MCP Server Quality Scores

Independent quality analysis of 53551 public MCP servers

53551
Discovered
29751
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14701
serithemage
Botmadang MCP Server Claim 1
An MCP server that enables AI agents to interact with Botmadang, a Korean socia…
D 47 66 47 70 0 25 81 55
14702
handaas
Enables querying Chinese enterprise business data including company profiles, s…
D 47 66 66 35 0 18 81 78
14703
boompieman
demo Claim
demo
D 47 54 24 12 N/A 21 95 87
14704
fred-em
Analyzes sentiment in news headlines from major US publications using both stan…
D 47 66 56 36 0 27 81 84
14705
Swayingleaves
A tool that generates various UML diagrams through natural language description…
D 47 66 60 25 0 26 81 89
14706
ebrunet001
Real-time global news, crypto, weather & earthquakes from 27 free APIs. No API …
D 47 66 66 0 0 47 81 94
14707
NoHumanHands
Govern Claim
Optimizes SQL queries to improve database performance and response times. Strea…
D 47 66 72 10 0 30 81 92
14708
theYahia
sendpulse-mcp Claim 2
MCP server for SendPulse API — mailing lists, email sending, statistics. OAuth2…
D 47 55 47 0 N/A 58 81 58
14709
hjsh200219
Discover personalized Four Pillars (Saju) readings, from daily to yearly fortun…
D 47 66 78 10 0 35 81 78
14710
guanqun-yang
Local File Reader Claim
Read the contents of local files on demand. Quickly preview, copy, or analyze f…
D 47 54 24 17 N/A 21 82 94
14711
KJ14GOD
A minimal FastMCP server template for Render deployment with streamable HTTP tr…
D 47 66 54 25 0 21 83 100
14712
deeppath-ai
Generates tailored system architecture recommendations based on business parame…
D 47 66 54 52 0 43 81 54
14713
ianherzog
Solar MCP Claim 1
An MCP server that enables AI assistants to look up solar permitting authoritie…
D 47 55 39 0 27 81 93
14714
komer3
Linode MCP Server Claim 2
A Model Context Protocol server that enables Large Language Models like Claude …
D 47 66 53 23 0 31 81 98
14715
shanirap
Enables AI coding agents to debug Python projects by running pytest, extracting…
D 47 64 48 25 0 33 95 86
14716
BACH-AI-Tools
An MCP server that provides access to the Similar Words API, allowing users to …
D 47 55 35 60 45 80 9
14717
akarnik23
Provides real-time weather data and forecasts for any location using the OpenWe…
D 47 66 54 31 0 22 81 94
14718
piers-fawkes
Expert-curated knowledge graphs for AI agents — PSFK Retail, Beauty, Sports and…
D 47 66 84 0 0 45 70 88
14719
lgcarrier
XRPL MCP Server Claim
A bridge that enables AI models like Claude and GPT to access XRP Ledger data a…
D 47 66 62 26 0 23 81 91
14720
datacool
mcp_server Claim
D 47 54 36 20 N/A 18 95 65
14721
fulcradynamics
fulcra-context-mcp Claim
MCP server for accessing personal health and biometric data including sleep sta…
D 47 66 60 10 0 45 81 92
14722
akarnik23
Enables access to Hacker News data including top stories, new stories, specific…
D 47 66 48 33 0 22 81 100
14723
obris-dev
Obris Claim
Stop re-explaining yourself to AI. Save knowledge once, use it in every convers…
D 46 66 60 10 0 56 69 93
14724
cbinsights
An interface that allows developers to interact with ChatCBI LLM through AI Age…
D 46 66 68 10 0 30 81 88
14725
ebrunet001
mcp-server-tft Claim 1
Teamfight Tactics AI coaching: composition analysis, augment optimization & imp…
D 46 66 60 0 0 47 81 95
14726
gwbischof
keila-mcp Claim 1
An MCP server for the Keila newsletter API that enables management of contacts,…
D 46 66 45 30 0 27 81 96
14727
qa-reysser
MCP-QA Claim 1
An MCP server for the comprehensive analysis of Swagger 2.0 and OpenAPI 3.x con…
D 46 66 57 26 0 27 81 88
14728
wuyuwenj
Scrapes and indexes documentation websites to provide AI assistants with search…
D 46 66 72 0 0 27 81 98
14729
guanqun-yang
Character Counter Claim
Count characters in any text to quickly check length and meet limits. Validate …
D 46 54 24 12 N/A 21 95 83
14730
econo21c
mcp-server Claim 1
Perform quick addition, subtraction, multiplication, and division. Get fast res…
D 46 54 24 37 N/A 21 95 52
14731
openai-agent-school
Calculator Claim 1
Perform quick arithmetic—add, subtract, multiply, and divide. Get instant resul…
D 46 54 24 40 N/A 12 94 56
14732
therealhexi
Shopify MCP Server Claim 1
Enable interaction with Shopify store data through a GraphQL API.
