MCP Server Quality Scores

Independent quality analysis of 57597 public MCP servers

57597
Discovered
29848
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9301
JWitcoff
Enables natural voice interaction with Claude Code through speech-to-text, supp…
C 67 54 72 31 N/A 34 95 97
9302
joeyballentine
Paint MCP Claim
Exposes a Pygame-based drawing canvas as an MCP server, allowing LLMs to create…
C 67 54 76 33 N/A 30 90 99
9303
SecretiveShell
MCP Windows Claim
Windows integration MCP server that enables Claude to interact with Windows sys…
C 67 54 68 30 N/A 44 95 96
9304
NehoraiHadad
Enables interaction with the Telegraph API (telegra.ph) to create, manage, edit…
C 67 55 76 32 53 82 90
9305
resq-software
resQ MCP Server Claim 2
A Model Context Protocol server for the resQ emergency response system that int…
C 67 55 69 65 33 80 81
9306
byteplant-dev
byteplant-mcp Claim 2
An MCP server that provides Email, Phone and Address Validation Services from B…
C 67 55 51 82 N/A 31 67 98
9307
JanJetze
android-emulator-mcp Claim 1
An MCP server for managing local Android Virtual Devices (AVDs) and their lifec…
C 67 54 47 42 N/A 64 92 98
9308
HuckOps
A Discord bot server based on Model Context Protocol (MCP), enabling AI models …
C 67 55 76 27 49 81 100
9309
NH-5
An MCP server that enables image generation using Google's Gemini Nano Banana P…
C 67 55 69 60 30 76 91
9310
SUSHRUTH3002
Enables multi-agent trip planning with coordinated specialized agents for team …
C 67 54 84 33 N/A 22 95 89
9311
Nedak23
User Steps MCP Server Claim 1
Provides an interactive checklist tool that allows AI agents to present step-by…
C 67 54 60 62 N/A 26 87 90
9312
marc-hanheide
Enables loading, reviewing, and redacting sensitive content in PDF documents th…
C 67 55 60 58 38 81 94
9313
saha-rajdeep
A containerized MCP (Model Context Protocol) server that provides a simple calc…
C 67 54 82 27 N/A 18 95 100
9314
djm81
Log Analyzer MCP Claim
A Python-based MCP server that enables AI-assisted log file analysis with featu…
C 67 55 82 30 38 81 100
9315
collin-ho
Deslop MCP Server Claim
Detects and automatically removes AI-generated code slop patterns like redundan…
C 67 55 54 100 N/A 27 95 43
9316
ccw33
Enables multimodal AI capabilities through GLM-4.5V API for image processing, v…
C 67 55 66 100 43 81 33
9317
marchi-lau
Provides tools for AI assistants to interact with Airtable databases, enabling …
C 67 66 96 71 0 52 81 98
9318
damonhess
Enables integration with Leantime project management software, allowing users t…
C 67 55 60 65 22 81 98
9319
PolarVista
Xcode MCP Server Claim 3
A Model Context Protocol server that enables AI assistants to build and test Xc…
C 67 54 69 53 N/A 24 82 99
9320
angrysky56
Narrative Graph MCP Claim 1
A Model Context Protocol server implementing the Random Tree Model for encoding…
C 67 55 63 100 N/A 23 95 34
9321
acenaga
Connects Claude Desktop to the Open-Meteo API to retrieve real-time weather dat…
C 67 54 60 50 N/A 29 92 97
9322
mmmaaatttttt
This server integrates with the Ticketmaster API to provide AI agents with real…
C 67 55 74 58 20 81 88
9323
4geru
Enables AI assistants to send LINE messages, including text, stamps, Flex Messa…
C 67 55 72 100 24 81 40
9324
koinunopochi
Danger Zone MCP Claim 1
A Model Context Protocol server that enables safe execution of predefined comma…
C 67 55 63 87 N/A 41 95 37
9325
antonioschaffert
