MCP Server Quality Scores

Independent quality analysis of 48680 public MCP servers

48680
Discovered
29624
Scored
2112
Verified
16952
Complete

Last updated 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22301
iseppo
Estonian e-arveldaja (RIK e-Financials) accounting — invoices, bank import, rep…
C 65 44 72 48 N/A 54 82
22302
aelaguiz
URL Fetch MCP Claim 1
A Model Context Protocol (MCP) server that enables Claude or other LLMs to fetc…
C 65 44 72 58 39 82
22303
custardcream98
Extracts YouTube video metadata, titles, and descriptions along with transcript…
C 65 43 60 63 N/A 41 92
22304
meta-quest
Agent Tool and Skills for VR Development on Meta Quest
C 65 33 54 N/A N/A 45 95
22305
ahmedeltaher
Azan-MCP Claim 1
Azan-MCP is an open-source Model Context Protocol (MCP) server that brings a co…
C 65 33 48 54 95
22306
loglmhq
A server that allows AI assistants to browse and read files from specified GitH…
C 65 44 68 68 35 81
22307
luquimbo
Enables AI assistants to manage OKRs, track goals, and update progress on the T…
C 65 44 60 67 48 81
22308
selvage-lab
selvage Claim
LLM-based code review MCP server with AST-powered smart context extraction. Sup…
C 65 43 60 43 N/A 65 95
22309
nahdd123uosackr
flights-mcp-server Claim 1
C 65 33 56 N/A N/A 39 95
22310
cortexaiofficial
🧠 Autonomous AI Trading Agent & Multi-Chain Flash-Arb Engine (v2.0 Beta). Power…
C 65 33 48 N/A N/A 55 95
22311
jsuarezruiz
This is a MCP designed to manage and interact with mobile devices and simulator…
C 65 33 58 N/A N/A 35 95
22312
rwestergren
rachio-mcp Claim 2
MCP server for Rachio sprinkler controllers — schedules, zones, and live wateri…
C 65 33 49 N/A N/A 66 83
22313
verivus-oss
AST-based semantic code search: 33 tools, 35 languages, call tracing, impact an…
C 65 43 64 35 N/A 65 95
22314
MagoDev
Outlook MCP Server Claim
Enables AI-powered email management for Microsoft Outlook through natural langu…
C 65 33 60 N/A N/A 33 95
22315
Asakitan
MC-World-MCP Claim
Offline MCP server for reading and writing Minecraft server files, including le…
C 65 33 54 N/A N/A 45 95
22316
Tom-Ryder
AgentRunKit Claim
Swift 6 agent SDK: type-safe tools, streaming, cloud + on-device inference via …
C 65 33 54 N/A N/A 42 95
22317
gitkraken
gk-cli Claim
The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab,…
C 65 33 50 N/A N/A 49 95
22318 C 65 33 70 N/A N/A 16 95
22319
myque08
savvyscratch Claim 1
MCP server for Savvy Scratch — scratch-off lottery game analysis powered by pro…
C 65 33 57 N/A N/A 37 95
22320
AlwaysSany
Enables interaction with a comprehensive healthcare management system through F…
C 65 44 60 65 47 83
22321
Muvon
mcp-binance-futures Claim 1
MCP server for Binance USDT-M Futures trading — exposes tools for market data, …
C 65 44 53 75 48 82
22322
sdiehl
USolver Claim
A best-effort universal logic and numerical solver interface using MCP that imp…
C 65 43 54 56 N/A 68 87
22323
paulmichaelstafford
cwmcp Claim 1
An MCP server that provides audiobook pipeline tools for the CollapsingWave pla…
C 65 33 53 N/A N/A 47 95
22324
jemondragon
Connects LLMs to NewsData.io to search for latest news, cryptocurrency trends, …
C 65 44 66 70 35 82
22325
kpeacocke
SousChef Claim
Enables comprehensive Chef-to-Ansible migration for enterprise infrastructure w…
C 65 44 60 36 88 82
22326
