MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8101
sbarbett
Pi-hole MCP Server Claim
A server that exposes Pi-hole functionality as tools for AI assistants, allowin…
C 69 55 74 43 64 81 86
8102
JJVvV
A Model Context Protocol server that provides real-time database schema informa…
C 69 55 65 61 41 80 92
8103
paltaio
reddit-mcp Claim
Provides access to public Reddit data through tools for searching subreddits, v…
C 69 55 74 53 38 83 92
8104
up2itnow0822
W3C WebMCP toolkit for Chrome 146. Expose any website as a structured MCP serve…
C 69 54 90 60 N/A 39 95 46
8105
Have-myn
SSH MCP Server Claim
Provides tools to manage SSH targets and generate one-time WebShell terminal se…
C 69 55 72 66 50 77 75
8106
dbsmith7491
This MCP server enables users to interact with AWS Amplify Gen2 application dat…
C 69 55 66 71 26 76 98
8107
angeltek
Emby.MCP Claim
Connects an Emby media server to AI clients like Claude Desktop, enabling natur…
C 69 55 88 38 41 76 98
8108
elad12390
Enables blazingly fast file and content searching in large codebases using ripg…
C 69 54 54 58 N/A 50 95 90
8109
NewAITees
Ollama MCP Server Claim 1
A server that enables seamless integration between local Ollama LLM instances a…
C 69 54 78 58 N/A 18 92 87
8110
rafaljanicki
Enables language models to query Goatcounter web analytics data, including page…
C 69 55 54 71 45 82 92
8111
MacromNex
Enables protein stability prediction ($DeltaDelta$G and $Delta$Tm) and systemat…
C 69 54 84 32 N/A 33 92 98
8112
unicorn2439614256
XR875 Build MCP Claim
Provides tools for compiling and packaging XR875 project components, including …
C 69 55 48 87 N/A 45 95 66
8113
kpanuragh
SSH MCP Server Claim
Enables remote server management through SSH and SFTP, supporting command execu…
C 69 55 78 53 24 81 99
8114 C 69 54 60 66 N/A 20 90 100
8115
Jakedismo
Aggregates multiple MCP servers behind a single, secure endpoint with unified t…
C 69 55 90 27 44 81 100
8116
dockersamples
MCP server providing Docker Desktop release notes and security information.
C 69 54 48 52 N/A 61 95 97
8117
u9401066
MedVision MCP Claim 1
Provides AI-powered medical image analysis tools for LLM agents, enabling tasks…
C 69 54 72 45 N/A 42 90 90
8118
aliyun
PolarDB-X MCP Server Claim 1
A Model Context Protocol server that enables AI agents to interact with Alibaba…
C 69 55 75 48 52 76 90
8119
agilesix
Enables research of federal contract awards and competitive landscape analysis …
C 69 55 66 58 45 81 91
8120
CarmeloRicarte
GitLab MCP Server Claim
Enables AI assistants to interact with GitLab for managing projects, branches, …
C 69 55 78 47 30 81 100
8121
WhissleAI
Whissle MCP Server Claim
A Python-based server that provides access to Whissle API endpoints for speech-…
C 69 55 60 82 18 80 93
8122
shadowcz007
mcp_server_exe Claim
小智 & Cursor 的 MCP 启动器 - MCP For Cursor&xiaozhi。打包成可执行文件。Turn MCP server into an…
C 69 55 96 28 N/A 74 81 62
8123
inbarajaldrin
Enables creation and management of state/decision graphs using NetworkX, suppor…
C 69 54 78 56 N/A 24 87 90
8124
shtansky-bikeleasing
Weather MCP Server Claim
Enables users to fetch current weather conditions for any city worldwide and di…
C 69 55 78 62 28 69 100
8125
lnfi-network
Enables AI assistants to interact with RGB assets, Lightning Network operations…
C 69 55 74 100 28 81 44
