MCP Server Quality Scores

Independent quality analysis of 33745 public MCP servers

33745
Discovered
28871
Scored
2088
Verified
16951
Complete

Last updated 2 hours, 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12801
srgsanky
A demo server that allows AI models to manage a personal reading list stored in…
C 60 54 48 27 N/A 35 91 99
12802
aitiwari
Weather MCP Server Claim
Provides real-time US weather alerts and forecasts by integrating with the Nati…
C 60 55 60 30 24 83 100
12803
yamatairiku-dev
A Model Context Protocol (MCP) server that provides a tool for retrieving and m…
C 60 54 54 60 N/A 25 95 56
12804
KairosMobius
memory-nexus-mcp Claim
Persistent semantic memory for AI agents with knowledge graphs and Intelligence…
C 60 66 72 70 0 57 70 92
12805
kdkiss
Enables searching for job listings on the German job portal Stepstone.de with m…
C 60 66 100 58 0 22 80 86
12806
tedlikeskix
Alpaca MCP Server Claim 2
A Model Context Protocol server enabling LLMs like Claude to interact with the …
C 60 55 51 37 34 81 96
12807
modelcontextprotocol-servers
Google Search MCP Claim 1
A Playwright-based tool that performs Google searches and extracts results whil…
C 60 55 60 82 24 81 37
12808
muriloruiz91-maker
Enables users to fetch jokes from multiple sources including Chuck Norris jokes…
C 60 55 60 17 44 81 100
12809
zeloras
MyShows MCP Server Claim 1
A Model Context Protocol server that enables connecting LangChain or LangGraph …
C 60 55 33 41 59 81 95
12810
WildDataX
Suppr MCP Claim
Enables document translation across multiple languages and AI-powered semantic …
C 60 66 84 68 0 30 81 93
12811
aharvard
Enables interactive restaurant discovery and ordering through a synthetic comme…
C 60 66 72 73 0 42 81 91
12812
J621111
Enables the automatic generation of complete Live2D models from a single photo …
C 60 54 62 27 N/A 27 90 90
12813
Francis235
AMap MCP Server Claim
Non-official Model Context Protocol server that enables interaction with AMap's…
C 60 55 54 30 34 83 100
12814
mvellayan
Allows control of motorized window blinds through the Bond Bridge API, enabling…
C 60 55 56 47 21 81 91
12815
banique15
Simple MCP Server Claim
A minimalist MCP server that provides a single tool to retrieve a developer nam…
C 60 55 66 36 18 81 93
12816
Azoraqua
Minestom MCP Server Claim 2
An MCP server designed for developers to build and manage Minestom-based Minecr…
C 60 55 63 20 63 82 78
12817
dytavan
Generates secure random passwords and memorable passphrases with customizable o…
C 60 55 48 47 27 81 94
12818
yunkee-lee
MCP TMAP Server Claim
A server that connects to SK TMAP API, providing access to public transit routi…
C 60 55 48 41 41 81 90
12819
dynamicendpoints
*Updated December 9th 2025** Manage your Microsoft 365 services effortlessly. C…
C 60 54 78 41 N/A 51 90 32
12820
hngkr
MCP Releases Server Claim 1
An MCP server that provides GitHub release information through the Model Contex…
C 60 55 47 46 29 82 93
12821
mengbi-super
A FastMCP-based tool for analyzing logback log files to detect code defects and…
C 60 54 48 42 N/A 27 95 84
12822
NakanoSanku
Enables control of Android devices through ADB, allowing users to list connecte…
C 60 54 54 28 N/A 24 95 95
12823
Chris-June
A Model Context Protocol server that enables role-based context management for …
C 60 55 63 35 24 81 90
12824
SongJiangzhou
Provides professional C++ code style checking, best practices analysis, and mod…
