSL data …
C 57 66 76 65 0 25 81 88
13603
tamu960925
Redmine MCP Server Claim 2
Enables AI assistants to interact with Redmine instances to manage issues, proj…
C 57 55 84 43 32 82 31
13604
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
13605
kimbo128
drain-mcp Claim
Pay for AI inference with USDC micropayments on Polygon. No API keys needed.
C 57 66 90 46 0 45 64 98
13606
mattcoatsworth
A comprehensive Model Context Protocol server that enables interaction with Shi…
C 57 55 56 82 25 81 25
13607
InfolabAI
Gemini MCP Server Claim
A tool that allows Claude Code to use Gemini AI as an MCP server, leveraging Ge…
C 57 54 48 28 N/A 45 95 73
13608
Tooflex
A Model Context Protocol server that enables AI assistants like Claude to inter…
C 57 54 45 28 N/A 24 95 93
13609
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
13610
kkyy3402
Enables semantic search and document retrieval from OpenAI Vector Store, allowi…
C 57 55 54 30 19 80 96
13611
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
13612
arcadia-finance
Arcadia Finance Claim
Concentrated liquidity on Uniswap/Aerodrome (rebalance, compound, leverage) or …
C 57 66 94 10 0 72 81 93
13613
ParthSharma1197
A template and demonstration project for building, testing, and deploying remot…
C 57 55 54 30 27 83 90
13614
shricodev
⚡ Chat MCP Client for Remote hosted MCP Servers (with Composio) and locally hos…
C 57 64 78 35 0 43 95 89
13615
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
13616
Day7-Engineering
A template for deploying remote MCP servers on Cloudflare Workers without authe…
C 57 55 48 52 29 78 71
13617
nanyang12138
Enables AI assistants to search across multiple academic databases (PubMed, arX…
C 57 55 60 31 21 81 88
13618
crisschan
MCP-Allure Claim
A server that converts Allure test reports into LLM-friendly formats, enabling …
C 57 55 50 25 43 83 88
13619
NiclasOlofsson
Mode Manager MCP Claim
MCP Memory Agent Server - A VS Code chatmode and instruction manager with libra…
C 57 64 58 31 0 76 95 94
13620
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
13621
Aniket310101
A Model Context Protocol server that enables large language models to interact …
C 57 55 49 35 27 81 92
13622
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
13623
eshlon
A Model Context Protocol server that enables AI language models like Claude to …
C 57 55 51 82 34 80 30
13624
format37
Enables AI assistants to securely execute shell commands on local machines thro…
C 57 54 54 33 N/A 18 80 93
13625
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
13626
dydtkddl
QCViz-MCP Claim 1
An MCP server for quantum chemistry that enables LLMs to perform electronic str…
C 57 54 33 28 N/A 65 92 79
13627
huitmj
A basic Model Context Protocol server that provides static information and fact…
C 57 55 56 22 16 84 100
13628
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
13629
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
13630
Samge0
A server that provides QQ Music search functionality through the Modular Contro…
C 57 55 60 22 21 82 94
13631
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
13632
CYCWEB01
A Node.js-based FastMCP protocol server that integrates DeepSeek AI capabilitie…
C 57 55 54 61 21 81 60
13633
kentaro
A Model Context Protocol server that enables AI assistants to utilize AivisSpee…
C 57 55 45 62 20 81 70
13634
Traia-IO
An MCP server that provides AI agents and LLMs with standardized tool access to…
C 57 55 53 35 24 81 87
13635
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
13636
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
13637
mlaurel
A Context Engineering Framework that provides 9 battle-tested development workf…
C 57 64 54 65 0 42 95 89
13638
demixid
An MCP server that indexes local Python projects into a SQLite database to enab…
C 57 54 39 25 N/A 25 95 100
13639
mattmarcin
AQICN MCP Server Claim 1
Enables interaction with the World Air Quality Index to fetch real-time air qua…
C 57 66 60 70 0 37 81 92
13640
TusharShahi
MCP Jira Claim
Model Context Protocol server that allows AI assistants to interact with Jira, …
C 57 55 60 20 24 81 97
13641
SandroSD
Enables users to retrieve current weather alerts for US states and detailed wea…
C 57 55 36 58 9 81 94
13642
paterapatera
An MCP server that enables AI agents to search and retrieve messages within a S…
C 57 55 45 75 27 81 49
13643
sinanerdinc
Provides access to OPET fuel station prices across Turkish provinces. Enables q…
C 57 55 60 20 37 81 86
13644
ricklord
Mong MCP Server Claim
Provides a moby-like random name generator through the MCP interface for genera…
C 57 55 54 12 39 81 100
13645
rochadelon
Enables AI assistants to manage tasks, projects, and analyze productivity direc…
C 57 55 60 41 26 81 71
13646
adamrtalbot
A Model Context Protocol server designed to facilitate Nextflow development and…
C 57 54 45 28 N/A 20 95 93
13647
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
13648
srogouski
MCP Server Demo Claim
A minimal tool server demonstrating Model Context Protocol (MCP) interactions v…
C 57 55 46 40 29 81 88
13649
Tlazypanda
aptos-mcp Claim 1
A MCP server for interacting with Aptos documentation and creating full-stack A…
C 57 54 57 31 N/A 20 87 84
13650
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
Showing 13601–13650 of 33332 servers
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