D 46 66 60 10 0 37 78 96
14733
nanmesh
nanmesh-mcp Claim
nanmesh-mcp MCP server for NaN Mesh — the AI-native product catalog built for a…
D 46 66 60 10 0 38 81 95
14734
ohhalim
FL Studio MCP Claim 1
An MCP server that connects Claude to FL Studio, allowing the AI to send melodi…
D 46 54 29 30 N/A 16 95 58
14735
roboulos
Remote MCP Server Claim 1
A Model Context Protocol server for Cloudflare Workers that integrates with Cla…
D 46 66 57 71 0 24 81 32
14736
MaheshPonnam6842
Enables cab booking and management through natural conversation, allowing users…
D 46 54 56 12 N/A 29 94 33
14737
SealinGp
An MCP server that downloads videos/extracts audio from various platforms like …
D 46 55 33 33 24 82 57
14738
acarchidi
agentforge Claim
DeFi safety layer for AI agents: wallet checks, contract docs, approvals, tx de…
D 46 66 72 0 0 30 78 95
14739
JakePartusch
A Model Context Protocol server implementation that runs on Cloudflare Workers …
D 46 66 39 60 0 23 80 75
14740
rodcar
BCRP-MCP Claim
Model Context Protocol server that provides access to economic and financial ti…
D 46 66 54 26 0 26 81 91
14741
chuangsiaihub
Provides real-time content safety protection for large language models by detec…
D 46 66 42 37 0 39 81 82
14742
BadRooBot
BadRooBot-test_m Claim
Send quick greetings, scrape website content, and generate text or images on de…
D 46 66 54 28 0 28 74 98
14743 D 46 54 32 15 N/A 13 95 73
14744
re-rank
KRDS Design System Claim
Build interfaces that follow the Korea Responsive Design System (KRDS) faster. …
D 46 66 72 10 0 26 81 84
14745
Spaceghost99
hrmcp-server Claim 2
MCP server for candidate scoring. Post a resume and job description, get back s…
D 46 55 27 0 36 81 94
14746
rebrandly
Rebrandly MCP Claim
This project implements a simple MCP server in Go that exposes a single tool (c…
D 46 66 62 0 0 49 81 94
14747
bh-rat
Context Awesome Claim 2
MCP server for accessing curated awesome list documentation
D 46 66 69 10 0 27 81 87
14748
isaramadunika
A simple calculator MCP server that provides basic arithmetic functions (add an…
D 46 66 48 27 0 18 83 100
14749
clk1st
China A-Share quantitative data: 5000+ stocks, 13 factors, daily market & limit…
D 46 66 78 0 0 29 69 100
14750
SpaceFrontiers
mcp Claim
Full-text retrieval: papers, books, patents, Wikipedia, Reddit, Telegram, YouTu…
D 45 66 62 0 0 46 81 89
Showing 14701–14750 of 53551 servers
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