MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31828
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13801
alejoair
MCP Code Editor Claim
A FastMCP server providing powerful code editing tools including precise file m…
C 56 66 54 60 0 59 80 91
13802
hannguyendd
A FastAPI-integrated MCP server that provides mathematical operations like addi…
C 56 55 48 22 28 83 98
13803
obisagno
Apple MCP Claim
Enables AI interaction with native macOS applications including Messages, Notes…
C 56 66 78 37 0 48 76 98
13804
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
13805
agent-bom
Agent Bom Claim
AI supply chain security scanner — 7 tools for CVE scanning, blast radius mappi…
C 56 66 84 31 0 53 80 94
13806
sakthigcp
MCP Server Example Claim
A simple example MCP server that demonstrates basic server functionality and ca…
C 56 54 48 12 N/A 23 95 100
13807
Dhenenjay
Enables MCP clients to access Google Earth Engine's satellite imagery and geosp…
C 56 64 94 0 0 56 95 95
13808
CodeByWaqas
Weather MCP Server Claim 1
An MCP server that provides real-time weather information including temperature…
C 56 55 45 22 41 82 94
13809
rshemtov13
Jira MCP Server Claim 1
A Model Context Protocol server that provides access to JIRA issue data stored …
C 56 55 45 43 19 76 95
13810
ndisidore
Enables AI agents to dynamically discover and invoke containerized tools that c…
C 56 55 86 52 24 81 18
13811
githubmilind
mcp-weather Claim
A Model Context Protocol (MCP) server that enables AI assistants and LLMs to ac…
C 56 55 46 30 21 83 100
13812
Waicy
A server designed for processing PDF documents, enabling text extraction, table…
C 56 54 42 38 N/A 24 90 85
13813
yoavf
ai-sessions-mcp Claim 1
MCP server for searching and accessing your AI coding sessions from Claude Code…
C 56 64 61 26 0 71 95 95
13814
arkeodev
Provides a standardized protocol for tool invocation, enabling an AI system to …
C 56 55 78 33 43 76 41
13815
Jimmy974
A Machine Control Protocol (MCP) server that enables storing and retrieving inf…
C 56 55 54 31 22 81 88
13816
jillesca
gNMIBuddy Claim 1
An MCP server that enables LLMs to retrieve structured network information, inc…
C 56 55 69 33 52 82 39
13817
Sudheerarava222
Displays FDA-approved Lilly Direct pharmaceuticals in an interactive carousel i…
C 56 66 66 67 0 24 81 96
13818
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
13819
joelGuerraArias
Enables automated sending of institutional emails via Gmail SMTP with authentic…
C 56 55 54 32 25 81 85
13820
AI-Hub-Admin
Provides real-time stock price data from global markets, including the US, Chin…
C 56 55 54 27 24 81 89
13821
woongaro
Connects to the Korea Meteorological Administration (KMA) Open API to provide s…
C 56 55 42 37 27 81 93
13822
RyanCadby
Enables scanning of project dependencies across multiple package managers (npm,…
C 56 55 54 20 19 82 100
13823
franccesco
YNAB Assistant Claim
Enables AI assistants to interact with YNAB budgets through natural language. S…
C 56 55 66 32 26 81 65
13824
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
13825
arunmenon
SDK MCP Server Claim
A configurable MCP server providing searchable access to AI/ML SDK source code …
C 56 55 48 22 34 80 99
13826
bj11077
mcp-exam Claim
C 56 54 30 45 N/A 7 95 100
13827
jamescalam
Provides an MCP server for scraping and retrieving data from GitHub Projects, i…
C 56 55 42 66 21 76 69
13828
msathiyakeerthi
Enables interaction with FHIR resources on Google Cloud Healthcare API through …
C 56 66 86 35 0 43 80 92
13829
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
13830
TaifAlsadoon
Enables AI models to access comprehensive Pokémon data from PokéAPI and simulat…
C 56 55 70 35 33 81 51
13831
ptrst102
pokemon-gen3-calc-mcp Claim 1
An MCP server that enables accurate status and damage calculations for third-ge…
C 56 55 57 65 46 84 22
13832
toshihikoyanase
Mong MCP Server Claim
Provides a moby-like random name generator through the Model Context Protocol, …
C 56 55 54 12 37 81 100
13833
MarcinMalczewski
A simple Model Context Protocol (MCP) server that provides date and time functi…
C 56 55 56 27 16 81 97
13834
zongjieshen
A minimal demonstration MCP server that provides basic mathematical addition an…
C 56 55 54 22 19 84 100
13835
kelseyee
Calculator MCP Claim
A numerical calculator based on Model Context Protocol (MCP) that provides simp…
C 56 54 42 30 N/A 20 95 88
13836
EmanManco
Enables AI agents to fetch real-time weather data for any location using the Op…
C 56 55 48 17 44 81 97
13837
www-zerotrusted-ai
ZeroTrusted-ai PII Detection Agent
C 56 54 36 17 N/A 45 95 96
13838
aryankeluskar
Search your Flashback video library with natural language to instantly find rel…
C 56 66 60 70 0 26 81 94
13839
sourabharsh
A Model Context Protocol server implementation designed to run on Cloudflare Wo…
C 56 55 39 57 26 80 77
13840
reymerekar7
Beehiiv MCP Server Claim 1
A Model Context Protocol server that enables Large Language Models (like Claude…
C 56 55 39 37 23 82 100
13841
Mandapati-SuryanarayanaRaju
MCP Deployment Claim
A simple demonstration MCP server that provides a sum_numbers tool for calculat…
C 56 55 56 17 24 81 100
13842
glosc-ai
Excel Tools MCP Claim 1
An MCP server for reading, writing, and analyzing Excel files using Python, pan…
C 56 55 39 28 N/A 45 76 96
13843
a-kaibu
Provides access to developer roadmap content from roadmap.sh, allowing users to…
C 56 66 62 56 0 36 81 100
13844
Alex2Yang97
yahoo-finance-mcp Claim
Enables retrieval of comprehensive financial data from Yahoo Finance, including…
C 56 64 76 26 0 49 95 92
13845
AbacatePay
Enables integration with Abacate Pay API for managing payments, customers, and …
C 56 66 54 60 0 56 81 90
13846
Joseph19820124
A demonstration MCP (Model Control Protocol) server built with FastMCP framewor…
C 56 54 48 20 N/A 23 95 94
13847
abakhru
Vibetest Use Claim 1
An MCP server that launches multiple Browser-Use agents to test websites for UI…
C 56 54 41 32 N/A 27 90 91
13848
AIGC-Hackers
mcpx Claim
苹果 MCP 工具 ✅
C 56 66 90 10 0 81 82 83
13849
akc2267
Solana MCP Server Claim 1
A server that provides simple RPC endpoints for common Solana blockchain operat…
C 56 55 54 30 13 81 94
13850
trakru
Provides AI assistants with intelligent access to ML textbook content for creat…
C 56 55 48 33 24 81 91
Showing 13801–13850 of 66502 servers
« Prev 1 275 276 277 278 279 1331 Next »