MCP Server Quality Scores

Independent quality analysis of 57597 public MCP servers

57597
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9451
vhspace
IPA MCP Server Claim
Enables management of FreeIPA resources including user groups, host groups, HBA…
C 67 55 76 41 34 80 100
9452
tejas-borate-wai
An MCP server that extracts transcripts, metadata, and summaries from YouTube v…
C 67 55 63 58 24 81 100
9453
sam2332
SQLite MCP Server Claim 2
A Model Context Protocol server that enables AI assistants to interact with SQL…
C 67 55 63 61 29 76 100
9454
qiao101660
Amap MCP Server Claim
Provides comprehensive geographic information services and route planning for A…
C 67 55 54 73 32 82 87
9455
KinoThe-Kafkaesque
SSH MCP Server Claim 1
A Model Context Protocol server implementation that enables secure remote comma…
C 67 55 75 82 30 81 54
9456
sleepypandu
An example MCP server that allows remote clients to connect and authenticate us…
C 67 55 60 68 21 81 95
9457
GeorgeNance
An MCP server that enables AI assistants to access real-time Hacker News data i…
C 67 55 57 91 47 81 54
9458
ARaTasia
A Kanban board MCP server and Claude Code plugin that allows AI agent teams to …
C 67 54 56 58 N/A 29 90 99
9459
qwert666
Foundry MCP Server Claim 1
An MCP server that allows AI assistants to interact with Foundry datasets, onto…
C 67 55 69 52 46 76 90
9460
nirholas
Validate Ethereum addresses, keys, checksums, keccak256 hashes, function select…
C 67 54 72 22 N/A 58 95 91
9461
TAKSH-PAL
Integrates EduChain's educational content generation capabilities with Claude D…
C 67 55 66 51 37 82 92
9462
ujs204
BlenderMCP Claim
Connects Blender to Claude AI through the Model Context Protocol (MCP), enablin…
C 67 54 66 33 N/A 43 95 97
9463
LaurieWired
GhidraMCP Claim 1
A Model Context Protocol server for Ghidra that enables LLMs to autonomously re…
C 67 54 59 32 N/A 62 90 95
9464
kukapay
An MCP server for batch-generating wallets compatible with Ethereum and all EVM…
C 67 55 51 62 45 76 100
9465
maxisoft-git
InstantCMS MCP Server Claim 1
Provides a specialized environment for developing InstantCMS 2 addons and templ…
C 67 54 84 53 N/A 32 95 55
9466
JarvisOnM4
MCP server for AI agents to report infrastructure needs they encounter during t…
C 67 54 51 52 N/A 47 90 95
9467
AlanOgic
Enables AI assistants to interact with Odoo ERP systems through the Model Conte…
C 67 55 84 46 31 81 85
9468
jmagar
unraid-mcp Claim
Query, monitor, and manage Unraid servers via GraphQL API through MCP tools. Su…
C 67 55 66 43 N/A 57 80 90
9469
clpi
Say Hello Claim
Send quick, personalized greetings to anyone. Add playful flair with Pirate Mod…
C 67 54 56 55 N/A 29 95 95
9470
rogeriolembo
An MCP server that integrates with Sonar API to provide Claude with real-time w…
C 67 55 51 67 42 82 91
9471
AK1979
ABAP MCP Claim 1
An AI-powered server that provides comprehensive coding assistance for SAP ABAP…
C 67 54 78 75 N/A 27 90 50
9472
kitsanannam-hue
minimax-mcp Claim
C 67 54 66 43 N/A 45 90 89
9473
stucchi
nexi-xpay-mcp-server Claim 1
Enables AI assistants to query orders, transaction details, warnings/anomalies,…
C 67 54 57 45 50 95 90
9474
herring101
Docs-MCP Claim 1
An MCP server that allows users to efficiently search and reference user-config…
C 67 55 39 82 68 81 70
9475
BeehiveInnovations
PAL MCP Server Claim
A Provider Abstraction Layer that orchestrates multiple AI models (GPT-5, Gemin…
C 67 55 96 40 70 81 40
