MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29768
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12051
Tsuchijo
MATLAB MCP Server Claim 1
Allows interaction with MATLAB by creating and executing scripts and functions …
C 62 54 66 33 N/A 21 88 93
12052
elizabethsiegle
An authless Cloudflare Workers server that provides tools to scrape, analyze, a…
C 62 55 70 62 22 81 60
12053
kaiyuanzhuadmin
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 62 55 48 68 21 81 83
12054
sdelements
Devici MCP Server Claim
Enables interaction with the Devici API for managing threat models, security co…
C 62 55 60 82 37 81 39
12055
uzaysozen
A comprehensive MCP server providing detailed IMDb data including movies, TV sh…
C 62 55 60 33 47 81 90
12056
jennyyyyyy7528-cell
Weather Claim
Get location-based forecasts and real-time US weather alerts. Plan your day wit…
C 62 54 48 31 N/A 37 94 100
12057
jpbester
payfast Claim 2
MCP server for PayFast — AI assistants interact with South Africa's payment gat…
C 62 64 57 72 0 54 94 100
12058
HasnainAli47
TOON MCP Server Claim 1
Converts JSON data and system prompts to and from TOON (Token-Oriented Object N…
C 62 55 62 36 40 84 85
12059
kakacoding1
Enables AI agents to programmatically control a live Excalidraw canvas through …
C 62 55 84 0 53 78 97
12060
maxim-saplin
Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`
C 62 54 60 22 N/A 42 95 91
12061
DigiBugCat
FMP MCP Server Claim
Provides financial data from Financial Modeling Prep for AI-assisted investment…
C 62 55 60 41 33 82 90
12062
marc-shade
world-intel-mcp Claim
100+ tool MCP server for real-time global intelligence — markets, FX, bonds, ea…
C 62 55 60 33 N/A 48 81 91
12063
YassineTk
MCP Docs Provider Claim
Enables AI models to seamlessly access and query local markdown technical docum…
C 62 55 62 82 N/A 24 95 29
12064
SwipeBuilder-io
Enables programmatic access to your SwipeBuilder ad swipe library to retrieve s…
C 62 55 64 43 24 81 93
12065
DaniManas
ResearchMCP Claim
Enables AI-powered academic research by searching and retrieving research paper…
C 62 55 70 33 28 81 91
12066
VSidhArt
Enables AI assistants to interact with Intervals.icu fitness tracking and welln…
C 62 55 66 46 19 81 90
12067
egawata
Generates creative illustration prompts featuring characters from the Love Live…
C 62 55 46 60 32 80 88
12068
shooooori0128
A serverless MCP implementation on Cloudflare Workers that allows connecting AI…
C 62 55 48 68 21 81 84
12069
fean-developer
Enables LLMs and agents to interact with relational databases (SQL Server, MySQ…
C 62 55 66 33 41 80 87
12070
self-tech-labs
Provides access to Swiss legal commentaries through Model Context Protocol, all…
C 62 55 84 61 25 82 43
12071
rainbowgore
Stealthee MCP Claim
Enables detection and analysis of pre-public product launches through web searc…
C 62 66 78 71 0 48 81 91
12072
shipstatic
ShipStatic Claim
Deploy websites from AI agents. Free at mcp.shipstatic.com. Install for the ful…
C 62 64 72 71 0 55 83 94
12073
muminfarooq190
Weather MCP Server Claim
Enables users to get weather alerts and forecasts through natural language inte…
C 62 54 46 41 N/A 24 95 100
12074
nicoloceneda
Fred St Louis MCP Claim
Enables users to query and explore economic data from FRED, supporting tools fo…
C 62 55 66 82 30 81 38
12075
aserranoni
Org-roam MCP Server Claim 1
Enables interaction with org-roam knowledge bases, allowing search, retrieval, …
C 62 64 94 56 0 31 90 94
12076
akshyaganesh
Enables AI agents to manage VMware vSphere virtual infrastructure through compr…
C 62 55 60 43 22 80 100
12077
JHSeo-git
My First MCP Claim
Create and manage your own Model Context Protocol server effortlessly. Integrat…
C 62 54 50 52 N/A 42 95 71
12078
dkabx
MySQL MCP Server Claim
Enables AI assistants to interact with MySQL databases by executing SQL queries…
C 62 55 78 28 21 76 99
12079
sirlordt
Execute commands in visible VSCode terminal tabs with output capture and sessio…
C 62 54 72 0 N/A 55 87 98
12080
droidnext
A server that provides organized documentation content for various applications…
C 62 55 48 52 36 81 91
12081
frocher
Luskad MCP Claim
Provides access to coding rules, standards, and project documentation from Lusk…
C 62 66 80 66 0 47 80 100
12082
sourangshupal
MCP-RAG Server Claim
Implements Retrieval-Augmented Generation (RAG) using GroundX and OpenAI, allow…
C 62 55 48 57 26 81 93
12083
FelipeAdachi
Enables AI agents to search the USDA's FoodData Central database and retrieve d…
C 62 55 60 32 40 82 94
12084
y-moriya
A sample Model Context Protocol server built with Hono framework that provides …
C 62 54 60 51 N/A 24 95 71
12085
frankausberlin
AdminMCP Claim
Provides LLMs with administrative capabilities to execute shell commands on loc…
C 62 54 62 26 N/A 27 95 98
12086
kukapay
crypto-sentiment-mcp Claim 1
An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
C 62 55 45 41 43 82 100
12087
JeongJaeSoon
MCP Server Claim
A configurable server implementation that provides MCP (Model-Controller-Protoc…
C 62 55 48 63 23 82 88
12088
JooseokKim-DL
A FastAPI-based MCP server scaffold designed to extract material tables from Au…
C 62 54 72 53 N/A 27 90 57
12089
aeoess
Cryptographic identity, delegation, governance, and commerce for AI agents. 61 …
C 62 66 72 66 0 73 81 89
12090
codyde
A server that provides tools to scrape websites and extract structured data fro…
C 62 55 60 72 17 81 69
12091
NAITIVEAI
A template for deploying authentication-free MCP servers on Cloudflare Workers.…
C 62 55 48 70 24 81 81
12092
nakamura196
Genji MCP Server Claim
Provides access to the Genji API for searching and analyzing classical Japanese…
C 62 66 84 61 0 44 81 98
12093
Cyreslab-AI
A Model Context Protocol (MCP) server that provides access to Crunchbase data f…
C 62 66 84 72 0 42 81 92
12094
terryso
tv-recommender-mcp-server
C 62 55 54 33 56 83 89
12095
wgh1992
A serverless deployment for running Model Context Protocol (MCP) servers on Clo…
C 62 55 48 68 21 81 83
12096
MAKaminski
Home Depot MCP Server Claim 2
Provides comprehensive investment research and analysis for The Home Depot, Inc…
C 62 55 72 70 22 82 47
12097
Huxley-Brown
Generates project specifications and file structures using Claude AI through MC…
C 62 55 54 57 22 81 88
12098
ifoundry
Provides AI assistants with structured access to an organization's engineering …
C 62 54 88 0 N/A 29 90 96
12099
freibergergarcia
Provides instant access to WordPress.org documentation, WordPress VIP guides, a…
C 62 66 96 52 0 43 81 95
12100
YUJAEYUN
learnlog-mcp Claim 1
An MCP server that locally saves and categorizes user prompts from LLM sessions…
C 62 55 41 100 N/A 36 95 28
Showing 12051–12100 of 54421 servers
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