MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47551
gunvertugberk
A powerful MCP server for Microsoft SQL Server that connects AI assistants dire…
47552
Obi49
colber-mcp Claim
Trust + coordination infrastructure for the agent economy. 27 tools across 6 Co…
N/A N/A
47553
smartmemory
Stratum MCP Claim
Structured execution for coding agents: contracts, postconditions, gates, guard…
N/A N/A
47554
Elizabeth1979
An accessibility expert MCP server that provides AI coding assistants with real…
N/A N/A
47555
im-voracity
A Python MCP server for Metabase that enables AI assistants to query databases,…
N/A N/A
47556
NORTHTEKDevs
Praxis Claim
Gives AI assistants a reliable memory for proven, verified skills, enabling the…
N/A N/A
47557
calebe
Bardo Claim
An identity & continuity platform for AI agents.
47558
Atypical-Consulting
RoselineMCP Claim
MCP server for C# code analysis and automated fixing using Roslyn analyzers and…
N/A N/A
47559
NLACE-COM
Enables searching products, comparing prices, and building optimal shopping lis…
N/A N/A
47560
Yossof0
Exposes a word combination engine with tools to generate permutations and check…
47561
lingochunk
Turns a coding agent into a language tutor grounded in your LingoChunk listenin…
47562
rashmi-star
Enables playing and controlling full music tracks from Audius with an inline vi…
N/A N/A
47563
SourireConcept
An enterprise-grade MCP server providing integrated system prompts and context …
81
47564
prmichaelsen
An MCP server that provides comprehensive event management and ticketing capabi…
N/A N/A
47565
CloneYourProj0
MCP server for Xiaohongshu automation, enabling feed browsing, search, note pub…
47566
junter1989k-ai
Turkey payments for AI agents — Turkish cards / taksit via iyzico. Never holds …
47567
Ramanand-tomar
Enables AI agents to create, edit, and export IEEE research papers as PDFs, wit…
47568
yuanlang12
MCP server integrating ClassIn API to let AI assistants manage users, courses, …
N/A N/A
47569
van-reflect
Privacy-first AI memory system with MCP server for managing user-authored memor…
47570
Veedubin
Local-first semantic memory server with project indexing for AI assistants. It …
N/A N/A
47571
CSOAI-ORG
license-checker-ai-mcp MCP server by MEOK AI Labs
N/A N/A
47572
aycandv
klayout-mcp Claim
Read-only MCP server for KLayout that opens GDS/OAS layouts, inspects geometry …
N/A N/A
47573
zzhan111
ma-browser Claim
MCP server that lets AI agents use your real browser as an API, accessing any w…
N/A N/A
47574
FreakyLetsFail
Omniscience Claim
Enables LLMs to efficiently navigate large codebases by providing surgical acce…
N/A N/A
47575
modao-dev
Enables HTML code generation from design descriptions, detailed design specific…
47576
Arhimage
ladder-mcp Claim
Windows-first MCP bridge for Kimi Code CLI, exposing code analysis, editing, se…
N/A N/A
47577
ZWingett
marketplace Claim
Search and discover credentialed operational systems on the GallanDigital marke…
47578
cyanheads
MCP server for nonprofit financials via ProPublica — IRS Form 990 data for 1.8M…
83
47579
yashsrivastava16
AgentTrace Claim
MCP server for tracing, logging, and debugging multi-agent systems by capturing…
47580
shikato
mcp-instana Claim
Enables seamless interaction with the IBM Instana observability platform, allow…
N/A N/A
47581
jeffreyteoh78
MCP server for interacting with Rustici LRS via xAPI, enabling statement retrie…
47582
AIops-tools
Governed Nutanix Prism Central v4 ops: clusters/VMs/storage/DR/LCM/RCA, ETag-sa…
N/A N/A
47583
gauransh18
personal-mcp Claim
Exposes personal portfolio data as tools for Claude to answer questions about t…
47584
ros-claw
Enables AI agents and LLMs to interact with Vicon motion capture systems for re…
N/A N/A
47585
mathewcsims
Enables full read/write control over Apple Mail.app and Calendar.app on macOS, …
N/A N/A
47586
bartolli
codanna Claim
Local code intelligence MCP server and CLI for AI coding agents
N/A N/A
47587
markov-kernel
Exposes Databricks REST API as MCP tools for managing clusters, jobs, notebooks…
47588
ai-singhal
Mirrors Claim
AI agent testing: replay real sessions against a rebuilt staging environment to…
47589
Code-MonkeyZhang
Enables AI agents to control NetEase Cloud Music playback, login, search, and g…
N/A N/A
47590
youcanautomate-yca
appium-mcp Claim
Professional mobile test automation framework with AI-powered test generation, …
N/A N/A
47591
xueca
An MCP server that provides code quality checks for AI coding assistants, inclu…
N/A N/A
47592
falegria86
Connects Zoho Projects with Claude AI to manage projects, tasks, time tracking,…
N/A N/A
47593
CNSLabs
MCP server for defining, validating, deploying, and operating Shodai machine-re…
47594
ajiadiyudha
Enables deploying a remote MCP server on Cloudflare Workers with OAuth, allowin…
N/A N/A
47595 N/A N/A 95
47596
FortripEngineering
Enables LLMs to search and book flights across 300+ airlines, manage travel ord…
81
47597
Reculi
file operation
N/A N/A 95
47598
BoxLab-Ltd
Query Yandex Metrica analytics — reports, trends, metadata and raw log exports …
N/A N/A
47599
RunhuaHuang
VisionPower Claim
A portable image-understanding MCP server that lets agents analyze local images…
47600
Hokonoken
mcp-vmware Claim
MCP server for managing VMware vCenter (vSphere 7/8) with 39 tools covering VMs…
Showing 47551–47600 of 67226 servers
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