sbroenne
Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTab…
C 65 43 66 20 N/A 83 95
22327
Oxidane-bot
An MCP server for downloading academic papers from multiple sources using intel…
C 65 44 45 70 70 81
22328
Kvadratni
Speech MCP Claim
A Goose MCP extension providing voice interaction with modern audio visualizati…
C 65 43 90 0 N/A 72 95
22329
maxgerhardson
Sentrik Claim
Governance runtime for AI-generated code. Enforce compliance and security stand…
C 65 33 54 N/A N/A 42 95
22330
Kirachon
context-engine Claim 1
Local-native Context Engine MCP server for codebase indexing, semantic retrieva…
C 65 43 78 36 N/A 42 94
22331
Ucode-io
A server that implements the Model Context Protocol (MCP) standard, enabling LL…
C 65 44 78 67 19 81
22332
googleworkspace
dev-assist Claim
A monorepo for the Google Workspace Dev Assist project, providing an MCP server…
C 65 43 58 50 N/A 65 89
22333
lirantal
ls-mcp Claim
List MCP Server configurations in your system used by AI applications like Curs…
C 65 43 60 27 N/A 85 94
22334
dundas
LivePort MCP Claim
Give AI agents access to your localhost dev server. Zero-config tunnel that wor…
C 65 33 56 N/A N/A 40 95
22335
sudocode-ai
sudocode Claim
Lightweight agent orchestration dev tool that lives in your repo
C 65 43 60 40 N/A 77 87
22336
jiseong-choi
An MCP server that uses AI to analyze code diffs and transform vague commit mes…
C 65 33 59 N/A N/A 35 95
22337
nguyenvanduocit
Some useful tools for developer, almost everything an engineer need: confluence…
C 65 33 58 N/A N/A 38 95
22338
CoderDayton
Semantic Cache MCP Claim
Reduces token consumption by over 80% through intelligent file caching, returni…
C 65 43 60 32 N/A 84 89
22339
daedalus
mcp-zmq Claim 1
MCP server for ZMQ messaging
C 65 33 39 N/A N/A 67 95
22340
woyaxnini
MCP server for Chestnyi Znak — Russian product marking system. 10 tools: codes,…
C 65 33 63 N/A N/A 46 83
22341
tomatitito
Generates narrated video walkthroughs of git commits, staged/unstaged changes, …
C 65 43 78 41 N/A 36 95
22342
back1ply
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
C 65 33 50 N/A N/A 51 95
22343
Utakata
Enables comprehensive management of Google Apps Script projects, including proj…
C 65 44 90 66 19 69
22344
PaddleHQ
Paddle MCP Server Claim 1
A Model Context Protocol server that provides tools for interacting with the Pa…
C 65 44 49 65 68 83
22345
LinuxDevil
Create-MCP Claim
A modern CLI tool for generating production-ready Model Context Protocol (MCP) …
C 65 43 60 45 N/A 65 92
22346
llnl
ParaView-MCP Claim
Integrates multimodal large language models with ParaView to enable the creatio…
C 65 43 82 30 N/A 48 90
22347
Techiral
OmniMind Claim
OmniMind: An open-source Python library for effortless MCP (Model Context Proto…
C 65 43 60 42 N/A 69 90
22348
QuantGeekDev
Provides tools for AI agents to search, browse, and retrieve the full documenta…
C 65 33 60 N/A N/A 35 95
22349
JosephOIbrahim
UnrealEngine Bridge Claim 1
A comprehensive bridge connecting AI agents to Unreal Engine 5.7 through 39 MCP…
C 65 43 84 45 N/A 27 90
22350
aprilelevengo
swotpal-mcp-server Claim 1
MCP Server for SWOTPal — SWOT analysis tools for AI agents (Claude, Cursor, Win…
C 65 33 57 N/A N/A 55 83
Showing 22301–22350 of 48680 servers
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