MCP Server Quality Scores

Independent quality analysis of 49876 public MCP servers

49876
Discovered
29726
Scored
2112
Verified
16952
Complete

Last updated 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10451
qingyun-ag2
Giphy MCP Server Claim
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with…
C 65 54 60 50 N/A 21 95 90
10452
benhaotang
A server that provides access to Mathematica documentation through FastMCP, ena…
C 65 54 66 35 N/A 36 95 88
10453
CyprianFusi
MCP Chess Server Claim
Provides Chess.com player data integration, enabling AI assistants to fetch rea…
C 65 55 60 37 44 83 100
10454
da-okazaki
An MCP (Model Context Protocol) server that provides seamless integration betwe…
C 65 66 84 71 0 61 81 97
10455
linxule
MCP Music Studio Claim
Two-mode creative music studio for AI: scored composition (ABC notation with sh…
C 65 54 84 0 55 92 95
10456
7etsuo
Enables AI assistants to analyze images from URLs or local files using xAI's Gr…
C 65 55 76 42 19 81 95
10457
Sadaf987
Enables managing school attendance records and interacting with GitHub reposito…
C 65 55 90 22 24 78 100
10458
Kalyani-Bambal
EKS MCP Server Claim 1
A Model Context Protocol server that provides programmatic access to Amazon EKS…
C 65 55 57 47 34 83 100
10459
cmalpass
MCP Presidio Claim 2
An MCP server that enables LLMs to detect and anonymize over 25 types of Person…
C 65 55 69 37 45 80 93
10460
Tech-curator
Korean Patent MCP Claim
Enables searching and analyzing Korean patents through the KIPRIS API using nat…
C 65 55 66 46 50 81 82
10461
tadas-github
a2asearch-mcp Claim 1
MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills.…
C 65 55 94 0 49 81 99
10462
shengshu-ai
Vidu MCP Claim
Provides access to Vidu's video generation models for creating high-quality vid…
C 65 55 72 43 45 80 81
10463
trtd56
A Human-in-the-Loop MCP server that enables AI assistants to request informatio…
C 65 55 78 36 31 81 90
10464
TheValverde
An MCP server that enables AI agents to interact with the SpaceTraders API, man…
C 65 54 57 41 N/A 39 95 90
10465
datawhalechina
mcp-lite-dev Claim
共学《MCP极简开发》项目代码
C 65 54 60 43 N/A 30 95 90
10466
jimfilippou
things-mcp Claim 1
A Model Context Protocol (MCP) server that provides seamless integration with t…
C 65 54 78 35 N/A 29 95 80
10467
flowzap-xyz
flowzap-mcp Claim 1
Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 …
C 65 66 94 67 0 50 82 92
10468
pietrozullo
A FastMCP server that enables browser automation through natural language comma…
C 65 55 60 66 19 81 91
10469
kiseki-technologies
A Model Context Protocol Server that enables language models to access and mani…
C 65 55 53 66 24 82 93
10470
lordbasilaiassistant-sudo
base-price-oracle-mcp Claim 2
MCP server for real-time token prices on Base from on-chain DEX pools.
C 65 55 51 100 N/A 34 95 33
10471
zh19980811
AutoCAD MCP Server Claim
A server that enables natural language interaction with AutoCAD through large l…
C 65 54 66 28 N/A 36 95 97
10472
agent-network-protocol
Enables MCP clients like Claude Desktop to interact with ANP (Agent Network Pro…
C 65 64 90 70 0 58 95 73
10473
pab1it0
tripadvisor-mcp Claim 1
A MCP server that enables LLMs to interact with Tripadvisor API, supporting loc…
C 65 54 55 37 N/A 52 91 92
10474
jiayao
mcp-chess Claim 1
A MCP server playing chess against LLMs.
C 65 54 53 38 N/A 42 92 99
10475
pickstar-2002
Video Clip MCP Claim 2
A Model Context Protocol server that provides video manipulation capabilities, …
C 65 55 57 60 41 78 88
10476
0x-Professor
CTFtime MCP Server Claim
Provides programmatic access to CTFtime.org data for retrieving information abo…
C 65 55 72 35 29 81 100
10477
lambda-tuber
PVV MCP Server Claim
Enables text-to-speech synthesis using VOICEVOX Web API with customizable speak…
C 65 54 62 20 N/A 69 95 84
10478
dgarcoe
Enables interaction with Ham Radio DX Cluster networks to read and create spots…
C 65 55 62 46 46 76 96
10479
mschneider82
openweather Claim
A simple MCP service that provides current weather and 5-day forecast using the…
C 65 55 62 43 45 86 89
10480
kareemaly
Enables AI-powered image analysis using OpenAI's Vision API and image generatio…
C 65 55 66 41 41 81 92
10481
zinja-coder
jadx-mcp-server Claim 1
MCP server for JADX-AI Plugin
C 65 54 53 33 N/A 60 92 92
10482
maybeswapnil
A production-ready Model Context Protocol server that integrates with ServiceNo…
C 65 55 76 41 29 80 91
10483
sergey-fintech
Enables searching for files by name fragments via JSON-RPC or an HTTP REST API,…
C 65 55 72 91 16 81 46
10484
nanyang12138
Enables intelligent analysis of regression test failures and automatic discover…
C 65 55 86 30 23 81 92
10485
pinnaclesoft-ko
Provides access to Seoul public data including subway passenger statistics and …
C 65 55 78 66 38 78 54
10486
scarletlabs-ai
Votars MCP Claim
Votars is the world's smartest multilingual meeting assistant, designed for voi…
C 65 55 62 57 16 82 98
10487
SocialAPIsHub
social-media-api Claim
Unified social media API for AI agents. Access Facebook, Instagram, TikTok, and…
C 65 64 90 67 0 51 83 100
10488
zchaffee1
MCP Server Claim
A server implementing Model Coupling Protocol for HDF5 file operations, Slurm j…
C 65 54 60 31 N/A 37 95 99
10489
fegizii
Enables access to the Semantic Scholar Academic Graph API for searching and ret…
C 65 55 62 43 44 82 93
10490
iamnotyk
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 65 54 66 60 N/A 30 95 65
10491
gotalab
A server that enables executing and validating SQL queries against Google BigQu…
C 65 55 60 100 20 81 47
10492
aallsbury
qb-time-mcp-server Claim 1
Provides unified access to QuickBooks Time API functionality. This server conso…
C 65 55 82 43 36 78 79
10493
mohdhaji87
Exposes Nmap network scanning capabilities through a Model Context Protocol (MC…
C 65 55 66 82 N/A 29 95 40
10494
cnguyen14
A web scraping server that retrieves product information (name, price, URL, ima…
C 65 55 76 38 23 81 100
10495
MaxiGarcia13
My First MCP Claim
A simple tutorial MCP server that provides a basic addition tool for adding two…
C 65 55 66 47 27 81 97
10496
Simon006
Enables AI models to interact with Confluence knowledge bases by searching, rea…
C 65 55 72 41 25 81 99
10497
aakashrshah
Enables interaction with Aha! product management platform through GraphQL API. …
C 65 55 68 43 34 81 93
10498
dreyfus92
An MCP server that provides AI assistants with access to Astro documentation, e…
C 65 54 63 40 N/A 20 95 100
10499
jackzengh
Enables the deployment of remote Model Context Protocol servers on Cloudflare W…
C 65 55 60 62 27 82 89
10500
JoseTapiaUex
An advanced MCP server that enables asynchronous downloading of YouTube videos …
C 65 54 60 33 N/A 42 95 96
Showing 10451–10500 of 49876 servers
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