MCP Server Quality Scores

Independent quality analysis of 45732 public MCP servers

45732
Discovered
29516
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43151
hosthobbit
Enables AI assistants to manage WHM hosting accounts and server administration …
43152
1clawAI
1Claw Vault Claim
HSM-backed vault secrets for AI agents (JIT fetch) plus prompt-injection and th…
N/A N/A
43153
mathias.steffen
oc_0815 Claim
N/A N/A 95
43154
maheshjagzap123
Exposes GitHub actions as tools for creating branches, pushing files, opening a…
43155
firebaseStudio
An MCP server that enables AI assistants to manage Dokploy infrastructure (Dock…
N/A N/A
43156
Magnazee
MCP server with Streamable HTTP transport, deployed on Railway, offering tools …
43157
meimakes
Enables AI assistants to interact with your personal Amazon cart through browse…
N/A N/A
43158
jezweb
Provides access to NASA's open APIs including astronomy imagery, Mars rover pho…
43159
TheQtCompanyRnD
squish-mcp Claim
Enables AI agents to run and create Squish test scripts and test suites and ana…
N/A N/A
43160
Jelloeater
A Model Context Protocol (MCP) server that connects to ActivityWatch, allowing …
N/A N/A
43161
AgentX-ai
Enables AI assistants to extract YouTube video metadata, subtitles, and top com…
43162
dmclain
uv-mcp Claim
Enables LLMs to manage Python environments and dependencies via uv, supporting …
N/A N/A
43163
choipureum
Enables reading and analysis of PDF, Excel, Word, and PowerPoint files through …
N/A N/A
43164
axel-belfort
Text classification API for AI agents. Classify text into topic categories with…
N/A N/A 95
43165
CSOAI-ORG
Canada Aida Ai automation via MCP. Includes classify ai system, impact assessme…
N/A N/A
43166
KpihX
tick-mcp Claim
Enables AI assistants to manage TickTick tasks, projects, habits, tags, and foc…
43167
JamBelg
Provides AI assistants with access to sales data from a Northwind-style databas…
N/A N/A
43168
jorisvddonk
Enables AI tools to play the game DEFCON by providing tools to communicate with…
N/A N/A
43169
node2flow-th
MCP server for the Notion API, enabling management of pages, blocks, databases,…
N/A N/A
43170
rh-rahulshetty
AutoMCP Claim
Automatically converts CLI tools, APIs, and programs into MCP servers for LLM a…
N/A N/A
43171 N/A N/A 95
43172
mcp-tools-lab
Helps citizens and businesses navigate French bureaucracy with AI, covering tax…
43173
xiaobenyang-com
pdf-reader Claim
Read entire PDFs or specific pages on demand. Search documents for keywords and…
N/A N/A 95
43174
zoomeye-ai2
mcp_zoomeye Claim
hacked by pbuff
N/A N/A 95
43175
jaspertvdm
AI-to-AI messaging via I-Poll protocol and AInternet. Enables agents to communi…
81
43176
AiAgentKarl
Enables AI agents to render interactive user interfaces such as forms, dashboar…
43177
juergenkoller-software
Inkra MCP Claim
MCP bridge for Inkra — drive a native macOS Markdown editor (SwiftUI + AppKit, …
N/A N/A
43178
rhinocap
Raven Claim
Design intelligence for AI-generated UI — principles, patterns, content, brand,…
N/A N/A
43179
RFingAdam
Enables AI agents to control Copper Mountain Vector Network Analyzers over TCP/…
43180 N/A N/A 95
43181
yaat2000
asdfagwg Claim
N/A N/A 95
43182
deeprave
mcp-guide Claim
Enables AI agents to access and manage project guidelines, documentation, and c…
43183
geekjourneyx
📝 md2wechat MCP Server | 让 Claude Code & AI Agent 一键排版发布到微信公众号
N/A N/A
43184
Aimino-Tech
Rust-native MCP server for Office document processing (Excel, Word, PowerPoint)…
N/A N/A
43185
hycore220
K-Work Trust Claim
Korean business record validation and workflow safety gates for AI agents.
43186
ginkida
dbecho Claim
An MCP server that gives AI agents direct read-only access to PostgreSQL databa…
N/A N/A
43187
satovarb16
runwayMCP Claim
runwayMCP enables job seekers to evaluate US job postings by automatically chec…
N/A N/A
43188
MAX208V
Enables deploying a remote MCP server on Cloudflare Workers without authenticat…
43189
zyadhajaji
meshy-mcp Claim
Enables Claude to generate 3D models from text or images, apply textures, and e…
43190
cool_web_tool
Run **full SEO site audits** from ChatGPT and other MCP clients via **Cool Web …
N/A N/A 95
43191 N/A N/A 95
43192
exomind-team
Unifies MiniMax's multimodal generation, web search, image understanding, audio…
43193
major7apps
tiingo-mcp Claim
An MCP server that wraps the Tiingo financial data API, enabling access to stoc…
43194
RealAlexandreAI
A MCP server that collects interactive user feedback during AI-assisted develop…
43195
dmarcoff
DMARC analytics for AI assistants — domain health, SPF/DKIM records, compliance…
43196
mnewby20305
Enables Claude to manage GoHighLevel CRM contacts, pipelines, and workflows thr…
43197
universal-mcp
Provides a standardized interface for interacting with Mailchimp's tools and se…
43198
quack2025
Analyze survey data (.sav, .csv, .xlsx) through Claude — crosstabs with signifi…
N/A N/A 95
43199
VovaVindar
telegram-mcp Claim
Enables AI agents to read, send, and organize Telegram messages and chats. Supp…
N/A N/A
43200
teamolimpo
synapsis Claim
Unified durable team memory MCP server with tools for session management, task …
N/A N/A
Showing 43151–43200 of 45732 servers
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