MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31851
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40001
ChesterRa
Provides traditional Chinese astrology (Bazi, Ziwei) and divination (Liuyao, Me…
40002
tmwgsicp
vibe-launch Claim
Enables AI tools like Claude Code to deploy projects to multiple servers via SS…
N/A N/A
40003 N/A N/A 95
40004
vidyasagarr7
A production-ready template for building Model Context Protocol servers in Type…
N/A N/A
40005
ksagala
MCP server for executing Kusto Query Language (KQL) queries against Azure Data …
N/A N/A
40006
liquid-public
coinvest-mcp Claim
Local MCP server that exposes Liquid Co-Invest's trading data and order tools t…
N/A N/A
40007
ffeldhaus
Manages Angular internationalization (i18n) by extracting, listing, and updatin…
N/A N/A
40008
wangyuxin0707
MCP server for deterministic Vivado FPGA automation including project scaffoldi…
N/A N/A
40009
davidmosiah
Provider-neutral short-form AI video toolkit for agents: Sora, Gemini Veo, xAI/…
40010
cclawton
music21-mcp Claim
Exposes 16 music21 MIDI analysis and editing tools to AI agents, enabling them …
N/A N/A
40011
pete-builds
A threat intelligence MCP server for Claude Code that enables lookup of IOCs, t…
N/A N/A
40012
enescinar
Twitter Server Claim 1
A Model Context Protocol server that allows interaction with Twitter, enabling …
N/A N/A 95
40013
Philogag
An MCP server that renders Minecraft structure files (NBT / Sponge schematic / …
N/A N/A
40014
huaka1
browser-mcp Claim
Agent-native browser control MCP server that enables AI agents to browse and in…
N/A N/A
40015
tomarsachin2271
MCP server that allows querying Hyperliquid open positions and unrealized PnL f…
N/A N/A
40016
Prakshal-Jain
agent-bridge Claim
A local MCP relay that enables two or more MCP-speaking agent CLIs to communica…
N/A N/A
40017
MarriHarshaVardhan
Exposes employee leave-management operations (add employees, check balance, app…
40018
agenticsrclab
Crypto market intelligence, evidence, watchlists, feedback, and paid x402 SKU r…
N/A N/A
40019
jaynasriwala
A small MCP server that lets an LLM query PostgreSQL, MySQL, MariaDB, SQL Serve…
40020
microbotdata-dev
Enables AI-assisted creation, optimization, and management of PineScript tradin…
N/A N/A
40021
Tmmoore286
lockstep-mcp Claim
Enables multiple AI agents like Claude and Codex to coordinate on the same proj…
N/A N/A
40022
vishaldodiya
A minimal MCP server that provides an interactive to-do list with checkboxes in…
40023
adelaidasofia
FastMCP server that pages on-call via 100+ notification channels (Apprise wrapp…
N/A N/A
40024
tejaskumbhar288
Enables AI agents to read, filter, send emails, and check unread counts via the…
N/A N/A
40025
Tzamun-Arabia-IT-Co
Local-first, file-based memory layer for AI agents — one shared Markdown vault …
N/A N/A
40026
ichinya
Enables AI agents and developer tools to interact programmatically with Yougile…
40027
Marianooss
MCP server that enables clinical lab staff to predict reagent stockouts, check …
40028
marcelohensantos
garmin-mcp Claim
Exposes Garmin Connect data and workout management to AI agents, supporting too…
N/A N/A
40029
docjet-dev
docjet-mcp Claim
Render branded PDF documents (invoices, reports, certificates) and PNG social i…
N/A N/A
40030
moonbirdai
Extends Puppeteer to enable digital marketing and SEO analysis, including detec…
N/A N/A
40031
yjqian19
Extract EXIF metadata from JPG and PNG images. Reveal camera details, exposure …
N/A N/A 95
40032
contextualizer-ai
artl-mcp Claim
Enables comprehensive scientific literature retrieval and analysis through Euro…
40033
george-bobby
Modal MCP Claim
An MCP server for managing Modal — apps, containers, volumes, and secrets — and…
N/A N/A
40034
joon-labs
ms-teams-mcp Claim
Provides access to Microsoft Teams, Outlook, Calendar, and SharePoint via the M…
N/A N/A
40035
ihorleleka
MCP server for searching, reading, listing, writing, and appending Markdown wik…
40036
sbrunner-atx
An MCP server that controls WSJT-X for amateur radio weak-signal modes (FT8/FT4…
N/A N/A
40037
Scarmonit
A demonstration FastMCP server with FastAPI integration that provides basic ari…
81
40038
oines
Connects QQ via NapCat OneBot v11 to an Astral Code app-server, exposing MCP to…
40039
CSOAI-ORG
crypto-tracker-ai-mcp MCP server by MEOK AI Labs
N/A N/A
40040
nils-holmberg
ipynb-mcp Claim
An agent-agnostic MCP server that lets any AI agent drive a local JupyterLab se…
N/A N/A
40041
AiAgentKarl
Linux system administration via AI agents — MCP server for managing services, p…
N/A N/A
40042
matematicsolutions
tr-eli-mcp Claim
An MCP server for accessing Turkish legislation (laws, regulations, decrees) vi…
40043
ChanthMiao
Integrates Xiaomi MiMo's multimodal API to enable understanding of images, audi…
40044
colin807
wmcp Claim
N/A N/A 95
40045
Fabber-bot
Enables AI assistants to execute commands and transfer files on remote servers …
N/A N/A
40046
OkamiFeng
Enables AI agents to read, edit, and create Microsoft Word documents (.docx) wi…
40047 N/A N/A 95
40048
aws-samples
Provides tools for discovering, building, deploying, and troubleshooting AWS De…
N/A N/A
40049
SilenceEchoLab
PhantomHand Claim
A minimalist browser control engine that allows LLM agents to visually perceive…
N/A N/A
40050
DOsinga
PyKernel MCP Claim
MCP server that provides a persistent IPython kernel for executing Python code …
N/A N/A
Showing 40001–40050 of 66534 servers
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