MCP Server Quality Scores

Independent quality analysis of 64186 public MCP servers

64186
Discovered
30382
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 19 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
61551
Milad
A policy-enforcing MCP sidecar that provides Gmail and Google Calendar tools, e…
61552
Haustorium12
24klabs-mcp Claim
AI code analysis tools that plug into Claude Code, Cursor, VS Code, and any MCP…
61553
Zilliqa
Enables LLMs to query Zilliqa validator node metrics including stake, earnings,…
61554
my-space
mcp-server Claim
N/A N/A 95
61555
dkeeno
Enables AI agents to automate the full GitLab DevOps lifecycle including repos,…
61556
tepesama
Reprise Claim
Un-flattens flat AI designs into editable layers with bit-perfect reproduction …
61557
agent-labs-dev
Embedded MCP server for Electron apps that exposes BrowserWindow surfaces and l…
N/A N/A
61558
myaitoken
myai-mcp Claim
Decentralized AI inference on Base: OpenAI-compatible chat via community GPUs, …
N/A N/A
61559
realcoding2003
Enables AI assistants to control Hancom's HWP/HWPX documents (Korean word proce…
N/A N/A
61560
otaviosenne
Enables AI agents to fully control Google Chrome: navigate, click, fill forms, …
N/A N/A
61561
weikio
Provides AI-assisted guidance for the Weik.io integration platform, enabling pl…
61562
andyast
MCP server for sharing source-backed engineering memory across AI coding client…
N/A N/A
61563
swesmith-repos
Bridges AI models with WinDbg to analyze Windows crash dumps and perform remote…
N/A N/A 95
61564
Seeed-Studio
An MCP server that enables AI assistants to analyze schematics, inspect PCBs, t…
N/A N/A
61565
MohamedElashri
An MCP server that integrates InspireHEP high-energy physics literature with LL…
61566
geraservicesuk
mcp-geracity Claim
Smart city builder game MCP server by Gera Services. Build cities, earn GeraCoi…
N/A N/A 95
61567
mnemexa
Mnemexa MCP Claim
Provides persistent, self-optimizing memory for AI agents, enabling them to rem…
61568
andyarntsen-alt
Enables AI agents to search and retrieve Norwegian company data from the Brønnø…
N/A N/A
61569
pipeworx-io
Enables querying US EPA Envirofacts data using natural language, providing acce…
61570
colossal-api
subradar Claim
81
61571
alibaba
webmcp-nexus Claim
面向 WebMCP 标准的非侵入式前端集成套件:写一个普通 TS 函数加一段 JSDoc,即可被任意 MCP 客户端调用 —— 含 SDK、Vite/Webp…
N/A N/A
61572
SauceTaster
Enables AI clients to submit files, hashes, and URLs for malware analysis, retr…
61573
Inferensys
Contextful Claim
Efficient context management: code search, evidence packs, and memory for codin…
N/A N/A
61574
Xiangyu-Li97
Enables security researchers to evaluate AI system defenses against prompt inje…
N/A N/A
61575
jhsementes
Enables interaction with SAP Business One Service Layer through MCP, providing …
61576
SurriyaGokul
NetMCP Claim
Enables AI-powered optimization of Linux network performance through natural la…
61577
jain-m
Enables LLMs to perform distributed XGBoost training via the Model Context Prot…
61578
VovaVindar
telegram-mcp Claim
Enables AI agents to read, send, and organize Telegram messages and chats. Supp…
N/A N/A
61579
geopopos
MCP server for the NewsBreak Business API that enables analytics, reporting, an…
61580
CariotInc
Enables querying Cariot APIs for fleet management data, including alcohol check…
61581
alezmad
claudemesh Claim
Enables Claude Code agents to communicate and share context across sessions via…
61582
MCPWorks-Technologies-Inc
MCPWorks Claim
Cuts AI token costs by running user code in a secure sandbox, so data never ent…
61583
api-evangelist
Sixteen years of API research as MCP tools — stories, areas, governance blocks …
61584
romanpert
mcp-aemps Claim
Enables AI agents to query the official Spanish AEMPS/CIMA registry for real-ti…
61585
noahshrader
Enables AI agents to search, read, create, and append Apple Notes using MCP too…
N/A N/A
61586
teamolimpo
synapsis Claim
Unified durable team memory MCP server with tools for session management, task …
N/A N/A
61587
frase
SEO, GEO & AI Visibility — research, write, optimize, publish & monitor content.
N/A N/A 95
61588
vikkysarswat
A production-ready MCP server for algorithmic trading with Dhan broker API, pro…
N/A N/A
61589
MustafaKemal0146
An MCP server that analyzes GitHub repositories and automatically generates REA…
N/A N/A
61590
ghul0
club-mcp Claim
Read-only MCP server for the Hyper Human Club / Fluent Community REST API. Enab…
61591
saeid-rez
bazel-mcp Claim
A local MCP server that exposes Bazel build system capabilities to AI assistant…
N/A N/A
61592
chntif
An MCP server for issue-driven GitLab development, automating requirement analy…
61593
jim-agent
Enables AI assistants to deploy, initialize, and upgrade NEAR smart contracts w…
N/A N/A
61594
GlossMod
GlossModMCP Claim
为Claude和其他LLM应用提供3DM Mod网站的数据访问能力,让用户可以通过自然语言查询和获取Mod信息。
61595
Santuri Claim 1
Search official documentation for well-known libraries.
N/A N/A 81
61596
trantuandat0305
Connects to Moodle API to enable a voice robot to query student information suc…
61597
masamitsu-konya
mindnode-mcp Claim
Enables reading and writing MindNode mind maps directly by parsing their on-dis…
N/A N/A
61598
srotzin
MCP server for Hive Prior patent priority timestamping, enabling content disclo…
61599
hmmroger
An MCP server for managing and querying RSS/news feeds, enabling real-time fetc…
61600
jeromelabophy-gif
Synaptex Claim
Syncs CLAUDE.md files across repos, builds a semantic index, and exposes search…
Showing 61551–61600 of 64186 servers