MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25688
Scored
1512
Verified
16957
Complete

Last updated 1 hour, 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32101
colin807
wmcp Claim
N/A N/A
32102
Br0ski777
NFT collection floor price, volume, holders, rarity rank via Reservoir. ETH + B…
32103
kinzen
linewhiz Claim
AI-powered MCP server for managing LINE Official Accounts. Send broadcasts, pus…
81
32104
jessicayanwang
magic-mcp Claim
N/A N/A 95
32105
pixxelboy
Enables LLMs to analyze music (genre, mood, tempo, key), separate audio stems, …
81
32106
kamath
AgentMail Claim
Create inboxes and send emails. Manage threads, labels, and replies to keep con…
N/A N/A 95
32107
ROHWOOCHUL
test Claim
N/A N/A 95
32108
Purv123
Orchestrates end-to-end testing of AI-powered incident remediation workflows th…
81
32109
kesslerio
Attio CRM Claim
Streamline your Attio workflows using natural language to search, create, updat…
N/A N/A 95
32110
yaat2000
asdfagwg Claim
N/A N/A 95
32111
suliuer
hello Claim
N/A N/A 95
32112
cammac-creator
ibanforge Claim
IBAN validation, BIC/SWIFT lookup, SEPA compliance and risk scoring. 121K+ BICs.
N/A N/A
32113
nima
axint Claim
Open-source TypeScript/Python → Swift compiler for Apple platforms. AI agents w…
32114
agentqm
Read-only MCP server for The Quiet Protocol's engines, benchmarks, proof, and b…
32115
Silbercue
High-performance MCP server for iOS development and test automation. Gives AI c…
N/A N/A
32116
tenx-studio
An open-source Model Context Protocol server that enables interaction with the …
32117
pipeworx-io
artic Claim
Art Institute of Chicago MCP — wraps the ARTIC public API (free, no auth)
32118
Lokii0911
SeleniumMCP Claim
Enables browser automation using Selenium, including navigation, element intera…
32119
PintaAI
Exposes any stdio-based MCP server to the internet via HTTP/SSE transport, enab…
32120
Lee-Becky
test Claim
N/A N/A 95
32121
swesmith-repos
Bridges AI models with WinDbg to analyze Windows crash dumps and perform remote…
N/A N/A 95
32122
jowpereira
MCP Gateway Claim
A secure bridge that allows Large Language Models (LLMs) to interact with corpo…
81
32123
withoneai
pica Claim
Enable seamless interaction with over 100 third-party platforms through a unifi…
32124
Ethan-IS
swift-tuist Claim
N/A N/A 95
32125
david-choi-querypie
Say Hello Claim
Greet people by name with a friendly, personalized message. Make interactions w…
N/A N/A 95
32126
vincario
vehicle-data Claim
Vehicle data for AI: VIN decoder, automotive specs, stolen checks, valuation an…
32127
Maxteabag
A utility that helps diagnose and fix GitHub Actions workflow failures by analy…
81
32128
us
Open-source web scraper for AI agents with scrape, crawl, and map tools
N/A N/A
32129
sqllocks-arch
Provides full execution and management capabilities for Microsoft Fabric Data E…
81
32130
greatquestion
Great Question is the Agentic UX research platform for product builders. Run in…
32131
aernouddekker
remindersmcp Claim
MCP server for macOS Reminders.app — list and reminder management via AppleScri…
N/A N/A
32132 N/A N/A 95
32133
zhowe-designs
tracklix-mcp Claim
Detects affiliate links across 13 networks and surfaces Tracklix as a free clic…
N/A N/A
32134
product_intelligence
Shoptera Claim
Shoptera Product Intelligence Search product catalogs across thousands of Centr…
32135
Castaldo-Solutions
mcp-vtenext Claim
MCP server for VTENext CRM (open-source vtiger-based). Query, create and update…
N/A N/A
32136
cg3
Prior Claim
Prior is a shared knowledge base where AI agents exchange proven solutions. Whe…
81
32137
swesmith-repos
Provides controlled access to llms.txt documentation files through MCP tools, a…
81
32138
sidebutton
sidebutton Claim
Open-source MCP server with browser automation and knowledge packs for AI agents
N/A N/A
32139
Git-Fg
An MCP server for web content extraction that converts HTML pages into clean, L…
81
32140
MABAAM
Parses and generates Nuke (.nk), MaterialX (.mtlx), and USD ASCII (.usda) files…
N/A N/A
32141
jr551
zai Claim
N/A N/A 95
32142
arjunkmrm
Spotify Claim
Spotify Web API. Browse music, manage playlists, control playback, and explore …
32143
arcjet
Arcjet MCP Claim
Arcjet is the runtime security platform that ships with your AI code. Enforce b…
32144 N/A N/A 95
32145
Stelath
Enables Claude to create mathematical animation videos using Manim, allowing vi…
N/A N/A 95
32146
pipeworx-io
StackExchange MCP — wraps the StackExchange API v2.3 (free, no auth required fo…
32147
steward-mxjb
Analyse SEO, PPC, E-Commerce from 30+ marketing sources. Connect to your marke…
N/A N/A
32148
mailgent
hivekey Claim
MCP server for Hivekey — Identity infrastructure for AI agents
32149
prompt_thin
Reduce LLM API costs via semantic caching, prompt compression, model routing an…
32150
dun999
FinSight Claim
What it does: * Portfolio risk profiling (per-asset and portfolio-level) * Tar…
Showing 32101–32150 of 33379 servers
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