MCP Server Quality Scores

Independent quality analysis of 62098 public MCP servers

62098
Discovered
30093
Scored
2112
Verified
16953
Complete

Last updated 31 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32201
Perufitlife
Points an AI agent at a live URL and confirms publicly-served secret files by f…
N/A N/A
32202
clauxel
A paid remote MCP for AI agent browser MCP session, built to return verdicts, r…
32203
xmruuu
Enables AI assistants to search, read, and manage Zotero references locally wit…
N/A N/A
32204
runwhen-contrib
Lets your coding agent talk to the RunWhen platform — workspace chat, issues, S…
32205
xiaobenyang-com
search-movie Claim
搜索电影和电视剧资源,快速找到最匹配的观看链接。验证链接可播放性,确保点开就能看。批量校验多个候选,节省筛选时间。
N/A N/A 95
32206
bhayanak
MCP server enabling AI assistants to interact with the Qualys vulnerability man…
32207
MikeyBeez
Provides direct access to Ollama models for AI inference, including text genera…
N/A N/A
32208
WJZ-P
Automates video and image-text publishing on Douyin's creator platform using Ch…
N/A N/A
32209
rezawr
A clean, modular Model Context Protocol server implementation for LangGraph doc…
32210
paullippert
A comprehensive Model Context Protocol server for PocketBase that provides both…
N/A N/A 95
32211
serpfire
Enables Claude to access Google Search Console data including search performanc…
N/A N/A
32212
martasd
Integrates BusinessMap (formerly Kanbanize) project management capabilities wit…
32213
capabilityhostprotocol
Discover what websites across the agentic web can do — query the capabilities.t…
32214 N/A N/A 95
32215
liewcc
Enables lightning-fast inference using Groq models through MCP clients, support…
32216
ecerutti
An MCP server that exposes Claude Code's real-time rate limit usage so that an …
N/A N/A
32217
VIKAS9793
Enables AI coding assistants to access up-to-date, official Android documentati…
32218
shadowinlife
Provides web search, page fetching, and A-stock data access (financial reports,…
32219
edgeedgehq
denialbot Claim
Insurance denial code lookup, appeal letter generation, and denial analysis for…
N/A N/A 95
32220
access
Send and manage SMS, iMessage, and RCS messages from your workflows. Track deli…
81
32221
gabeperez
Enables voice control of Todoist tasks via VoiceOS, with optional Apple Reminde…
N/A N/A
32222
ginishuh
Model Context Protocol (MCP) server for NovelAI image generation. Create high-q…
N/A N/A
32223
TrisC0
An MCP server that lets Claude query Google's Gemini CLI as a sub-agent. Get se…
N/A N/A
32224
GideonNut
Myth Claim
Auto-generates MCP servers for Celo smart contracts, converting contract ABIs i…
32225
wuwo1979
A ready-to-run MCP gateway and multi-agent scheduling system with 14 built-in t…
32226
Pastarafian
VegaMCP Claim
A production-grade MCP server providing an autonomous AI agent swarm, persisten…
N/A N/A
32227
jobsonlook
一个用于小红书API的MCP服务器,支持搜索笔记、获取内容、查看评论和发表评论等功能。
32228
hrishi2710
A powerful and flexible Datagroom MCP server implementation to read the data an…
N/A N/A
32229
Ira-Ivaa
mcp-coffee Claim
Enables coffee shop order management via MCP, including menu lookup, order crea…
N/A N/A
32230
vannet
aNotepad Claim
AI access to your aNotepad online notes: read, search, write, and organize via …
32231
CSOAI-ORG
GOC-compliant optical dispense record validation. Captures prescription, lens c…
N/A N/A
32232
zhaoran025
SmartDB MCP Claim
智能数据库查询 MCP 服务,支持在 AI 编程工具中用自然语言查询数据库。
N/A N/A
32233
aspose-cells-cloud
Automates Microsoft Excel spreadsheet creation and editing via MCP tools for an…
32234
swift-sBi5
mistaike-ai Claim
N/A N/A 95
32235
ginomoretta-creator
Enables AI agents to autonomously write, run, and debug NASA GMAT mission scrip…
N/A N/A
32236
ServiceStack
omarchy-mcp Claim
Enables AI assistants to manage Omarchy desktop themes, including listing, swit…
N/A N/A
32237
ssaikrishna862
RecruitData Claim
Unified job search MCP server that aggregates live listings from multiple job b…
32238
shuji-bonji
MCP server providing browser compatibility data for the entire Web Platform.
32239
yifudiao
FRED Claim
A local MCP server that gives Claude and other MCP clients access to Federal Re…
N/A N/A 95
32240
thedavidquan01
Searches and analyzes competitor ads and content across Meta, Google, Instagram…
32241
pipeworx-io
Provides access to Canadian parliamentary data including debates, bills, votes,…
32242
cploutarchou
A minimal, production-ready MCP server enabling LLMs to perform web searches vi…
32243
New1Direction
Serve a secret to an agent exactly N times from locked RAM, then wipe it and se…
N/A N/A
32244
Rakeshpatel87p
Integrates Kadmia's JavaScript learning platform with AI assistants to provide …
32245
NorthwoodsSentinel
mycelia-mcp Claim
MCP server that wraps the Mycelia mutual-aid protocol, allowing AI agents in an…
32246
pipeworx-io
Enables AI agents to access spaceflight news data through the Pipeworx MCP gate…
32247
baoduy
A FastMCP server for interacting with Microsoft Entra ID via the Microsoft Grap…
32248
shuji-bonji
An MCP (Model Context Protocol) server specialized in deciphering PDF internal …
N/A N/A
32249
rkratky
An MCP server that provides AI clients with access to developer documentation v…
32250
kemalbgskr
Provides product lifecycle, release cycle, and End of Life (EOL) date informati…
Showing 32201–32250 of 62098 servers
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