8126
simonliu-moltbot
Provides information about animals at the Taipei Zoo, including their habits, h…
C 69 54 72 53 N/A 22 95 93
8127
mergedao
mcp-jobs Claim
A zero-configuration job aggregation server that enables searching for position…
C 69 55 80 58 39 78 80
8128
JeremyNixon
MCP Fetch Claim 2
Model Context Protocol server that enables Claude Desktop (or any MCP client) t…
C 69 55 66 82 N/A 42 87 60
8129
tosin2013
Memory Cache Server Claim 3
A Model Context Protocol (MCP) server that optimizes token usage by caching dat…
C 69 55 84 100 19 80 40
8130
jackalterman
Provides Windows system diagnostic capabilities to AI agents, allowing them to …
C 69 55 84 75 N/A 24 95 50
8131
Liam8
Free live and historical cryptocurrency prices Provide real-time cryptocurrenc…
C 69 54 48 70 N/A 25 95 99
8132
diatonic-codes
Ninetn MCP Server Claim
Enables integration with the Ninetn AI-powered memo application to create, sear…
C 69 55 78 65 N/A 26 95 69
8133
orkuhh
Shell MCP Server Claim
Provides a secure environment for executing shell commands with restricted dire…
C 69 54 86 36 N/A 27 87 99
8134
Nicolas-One
Provides comprehensive Redis database operations supporting all major data type…
C 69 55 72 57 53 81 80
8135
QaziAbsaar
LMS MCP Server Claim 1
Automates interactions with the PAF-IAST University LMS to provide AI assistant…
C 69 54 72 55 N/A 21 90 97
8136
joehuangcoding
MCP Tools Claim
A local Model Context Protocol (MCP) server that exposes custom tools to Claude…
C 69 54 80 25 N/A 53 88 99
8137
hdmt
Enables management of HubSpot marketing emails from Claude Desktop, including l…
C 69 55 86 68 23 81 69
8138
iramk11
Claude Data Buddy Claim
Enables conversational analysis of CSV and Parquet files through natural langua…
C 69 54 76 52 N/A 19 95 92
8139
xrusjohn
MCP RSS Server Claim 1
A Model Context Protocol server that allows interaction with RSS feeds, enablin…
C 69 55 69 58 48 82 86
8140
varaprasadreddy9676
huly-mcp Claim 1
MCP server for Huly — manage projects, issues, documents and more via natural l…
C 69 54 61 60 N/A 37 82 100
8141 C 69 54 52 71 N/A 28 92 98
8142
harshfolio
Enables LLMs to interact with Google Analytics 4 data through the Google Analyt…
C 69 54 88 43 N/A 19 92 89
8143
UsamaK98
Lightweight Python Notebook MCP - Enable AI assistants to create, edit, and vie…
C 69 54 70 36 N/A 39 95 100
8144
dpconde
Provides Android development assistance following NowInAndroid best practices, …
C 69 55 72 50 39 82 99
8145
Captain-AI-Hub
IDA-MCP Claim
Enables interaction with multiple IDA Pro instances through MCP, allowing users…
C 69 54 54 43 N/A 66 95 93
8146
robcerda
monarch-mcp-server Claim 1
MCP Server for use with Monarch Money
C 69 55 47 82 N/A 49 81 85
8147
ECamposSoria
Leverages Google's Gemini AI with a 1M token context window for comprehensive c…
C 69 55 78 48 40 81 92
8148
dsouza-anush
An MCP server that provides integration with Jira and Confluence for managing i…
C 69 55 75 60 24 80 94
8149
vinothvino42
Enables AI assistants to search and retrieve real-time job listings from the Te…
C 69 54 70 55 N/A 19 95 93
8150
jensenloke
MSSQL MCP Server Claim 1
A Model Context Protocol server that provides comprehensive access to Microsoft…
C 69 55 85 51 18 81 95
Showing 8101–8150 of 67197 servers
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