Provides AWS service recommendations based on use case descriptions and allows …
C 67 55 78 47 25 81 94
9326
Cyreslab-AI
ExploitDB MCP Server Claim 3
A Model Context Protocol server that enables AI assistants to search and retrie…
C 67 55 63 91 45 80 46
9327
kunwarmahen
Enables AI to query and manage PostgreSQL and MongoDB databases through natural…
C 67 55 72 53 21 81 98
9328
Tiago-Alves-Dev
A demonstration server that integrates Model Context Protocol (MCP) with TypeOR…
C 67 55 72 50 21 81 99
9329
Shivbaj
Provides intelligent weather services through an orchestrated multi-server arch…
C 67 55 72 38 42 81 100
9330
elie222
inbox-zero Claim 1
An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding o…
C 67 55 81 17 65 84 91
9331
guangxiangdebizi
Quant2Ptrader-MCP Claim 1
Automatically converts JoinQuant quantitative trading strategies to Ptrade plat…
C 67 55 86 42 31 82 85
9332
jghidalgo
Enables comprehensive analysis of AWS Lambda performance including cold start t…
C 67 55 78 55 19 81 91
9333
rohinigaonkar
Implements a math agent using Model Control Protocol that performs mathematical…
C 67 54 86 31 N/A 16 95 93
9334
benjaminr
chrome-devtools-mcp Claim 1
An MCP Server for Chrome DevTools, following the Chrome DevTools Protocol. Inte…
C 67 54 57 31 N/A 69 95 91
9335
mateusjunges
An OAuth-authenticated MCP server that bridges Claude AI with a task management…
C 67 55 72 68 24 81 80
9336
Dwhyte
An MCP server that provides tools to query and interact with MongoDB user colle…
C 67 54 63 52 N/A 21 95 93
9337
damonhess
Enables integration with OpenProject for project management tasks including wor…
C 67 55 60 65 22 82 97
9338
nitin-kumar101
A Retrieval-Augmented Generation system that enables uploading, processing, and…
C 67 54 54 66 N/A 19 95 94
9339
TheSethRose
SocialData MCP Server
C 67 54 76 37 N/A 16 95 99
9340
xxflux
A TypeScript server that implements the Model Context Protocol, enabling AI-pow…
C 67 55 92 31 19 80 100
9341
zzstoatzz
Enables interaction with Tangled, a git collaboration platform built on AT Prot…
C 67 55 92 66 54 81 28
9342
wyattjoh
imessage-mcp Claim 1
A Model Context Protocol server for reading iMessage data from macOS.
C 67 54 45 62 N/A 45 89 94
9343
polocap
MCP Code Analyzer Claim 1
An orchestrator that coordinates multiple security and quality tools like Semgr…
C 67 55 90 31 29 82 91
9344
T-Campbell18
Mixpanel MCP Server Claim 1
An MCP server that provides access to the Mixpanel REST API, enabling AI agents…
C 67 55 45 71 53 76 91
9345
drew6050
Provides ML-powered revenue intelligence for sales and customer success teams, …
C 67 55 84 48 21 81 90
9346
DAWNCR0W
affine-mcp-server Claim
Model Context Protocol server for AFFiNE. Connect AI assistants to AFFiNE works…
C 67 66 78 68 0 88 81 97
9347
Solafon
Solafon MCP Claim 1
An MCP server for building AI-powered bots and interacting with Solana wallets …
C 67 55 45 66 53 80 96
9348
NocteDefensor
LudusMCP Server Claim 2
A Model Context Protocol server that enables natural language control of Ludus …
C 67 55 69 43 56 78 91
9349
ddltn
Raindrop MCP Server Claim 1
An MCP server that allows Claude Desktop to access and manage Raindrop.io bookm…
C 67 55 67 43 43 80 99
9350
ebadAhmed10
JMeter MCP Server Claim
Enables the execution and analysis of JMeter performance tests through MCP-comp…
C 67 54 72 51 N/A 24 87 93
Showing 9301–9350 of 57597 servers
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