9476
thomasfevre
A TypeScript/Node.js server that enables creating, deploying, and bridging Omni…
C 67 55 60 58 41 81 91
9477
6551Team
Twitter MCP Server Claim
Enables interaction with Twitter/X data to retrieve user profiles, search tweet…
C 67 55 64 41 52 80 100
9478
kourtni
MCP Unit Test Sensei Claim 1
An MCP server that enforces unit testing standards by linting code and guiding …
C 67 55 63 50 39 83 96
9479
erikhoward
adls-mcp-server Claim 1
MCP Server for Azure Data Lake Storage. It can perform manage containers, read/…
C 67 55 53 43 62 82 100
9480
dasscoax
Enables AI models to interact with Freshrelease project management platform thr…
C 67 55 74 46 47 81 83
9481
csonigo
An MCP server that enables interaction with Datagouv APIs, primarily allowing u…
C 67 55 71 55 31 81 90
9482
ahmedelshazly27
OpenDSS MCP Server Claim
Enables conversational power system analysis by connecting Claude AI with EPRI'…
C 67 54 66 33 N/A 59 95 86
9483
VaishnaviJagan
Exposes Petstore API endpoints as tools for AI assistants using the Model Conte…
C 67 55 94 38 22 81 84
9484
jauinones
Excel MCP Server Claim 1
An MCP server for manipulating Excel files that features a headless engine for …
C 67 54 63 52 N/A 32 87 95
9485
ran-ai-agency
Enables interaction with Google NotebookLM through natural language to create a…
C 67 54 60 36 N/A 50 92 99
9486
gentiku
Enables control of Spotify playback, music search, and playlist management thro…
C 67 55 78 46 24 81 94
9487
truaxki
PDF to PNG MCP Server Claim 2
A Model Context Protocol server that converts PDF documents into PNG images thr…
C 67 54 71 45 N/A 18 95 96
9488
rtuin
mcp-mermaid-validator Claim 1
A Model Context Protocol server that validates and renders Mermaid diagrams.
C 67 55 51 82 N/A 74 81 51
9489
esshka
OKX MCP Server Claim 1
Provides real-time cryptocurrency price data from OKX exchange through a Model …
C 67 55 78 100 16 81 38
9490
fish0710
Excel MCP Server Claim
Provides Excel file manipulation capabilities without requiring Microsoft Excel…
C 67 55 78 36 39 80 97
9491
BingoWon
mcp-server Claim
Apple Developer Documentation with Semantic Search, RAG, and AI reranking for M…
C 67 66 94 72 0 62 82 94
9492
alti3
STK-MCP Claim 1
An MCP server that enables Large Language Models or other MCP clients to intera…
C 67 54 63 46 N/A 40 95 88
9493
deeppath-ai
Enables rapid analysis of landing pages for SEO compliance, conversion structur…
C 67 55 58 100 41 81 43
9494
BrunoSSantana
A proof of concept server that provides tools for accessing and managing Loomer…
C 67 54 66 43 N/A 42 95 86
9495
jcamier
A modular server implementation that integrates Auth0 OAuth 2.0 authentication …
C 67 54 72 43 N/A 18 95 97
9496
neosapience
Enables seamless integration with Typecast API through the Model Context Protoc…
C 67 55 56 71 29 81 93
9497
pickleton89
A server that enables AI assistants to interact with cancer genomics data from …
C 67 55 78 82 49 81 34
9498
qiupo
A financial data server that provides real-time and historical data for A-share…
C 67 55 72 58 27 80 86
9499
ursazoo
Iteration MCP Claim 1
Automates iteration management and code review submission workflows with DingTa…
C 67 54 72 61 N/A 24 90 75
9500
punitarani
fli Claim
Enables flight search and fare calendar exploration by interacting with Google …
C 67 66 86 72 0 82 81 90
Showing 9451–9500 of 57597 servers
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