MCP Server Quality Scores

Independent quality analysis of 58073 public MCP servers

58073
Discovered
29856
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8001
AndresGarciaSobrado91
A server that provides tools to interact with Databricks for cluster, job, note…
C 69 54 74 38 N/A 34 95 100
8002
OuchiniKaeru
MCP Data Analyzer Claim
Enables loading and statistical analysis of .xlsx and .csv files with visualiza…
C 69 54 84 26 N/A 48 95 86
8003
t-shiratori
Time Tools MCP Server Claim 1
A Model Context Protocol server for time manipulation tasks, enabling AI models…
C 69 54 51 55 N/A 48 94 99
8004
ashabbir
Enables read-only access to GitLab and Jira data through MCP, allowing users to…
C 69 55 60 72 27 81 96
8005
FromSmall2Big
Enables AI assistants to interact with Apollo.io API for sales and marketing ac…
C 69 55 66 66 40 81 84
8006
markswendsen-code
southwest Claim 1
MCP server for Southwest Airlines - search flights, manage bookings
C 69 55 79 82 N/A 30 95 40
8007
dromologue
Graph-Tools Claim
Provides tools for AI-powered graph analysis, including relationship extraction…
C 69 55 90 51 24 77 90
8008
gangularamya
A secure Model Context Protocol backend service built on Azure Functions that p…
C 69 55 84 43 25 82 100
8009
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
8010
CodaLabs-xyz
X402 MCP Template Claim
Production-ready MCP server template for consuming X402-protected APIs with gas…
C 69 55 72 61 26 81 93
8011
zicez
MCP-PDF2MD Claim
Converts PDF files from local storage or URLs to structured Markdown format usi…
C 69 55 54 82 42 81 82
8012
snarris
Provides Claude Desktop with access to Apple Calendar and Reminders on macOS fo…
C 69 54 76 43 N/A 22 95 100
8013
meowrain
Enables AI assistants to look up word definitions, pronunciations, and example …
C 69 55 62 71 43 81 83
8014
alxspiker
FTP Access Server Claim
Interact with FTP servers seamlessly. List directories, upload and download fil…
C 69 55 66 100 N/A 41 81 43
8015
sebastianPhoenix
Odoo MCP Server Claim
Enables AI assistants to interact with Odoo ERP systems through XML-RPC communi…
C 69 55 66 68 45 81 80
8016
luoshui-coder
A TypeScript-based MCP server that lets users generate images using OpenAI's da…
C 69 55 94 40 17 80 100
8017
Traves-Theberge
Provides comprehensive word definitions, pronunciations, meanings, and examples…
C 69 55 90 75 41 81 41
8018
HamzaFarhan
Memory MCP Claim
A knowledge-graph-based memory system for AI agents that enables persistent inf…
C 69 54 60 60 N/A 25 95 100
8019
djyde
browser-mcp Claim 1
A MCP server that allows AI assistants to interact with the browser, including …
C 69 54 69 50 N/A 28 90 100
8020
Shubby98
email-insights Claim 1
An MCP server that provides structured analytics for email data by extracting s…
C 69 54 65 56 N/A 25 95 94
8021
boorich
An intelligent middleware that determines when human intervention is necessary …
C 69 55 82 83 N/A 21 92 45
8022
ECamposSoria
Leverages Google's Gemini AI with a 1M token context window for comprehensive c…
C 69 55 78 48 40 81 92
8023
dayongd1
Enables secure file uploads to Amazon S3 with progress tracking and presigned U…
C 69 55 66 65 40 81 89
8024
MadhurToshniwal
Spotify MCP Server Claim 1
Integrates Spotify with Claude to enable voice-controlled music playback, playl…
C 69 55 72 62 21 80 98
8025
antegral
KPIC MCP Server Claim
Enables users to search and retrieve detailed pharmaceutical drug information f…
C 69 55 72 100 54 81 24
