MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29805
Scored
2112
Verified
16953
Complete

Last updated 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13801
cjpnice
An automation server that enables interaction with Xiaohongshu platform through…
C 56 54 42 38 N/A 18 95 81
13802
TaskBeacon
PsyFlow-MCP Claim
A lightweight FastMCP server that enables language models to discover, clone, t…
C 56 55 42 82 48 81 21
13803
lsj210001
qlib-mcp Claim 2
An MCP server for the Microsoft Qlib quantitative research platform that enable…
C 56 54 45 31 N/A 27 90 87
13804
daiduo2
Enables AI-powered academic research workflow from keyword search to hypothesis…
C 56 55 64 36 22 69 84
13805
chirag127
Provides advanced probabilistic decision-making algorithms including MDPs, MCTS…
C 56 66 84 56 0 31 81 79
13806
Vashistht
harcx-mcp Claim 1
An MCP server that enables AI assistants to verify BibTeX citations and URLs ag…
C 56 55 33 37 40 82 92
13807
bj11077
mcp-exam Claim
C 56 54 30 45 N/A 7 95 100
13808
getDynamoi
Dynamoi Claim
Promote music on Spotify and grow YouTube channels through AI-powered Meta and …
C 56 66 84 10 0 65 89 95
13809
anilsharmay
Enables users to create rich country profiles by searching for high-quality ima…
C 56 55 56 22 25 81 94
13810
Jimmy974
A Machine Control Protocol (MCP) server that enables storing and retrieving inf…
C 56 55 54 31 22 81 88
13811
c1r5
A demonstration project that implements a Model Context Protocol (MCP) server w…
C 56 55 48 32 21 81 96
13812
kusbr
An MCP server that enables Microsoft Copilot Studio to retrieve random jokes fr…
C 56 55 45 17 43 81 100
13813
robertdcurrier
ERDDAP MCP Server Claim
Access oceanographic and environmental data from 63+ ERDDAP servers worldwide t…
C 56 66 86 42 0 24 82 98
13814
ClearMind1
minio_mcp Claim
A FastMCP-based server that enables uploading text and base64-encoded content t…
C 56 55 48 33 27 82 87
13815
boleyn
FS-MCP Server Claim 1
A Model Context Protocol server that provides intelligent file reading and sema…
C 56 55 39 36 45 81 84
13816
yuyao1999
RT-Prompt-MCP Claim 1
A Model Context Protocol server that provides specialized prompt suggestions fo…
C 56 55 45 82 N/A 22 95 24
13817
JoelRevLai
Smithery Scaffold Claim
Provide a scaffold for building MCP servers with ease. Enable rapid development…
C 56 54 30 45 N/A 14 95 92
13818
leecj
deepwiki-mcp Claim
C 56 66 60 55 0 57 82 90
13819
Shawyeok
mcp-dingding-bot Claim 1
MCP Server for send text/markdown message via dingding (aka dingtalk) group cus…
C 56 66 57 65 0 48 81 92
13820
trafflux
PDF Reader MCP Server Claim 1
Provides tools for reading and extracting text from PDF files, supporting both …
C 56 55 54 28 16 81 94
13821
Readify-App
Instagram MCP Server Claim 1
Enables access to Instagram data through EnsembleData API, allowing retrieval o…
C 56 55 48 43 29 80 75
13822
ravinahp
Enables searching and retrieving detailed flight information using the Duffel A…
C 56 66 84 37 0 48 81 87
13823
Alex2Yang97
yahoo-finance-mcp Claim
Enables retrieval of comprehensive financial data from Yahoo Finance, including…
C 56 64 76 26 0 49 95 92
13824
inchan
Memory MCP Server Claim
Exposes local persistent memory as an MCP server with Markdown storage, PARA or…
C 56 54 66 32 N/A 58 95 25
13825
pickstar-2002
Video MCP Server Claim 1
A Model Context Protocol server that provides video processing capabilities inc…
C 56 55 57 75 40 81 17
13826
piexl
CAD-MCP Claim
Enables users to control CAD software like AutoCAD, GstarCAD, and ZWCAD through…
C 56 54 54 27 N/A 21 95 80
13827
stayce
icf-mcp Claim 1
WHO ICF classification codes for health and disability. Lookup, search, browse …
C 56 66 76 57 0 45 80 78
13828
vuluu2k
Transforms a GitHub repository into a structured personal brain for AI to manag…
C 56 55 68 0 35 81 96
13829
Miles0sage
Provides AI-powered tools for searching Polymarket prediction markets and calcu…
C 56 55 70 0 28 81 98
13830
Papasmurf79
A beginner-friendly collection of MCP server implementations demonstrating calc…
C 56 55 60 15 22 84 97
13831
carsonlabs
Classify raw text into structured triage objects with intent, urgency, category…
C 56 55 72 0 27 81 95
13832
arjuntheprogrammer
Enables creating Google Calendar meeting invites with automated authentication …
C 56 55 62 22 21 81 86
13833
Mohammad1704
Enables AI models to extract transcripts from YouTube videos in multiple langua…
C 56 66 72 43 0 39 81 100
13834
PStryder
TablaCognita Claim
MCP-native collaborative markdown editor with real-time AI document editing
C 56 66 90 10 0 60 81 100
13835
lbaret
Transforms CSV and Excel data into Markdown-formatted vector embeddings stored …
C 56 54 60 0 N/A 35 91 94
13836
AIGC-Hackers
mcpx Claim
苹果 MCP 工具 ✅
C 56 66 90 10 0 81 82 83
13837
SiddheshDongare
Provides a comprehensive API wrapper for GitHub operations through a FastMCP-ba…
C 56 66 72 43 0 43 80 100
13838
pinzonjulian
An MCP server that provides access to up-to-date Stimulus JS documentation dire…
C 56 55 45 27 26 80 100
13839
NANDI-Services
nandi-proxmox-mcp Claim
MCP server for Proxmox VE management (VM, LXC, nodes)
C 56 55 56 0 N/A 66 70 99
13840
FromZero2One
Demo MCP Server Claim
A demonstration MCP server built with FastMCP that provides basic mathematical …
C 56 55 42 35 27 81 94
13841
EmanManco
Enables AI agents to fetch real-time weather data for any location using the Op…
C 56 55 48 17 44 81 97
13842
pinepaper
Enables AI assistants to create and animate graphics in PinePaper Studio using …
C 56 66 92 18 0 61 81 91
13843
Aniruddha1202
An advanced web search and scraping server that enables AI models to perform ta…
C 56 66 72 55 0 24 81 99
13844
AI-Hub-Admin
Provides real-time stock price data from global markets, including the US, Chin…
C 56 55 54 27 24 81 89
13845
www-zerotrusted-ai
ZeroTrusted-ai PII Detection Agent
C 56 54 36 17 N/A 45 95 96
13846
purmemo-ai
purmemo Claim
AI memory across Claude, ChatGPT, Gemini, and Cursor. Save, search, and recall …
C 56 66 96 10 0 68 80 90
13847
MarcinMalczewski
A simple Model Context Protocol (MCP) server that provides date and time functi…
C 56 55 56 27 16 81 97
13848
kavingas
Generates professional Adobe Commerce support responses from case findings. Sup…
C 56 54 48 22 N/A 21 95 90
13849
RahulPatkiWork
Enables Claude AI to extract transcripts from YouTube videos with zero setup re…
C 56 66 72 43 0 39 81 100
13850
lazy-importer
DIE MCP Server Claim 1
An MCP server that enables AI agents to analyze executable files using Detect I…
C 56 55 53 31 40 76 82
Showing 13801–13850 of 57160 servers
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