C 60 55 66 12 49 84 93
12825
rhamsagar-sf
Enables semantic search and question-answering over FAQ documents using RAG (Re…
C 60 55 54 51 22 81 88
12826
syauqi-uqi
QGISMCP Claim 1
A Model Context Protocol server that connects Claude AI to QGIS, enabling direc…
C 60 55 69 27 36 69 98
12827
pfldy2850
Naver MCP Server Claim 1
An MCP server that provides access to Naver OpenAPI services, enabling users to…
C 60 55 39 32 66 80 94
12828
PK-SANGAMESWAR
Enables tracking and managing personal expenses through a local SQLite database…
C 60 54 60 30 N/A 24 91 91
12829
zhigang1992
Happy Server MCP Claim
Enables programmatic interaction with Happy AI sessions, allowing users to list…
C 60 66 72 72 0 35 80 100
12830
aplavin
julia-mcp Claim 2
MCP server for persistent Julia sessions — fast iteration without startup/compi…
C 60 54 39 31 N/A 51 92 95
12831
whdghk1907
A Model Context Protocol server providing comprehensive Korean stock market ana…
C 60 55 69 33 34 81 80
12832
u21h2
BinDiff MCP Tool Claim
Enables binary comparison capabilities by leveraging IDA Pro and BinDiff to ana…
C 60 55 60 35 27 80 93
12833 C 60 54 48 42 N/A 42 95 70
12834
migusdn
A Model Context Protocol server for interacting with Korea Investment & Securit…
C 60 55 45 37 49 76 99
12835
thoughtspot
mcp-server Claim 1
MCP Server for ThoughtSpot - provides OAuth authentication and tools for queryi…
C 60 66 77 68 0 40 81 92
12836
Webdev3-digi
fastalert-mcp Claim
C 60 64 78 67 0 24 95 89
12837
aerialcombat
Smithery Scaffold Claim
Provide a scaffold for building MCP servers with tools and resources integratio…
C 60 54 30 52 N/A 19 95 100
12838
xpqz
APLCart MCP Server Claim 2
An MCP server providing access to the APLCart idiom collection with semantic se…
C 60 55 53 32 36 81 100
12839
dhks77
NHN Server MCP Claim
Enables secure SSH access to servers through a gateway with Kerberos authentica…
C 60 55 60 100 25 81 15
12840
hamchowderr
Enables interaction with AITable workspaces through comprehensive API access, s…
C 60 66 78 72 0 43 81 86
12841
tanaikech
MCPApp Claim
This text introduces the Model Context Protocol (MCP) for AI interaction, explo…
C 60 64 86 41 0 50 95 86
12842
gglessner
Endevor-MCP Claim 1
A Model Context Protocol server providing 43 tools for Broadcom Endevor SCM int…
C 60 55 45 41 43 80 95
12843
Traia-IO
An MCP server that enables AI agents and LLMs to interact with the Test MCP Ser…
C 60 55 57 41 24 81 93
12844
nickpending
MCP-Censys Claim 1
A Model Context Protocol server that enables natural language querying of the C…
C 60 55 61 35 18 82 98
12845
lopisan
Enables LLMs to interact with ROS1 Noetic robotic systems by providing tools fo…
C 60 55 66 31 28 80 90
12846
AInoob
Enables deployment of MCP servers on Cloudflare Workers with OAuth authenticati…
C 60 55 54 57 26 81 77
12847
Myk3rinos
A simple server implementing the Model Context Protocol (MCP) that exposes pers…
C 60 55 60 82 N/A 22 95 22
12848
tomekkorbak
oura-mcp-server Claim 2
An MCP server for Oura, an app for tracking sleep
C 60 55 41 38 41 83 100
12849
jdelon02
Exposes the Integrated Memory System (IMS) capabilities, including session mana…
C 60 55 60 43 25 81 84
12850
jbdamask
A Model Context Protocol server that enables AI assistants to explore and inter…
C 60 54 61 31 N/A 23 89 88
Showing 12801–12850 of 33745 servers
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