MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29814
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
○ Unscored
54901
mrgoonie
MCP server for Vietnamese stock market data, enabling AI assistants to access s…
54902
keen-mcp
MindMap Claim
Turn outlines and hierarchical notes into interactive mind maps through a hoste…
54903
geraservicesuk
mcp-gerajobs Claim
Local job marketplace: search jobs, apply, post listings. 50+ countries.
N/A N/A 95
54904
AmyJeanes
MCP server that analyzes images with Google's Gemini vision models, allowing ag…
54905
SimoneRecchia
Enables building and previewing Minecraft schematics from natural language desc…
N/A N/A
54906
AI-enthusiasts
Provides AI agents with a comprehensive web intelligence stack including crawli…
81
54907
tonycueva
A Model Context Protocol (MCP) server that enables Claude to create and manipul…
81
54908
ignatenkofi
docshelf-mcp Claim
docshelf-mcp manages AI-friendly document collections — converts PDFs and Markd…
N/A N/A
54909
SaiyemRaiyan
Enables AI agents to manage Box files, folders, collaborations, and more via th…
54910
hinora
Office-MCP Claim
Automates Windows Office applications (WPS Office and Outlook) via COM automati…
N/A N/A
54911
BautistaPessagno
CollabMCP Claim
Provides shared real-time context for Claude Code agents, including scope aware…
N/A N/A
54912
Mink16
MCP server for Xserver hosting that provides tools to manage mail accounts, DNS…
54913
aidc2026ai-melon
AIDC MCP for OPR/BOD sizing, validation, and rackPlan layout from the shared 3D…
N/A N/A
54914
venchuian
Enables interaction with Feishu (Lark) via MCP for sending messages, managing c…
54915
tobinsouth
Enable seamless creation and management of authentication workflows for your ap…
N/A N/A 95
54916
floriangrousset
OPNsense MCP Server
81
54917
sevalla-templates
A demonstration server implementing the Model Context Protocol with Server-Sent…
54918
shomechakraborty
High-value scientific tools for AI agents — literature search (PubMed, arXiv, S…
54919
laxmimerit
An MCP server that enables saving, retrieving, and managing research content us…
N/A N/A
54920
Iqbalahmed7
simulatte Claim
Run synthetic research studies from any MCP client. 25+ SKUs + cross-study insi…
N/A N/A
54921
gpavan1992
Real-world intelligence MCP — macroeconomics, climate, disasters, trade & aviat…
N/A N/A
54922
gitByEOS
Enables remote chat between Feishu (Lark) and AI agents like Cursor/Claude via …
54923
juampicosta
AbletonMCP Claim
Control Ableton Live from Claude Code via the Model Context Protocol (MCP). Cre…
N/A N/A
54924
CruGlobal
Enables AI clients to manage Flightdeck projects, work items, cycles, modules, …
54925
mastadoonprime
agent-memory Claim
Persistent, encrypted memory service for AI agents. Private vault with E2E encr…
81
54926
jadchene
MCP Gateway Claim
Lightweight Model Context Protocol gateway that exposes one entry point for mul…
N/A N/A
54927
pimentelleo
Enables LLMs to query Azure service pricing via the public Azure Retail Prices …
54928
floriscornel
todo-mcp Claim
A simple, powerful Todo list manager for Claude Desktop and other MCP-compatibl…
N/A N/A
54929
mrosata
codetex-mcp Claim
A commit-aware code context manager for LLMs that indexes Git repositories into…
N/A N/A
54930
halilertekin
Provides AI agents with professional-grade SEO capabilities including on-page a…
54931
groq
Enables interaction with Groq models, including compound models, through tools …
54932
xinbenlv
mcpsq Claim
A simple MCP server to discover and manage MCP servers. Provides tools to find,…
54933
mcp-research
MCP server that integrates with Pica to enable seamless interaction with 100+ t…
54934
tomgutt
Enables AI tools to connect to the Dovetail API for accessing customer insights…
54935
dylangroos
An MCP server that provides weather alerts and forecasts for US locations using…
54936
treez250
keyreaper Claim
KeyReaper is an MCP server that gives Claude agents full control over API keys …
N/A N/A 95
54937
caitlyn-ai
Exposes OpenAPI specifications as queryable documentation resources for LLMs, e…
54938
alexar76
**aimarket-mcp-packager** hub plugin: turn AIMarket capabilities into self-host…
54939
YawLabs
Enables npm registry operations from MCP clients like Claude Code and Cursor, w…
N/A N/A
54940
apiiro Claim 1
Ship software securely with an AI AppSec Agent
N/A N/A 81
54941
Lina6795
A pluggable, observable modular RAG service framework that exposes tool interfa…
N/A N/A
54942
arjunprabhulal
Enables searching YouTube videos via SerpAPI, returning video details such as t…
54943
irvinebroque
A remote MCP server deployed on Cloudflare Workers with OAuth authentication, e…
54944
traffiy
MCP server for managing Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads via …
54945
cyanheads
Search GBIF species taxonomy, occurrence records, datasets, and publishers.
54946
dorisashehi
A basic Model Context Protocol server implementation that demonstrates core MCP…
81
54947
cartek99
MCP AI Docs Claim
An MCP server that provides indexed, searchable access to Anthropic Claude and …
N/A N/A
54948
sujithpvarghese
An autonomous AI operations hub for enterprise e-commerce that uses a decentral…
54949
supramal1
Enables Claude and other MCP clients to interact with Cornerstone memory, suppo…
N/A N/A
54950
Ibook000
Provides real-time cryptocurrency market data including prices, K-line charts, …
Showing 54901–54950 of 57357 servers