8026
ggiraudon
Enables interaction with MantisBT bug tracking systems through the REST API. Su…
C 69 55 74 60 18 81 99
8027
spryker-community
Provides natural language search capabilities for Spryker GitHub repositories, …
C 69 55 54 100 52 80 53
8028
minhyeoky
mcp-server-ledger Claim
A ledger-cli integration for managing financial transactions and generating rep…
C 69 54 70 55 N/A 33 89 93
8029
ParasSolanki
Github MCP Server Claim 1
Provides integration with Github through the Model Context Protocol (MCP), allo…
C 69 55 74 60 29 80 92
8030
pickstar-2002
MySQL MCP Server Claim
Enables AI assistants to manage MySQL databases through natural language comman…
C 69 55 72 100 38 81 38
8031
koji117
Oura MCP Server Claim
Provides access to Oura Ring health data, including sleep, activity, readiness,…
C 69 54 68 68 N/A 35 89 77
8032
n1byn1kt
ApiTap Claim 1
MCP server that turns any website into an API by capturing or importing API end…
C 69 64 96 72 0 69 90 89
8033
ghoshsoham71
Generates personalized music playlists based on mood analysis using AI sentimen…
C 69 55 76 45 42 81 98
8034
vikasversetest-debug
Enables AI agents to interact with Hasura GraphQL endpoints to discover schema …
C 69 55 60 72 32 80 92
8035
fakepixels
An MCP server that enables LLMs to perform blockchain operations on the Base ne…
C 69 55 69 56 44 81 92
8036
lnfi-network
Enables AI assistants to interact with RGB assets, Lightning Network operations…
C 69 55 74 100 28 81 44
8037
ariffazil
Constitutional AI governance: 11 mega-tools, 13 floors, VAULT999 ledger. Human-…
C 69 55 66 36 83 77 93
8038
wubbyweb
MCP Demo Project Claim
A demonstration server implementing the Model Context Protocol (MCP) with both …
C 69 55 72 58 23 81 100
8039
getAlby
Enables interaction with lightning addresses and common lightning tools via you…
C 69 55 72 100 N/A 27 90 39
8040
8nite
A cross-platform integration server that enables interaction with the MetaTrade…
C 69 55 84 56 23 71 99
8041
CodeAgentBridge
Jules MCP Server Claim
An MCP server that exposes Google Jules Agent operations, enabling MCP-compatib…
C 69 54 68 26 69 95 92
8042
dustland
Genesis MCP Server Claim
A Model Context Protocol (MCP) server for running Genesis World simulations wit…
C 69 54 74 53 N/A 44 80 89
8043
MacromNex
Enables protein stability prediction ($DeltaDelta$G and $Delta$Tm) and systemat…
C 69 54 84 32 N/A 33 92 98
8044
saasus-platform
Enables searching and retrieving documentation content from SaaSus Platform thr…
C 69 55 66 100 38 81 45
8045
infil00p
DriveBC MCP Server Claim
Provides real-time access to BC highway conditions, road closures, weather aler…
C 69 55 86 83 45 81 37
8046
alanyangrice
MCP Poker Claim 1
An MCP server that provides poker play recommendations by combining real-time M…
C 69 54 65 61 N/A 32 87 94
8047
Dev00355
FastMCP Claim 1
A Model Context Protocol server that bridges MCP clients with local LLM service…
C 69 54 63 61 N/A 16 95 100
8048
dpconde
Provides Android development assistance following NowInAndroid best practices, …
C 69 55 72 50 39 82 99
8049
progress-all
ACOMO MCP Server Claim 1
Enables interaction with ACOMO API through MCP tools and resources. Provides co…
C 69 55 72 82 51 80 49
8050
yuqie6
MCP Sheet Parser Claim 1
A Model Context Protocol server designed for AI assistants to directly process …
C 69 55 63 91 N/A 41 95 45
Showing 8001–8050 of 58073 servers
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