MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29617
Scored
2112
Verified
16952
Complete

Last updated 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23401
gbassaragh
Provides AI assistants with access to UniFi Network and Protect infrastructure …
C 59 44 76 42 26 81
23402
webhiveos
WebHive Claim 1
Meet WebHive, the AI-powered browser that takes care of tasks for you. No more …
C 59 43 60 30 N/A 46 95
23403
uchinx
MCP Atlassian Claim
Model Context Protocol server that integrates with Atlassian Confluence and Jir…
C 59 43 48 43 N/A 54 92
23404
JohanLi233
MCP Sandbox Claim
An interactive Python code execution tool that allows users and LLMs to safely …
C 59 44 56 38 63 81
23405
KorigamiK
A Model Context Protocol (MCP) server that converts various file formats to Mar…
C 59 43 60 26 N/A 54 95
23406
CLoaKY233
Empowers AI assistants with real-world capabilities including note management, …
C 59 44 64 28 63 81
23407
jfarcand
mirroir-mcp Claim 1
MCP server for controlling a real iPhone via macOS iPhone Mirroring...and any M…
C 59 43 45 31 N/A 70 95
23408
markswendsen-code
Hopper MCP Server Claim 1
Enables AI assistants to search flights and hotels, access AI-powered price for…
C 59 44 86 30 30 76
23409
zizzfizzix
A Model Context Protocol server that enables AI assistants like Claude to inter…
C 59 44 63 37 50 82
23410
ArconixForge
MCP Atlassian Claim
Enables AI assistants to interact with Atlassian products (Confluence and Jira)…
C 59 44 60 46 46 81
23411
il-il1
A Node.js-based Model Context Protocol implementation that provides a standardi…
C 59 44 60 65 28 76
23412
lzx3in
mcp-aliyun-domain Claim 1
MCP server for Alibaba Cloud Domain - check availability, query details, list d…
C 59 33 45 N/A N/A 52 83
23413
hey-granth
codectx Claim
Codebase context compiler for AI agents. Graph-ranked, token-budgeted, tier-com…
C 59 43 60 15 N/A 69 95
23414
alejoair
Provides cross-platform terminal access through MCP, enabling AI assistants to …
C 59 44 54 58 40 81
23415
aliomraniH
A Python MCP server that provides a lightweight CRM by integrating Google Sheet…
C 59 44 76 43 25 78
23416
purity3
FastAPI MCP Server Claim
A high-performance Model Context Protocol (MCP) server designed for large langu…
C 59 44 42 71 42 81
23417
LeePresident
TrendRadar Claim
An AI-powered news and trend aggregator that tracks real-time hot topics and RS…
C 59 44 70 30 50 82
23418
MattyPe
pms-docker Claim
C 59 33 54 N/A N/A 18 95
23419
zebbern
claude-code-mcp Claim
Model Context Protocol (MCP) servers with Claude Code. These tools dramatically…
C 59 33 54 N/A N/A 18 95
23420
vijitdaroch
Provides AI assistants with access to comprehensive financial data including re…
C 59 44 64 40 49 81
23421 C 59 33 46 N/A N/A 33 95
23422
ansua79
KISTI-MCP Claim
Integrates with KISTI's ScienceON, NTIS, and DataON APIs to search and retrieve…
C 59 43 54 42 49 89
23423
Nooxus-AI
nooxus-mcp Claim
Nooxus Edge Data MCP: Search AI-verified Chinese manufacturers, eliminate B2B h…
C 59 33 54 N/A N/A 21 95
23424
Positronikal
A professional implementation of a Model Context Protocol server that enables i…
C 59 43 56 22 N/A 64 95
23425
aiatamai
Provides up-to-date, version-specific documentation and code examples for softw…
C 59 44 54 67 27 81
23426
Ray0907
git-mcp-server Claim 1
MCP server for GitLab and GitHub
C 59 43 65 35 N/A 50 83
23427
amilcar-laniakea
Enables automated blog post creation and management for Astro blogs deployed on…
C 59 44 50 72 26 81
23428
CaptainPhantasy
leadflip Claim
C 59 33 48 N/A N/A 29 95
23429
SalesforgeAI
forge-mcp Claim 3
MCP server for Salesforge, Primeforge, Leadsforge, Infraforge, Warmforge, and M…
C 59 33 73 N/A N/A 37 58
23430
av1choudharyy
mssql-mcp Claim 1
An MCP server that enables interaction with Microsoft SQL Server instances usin…
C 59 33 45 N/A N/A 35 95
23431
EmilLindfors
Browser automation for Claude via WebDriver and MCP. Support for Chrome/Firefox…
C 59 43 60 32 N/A 53 90
23432
DevonGroff
Todoist MCP Server Claim 1
An MCP server that integrates with the Todoist REST API v2 to enable AI assista…
C 59 44 53 63 35 82
23433
SylphxAI
CodeRAG Claim
A high-performance MCP server providing lightning-fast hybrid code search using…
C 59 44 58 30 69 82
23434
cfocoder
Provides AI assistants access to comprehensive financial data including real-ti…
C 59 44 64 41 45 81
23435
gingerol
A server that enables control of Unreal Engine 5.5+ using natural language comm…
C 59 43 72 20 N/A 43 95
23436
MCP-Club
MCPM CLI Claim 2
A command-line tool for managing MCP servers in Claude App, which can also act …
C 59 43 64 12 N/A 66 95
23437
rudazy
web3-mcp-hub Claim
The definitive open-source registry of Model Context Protocol (MCP) servers for…
C 59 43 60 30 N/A 51 92 HT
23438 C 59 33 52 N/A N/A 21 95
23439
Ashif4354
StreamStorm Claim
Bot to Spam messages on YouTube Live Stream Chat with an integrated MCP Server …
C 59 43 54 37 N/A 50 95
23440
LeadBroaf
MCP Agent Server Claim
An open-source "brain" for AI employees that enables users to create, manage, a…
C 59 44 60 55 31 81
23441 C 59 43 64 41 N/A 33 92
23442
sfncat
Joern MCP Server Claim
A simple MCP (Multimodal Conversational Plugin) server based on Joern that prov…
C 59 43 56 37 N/A 47 95
23443
glorynguyen
Enables AI models to generate production-ready, 60fps-optimized GSAP animation …
C 59 44 78 11 59 83
23444
ethan2000liu
Multi-Agent Conversation Protocol server for accessing NASA's Astronomy Picture…
C 59 43 60 52 N/A 21 95
23445
NicolasPirello
Enables AI assistants to connect and query Microsoft SQL Server databases using…
C 59 44 78 31 34 81
23446
robcerda
google-mcp-server Claim 1
MCP Server for Google Services, with the ability to define your own scopes and …
C 59 44 63 43 45 81
23447
MCP-Pipeline
MCPStack Claim
Stack & Orchestrate MCP Tools — The Scikit-Learn-Pipeline Way , For LLMs
C 59 43 60 25 N/A 57 95
23448
wrenchchatrepo
Bayesian MCP Claim
A Model Calling Protocol server that enables LLMs to perform rigorous Bayesian …
C 59 44 48 62 47 80
23449
Junwoo-Seo-1998
BOJ MCP Server Claim
Enables AI assistants to access solved.ac user profiles and search Baekjoon Onl…
C 59 44 50 67 32 81
23450
wycats
MCPify Claim
A dynamic proxy that converts OpenAPI Specification (OAS) endpoints into Messag…
C 59 44 60 52 38 81
Showing 23401–23450 of 47923 servers
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