MCP Server Quality Scores

Independent quality analysis of 59993 public MCP servers

59993
Discovered
29919
Scored
2112
Verified
16953
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22401
tomatitito
Generates narrated video walkthroughs of git commits, staged/unstaged changes, …
C 65 43 78 41 N/A 36 95
22402
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
22403
Itzelma2310
mcp-wechat-server Claim
Enables AI applications to send and read WeChat messages on Windows PCs through…
C 65 33 60 N/A N/A 32 95
22404
Epistates
turbovault Claim
Markdown and OFM SDK w/ MCP server that transforms your Obsidian vault into an …
C 65 43 60 33 N/A 78 92
22405
Natfii
UnrealClaude Claim
Claude Code CLI integration for Unreal Engine 5.7 - Get AI coding assistance wi…
C 65 33 54 N/A N/A 45 95 C
22406
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
22407
Probably-Computers
Turns your Obsidian vault into an AI memory palace, enabling AI assistants to s…
C 65 43 48 57 N/A 66 92
22408
qxchuckle
qcqx-project-manage MCP Server — 将项目管理能力暴露给 AI Agent(Cursor、Claude Desktop 等)
C 65 33 50 N/A N/A 52 95
22409
custardcream98
Extracts YouTube video metadata, titles, and descriptions along with transcript…
C 65 43 60 63 N/A 41 92
22410
baidu-xiling
Provides programmatic access to Baidu's Xiling Digital Human platform, enabling…
C 65 44 62 71 40 81
22411
tobiasGuta
shodan-mcp Claim
Passive reconnaissance MCP server powered by Shodan, enabling host lookups, sea…
C 65 33 66 N/A N/A 25 95
22412
frankbolero
dotnet-dump-mcp Claim
🤖 An AI-native MCP server for .NET memory dump investigations. Leverage LLMs (C…
C 65 33 52 N/A N/A 46 95
22413
PushPullCommitPush
ML Lab MCP Claim 1
Transforms AI assistants into a full ML engineering environment for training an…
C 65 44 96 41 30 78
22414
sbroenne
Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTab…
C 65 43 66 20 N/A 83 95
22415
jibberish69
Connects Claude with Microsoft Outlook through the Graph API, providing compreh…
C 65 44 78 66 20 80
22416
VoxellInc
forge Claim 1
MCP server for Forge, Voxell's hosted text-embedding API. Tools: embed and list…
C 65 33 45 N/A N/A 74 83
22417
oneWalker
OpenAPI MCP Server Claim
A server that implements the Model Context Protocol (MCP) with StreamableHTTP t…
C 65 44 68 63 41 81
22418
intellectronica
skillz Claim
An MCP server for loading skills (shim for non-claude clients).
C 65 44 72 32 N/A 74 81
22419
kznr02
OpenTester Claim
OpenTester is a testing execution engine designed for AI coding tools (Claude C…
C 65 44 56 58 68 80
22420
akash143antor
vision-mcp Claim 2
An MCP server that analyzes images using OpenRouter's Gemini Flash model, suppo…
C 65 33 63 N/A N/A 30 95
22421
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
22422
arkinjo
TogoMCP Claim
Executes SPARQL queries against biological and biomedical RDF databases from th…
C 65 44 68 58 50 81
22423
TheNextGenNexus
Search court records, patents, and trademarks for legal research
C 65 33 78 N/A N/A 21 83
22424
Ucode-io
A server that implements the Model Context Protocol (MCP) standard, enabling LL…
C 65 44 78 67 19 81
22425
impure0xntk
Wakapi MCP Server Claim
Enables tracking and analyzing development time through the Wakapi API. Provide…
C 65 44 84 41 46 81
22426
verivus-oss
AST-based semantic code search: 33 tools, 35 languages, call tracing, impact an…
C 65 43 64 35 N/A 65 95
22427 C 65 33 54 N/A N/A 44 95
22428
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
22429
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
22430
wgpsec
ENScan_GO Claim
一款基于各大企业信息API的工具,解决在遇到的各种针对国内企业信息收集难题。一键收集控股公司ICP备案、APP、小程序、微信公众号等信息聚合导出。支持MCP接入
C 65 43 60 41 N/A 76 87
22431
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
22432
CLOUDWERX-DEV
DiffuGen Claim
Powerful image generation system leveraging multiple Stable Diffusion models (f…
C 65 43 54 72 N/A 43 89
22433
AlwaysSany
Enables interaction with a comprehensive healthcare management system through F…
C 65 44 60 65 47 83
22434
rachitkumarrastogi
Unity MCP Server Claim 1
MCP server for Unity: project info, build scenes, agent docs. No Unity Editor. …
C 65 43 57 50 N/A 58 95
22435
claytono
go-unifi-mcp Claim
Manage UniFi sites, devices, clients, networks, port forwarding, DNS, and firew…
C 65 43 60 35 N/A 75 95
22436
GDKsoftware
Native Delphi Server implementation of the Model Context Protocol (MCP)
C 65 33 54 N/A N/A 44 95 PA
22437
xidik12
Oculo MCP Server Claim
An AI-powered native browser that provides 12 MCP tools for AI clients to brows…
C 65 55 96 68 0 76 81
22438
MigoXLab
Dingo MCP Server
C 65 43 60 27 N/A 82 95
22439
emicklei
melrose Claim
interactive programming of melodies, producing MIDI
C 65 43 60 30 N/A 79 95
22440
simran-mehta
Enables AI assistants like Claude to manage personal expenses locally using SQL…
C 65 33 62 N/A N/A 30 95
22441
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
22442
ampcome-mcps
Shortcut MCP Server Claim 1
A Model Context Protocol server that integrates Shortcut project management fun…
C 65 44 63 68 43 81
22443
salvo10f
godotiq Claim
Intelligent MCP server for Godot 4. Spatial intelligence, code analysis, 35 too…
C 65 33 54 N/A N/A 45 95
22444
mcp360
mTarsier Claim
mTarsier - The Open Source MCP & Skill Manager for Claude, Cursor, VS Code & an…
C 65 43 64 36 N/A 73 90
22445
tje8x
anvx Claim
Track and optimize AI API spending across 16 providers with live pricing.
C 65 33 54 N/A N/A 44 95
22446
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
22447
Taurus-Ai-Corp
An AI-powered eldercare platform that enables AI agents to monitor passive sens…
C 65 44 64 61 50 80
22448
scrapelab
ScrapeLab MCP Claim
Enables undetectable web scraping and browser automation for AI agents with 84 …
C 65 33 54 N/A N/A 45 95
22449
HenriqueCSouzza
Obsidian MCP Local Claim
Enables AI assistants to search, read, create, and modify Markdown notes in loc…
C 65 33 60 N/A N/A 35 95
22450
TheRealFloatDev
agentsbestfriend Claim
MCP that provides fast, token-efficient tools for navigating, searching, and un…
C 65 33 60 N/A N/A 32 95
Showing 22401–22450 of 59993 servers
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