MCP Server Quality Scores
Independent quality analysis of 33379 public MCP servers
Last updated 1 hour, 56 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 32101 |
wmcp
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| 32102 |
NFT collection floor price, volume, holders, rarity rank via Reservoir. ETH + B…
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| 32103 |
linewhiz
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AI-powered MCP server for managing LINE Official Accounts. Send broadcasts, pus…
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| 32104 |
magic-mcp
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| 32105 |
IRCAM Amplify MCP Server
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Enables LLMs to analyze music (genre, mood, tempo, key), separate audio stems, …
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| 32106 |
AgentMail
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Create inboxes and send emails. Manage threads, labels, and replies to keep con…
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| 32107 |
test
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| 32108 |
Orchestrates end-to-end testing of AI-powered incident remediation workflows th…
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| 32109 |
Attio CRM
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Streamline your Attio workflows using natural language to search, create, updat…
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| 32110 |
asdfagwg
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| 32111 |
hello
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| 32112 |
ibanforge
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IBAN validation, BIC/SWIFT lookup, SEPA compliance and risk scoring. 121K+ BICs.
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| 32113 |
axint
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Open-source TypeScript/Python → Swift compiler for Apple platforms. AI agents w…
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| 32114 |
Read-only MCP server for The Quiet Protocol's engines, benchmarks, proof, and b…
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| 32115 |
SilbercueSwift
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High-performance MCP server for iOS development and test automation. Gives AI c…
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| 32116 |
Linear MCP Server
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An open-source Model Context Protocol server that enables interaction with the …
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| 32117 |
artic
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Art Institute of Chicago MCP — wraps the ARTIC public API (free, no auth)
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| 32118 |
SeleniumMCP
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Enables browser automation using Selenium, including navigation, element intera…
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| 32119 |
MCP HTTP Proxy
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Exposes any stdio-based MCP server to the internet via HTTP/SSE transport, enab…
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| 32120 |
test
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| 32121 |
Bridges AI models with WinDbg to analyze Windows crash dumps and perform remote…
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| 32122 |
MCP Gateway
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A secure bridge that allows Large Language Models (LLMs) to interact with corpo…
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| 32123 |
pica
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Enable seamless interaction with over 100 third-party platforms through a unifi…
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| 32124 |
swift-tuist
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| 32125 |
Say Hello
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Greet people by name with a friendly, personalized message. Make interactions w…
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| 32126 |
vehicle-data
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Vehicle data for AI: VIN decoder, automotive specs, stolen checks, valuation an…
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| 32127 |
A utility that helps diagnose and fix GitHub Actions workflow failures by analy…
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| 32128 |
CRW Web Scraper
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Open-source web scraper for AI agents with scrape, crawl, and map tools
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| 32129 |
Provides full execution and management capabilities for Microsoft Fabric Data E…
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| 32130 |
Great Question
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Great Question is the Agentic UX research platform for product builders. Run in…
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| 32131 |
remindersmcp
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MCP server for macOS Reminders.app — list and reminder management via AppleScri…
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| 32132 |
gcloud-log-reader
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| 32133 |
tracklix-mcp
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Detects affiliate links across 13 networks and surfaces Tracklix as a free clic…
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| 32134 |
Shoptera
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Shoptera Product Intelligence
Search product catalogs across thousands of Centr…
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| 32135 |
mcp-vtenext
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MCP server for VTENext CRM (open-source vtiger-based). Query, create and update…
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| 32136 |
Prior
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Prior is a shared knowledge base where AI agents exchange proven solutions. Whe…
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| 32137 |
Provides controlled access to llms.txt documentation files through MCP tools, a…
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| 32138 |
sidebutton
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Open-source MCP server with browser automation and knowledge packs for AI agents
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| 32139 |
An MCP server for web content extraction that converts HTML pages into clean, L…
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| 32140 |
VFX Parsers MCP Server
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Parses and generates Nuke (.nk), MaterialX (.mtlx), and USD ASCII (.usda) files…
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| 32141 |
zai
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| 32142 |
Spotify
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Spotify Web API. Browse music, manage playlists, control playback, and explore …
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| 32143 |
Arcjet MCP
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Arcjet is the runtime security platform that ships with your AI code. Enforce b…
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| 32144 |
victorialogs-mcp
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| 32145 |
Manim MCP Server
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Enables Claude to create mathematical animation videos using Manim, allowing vi…
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| 32146 |
stackexchange
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StackExchange MCP — wraps the StackExchange API v2.3 (free, no auth required fo…
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| 32147 |
Two Minute Reports
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Analyse SEO, PPC, E-Commerce from 30+ marketing sources.
Connect to your marke…
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| 32148 |
hivekey
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MCP server for Hivekey — Identity infrastructure for AI agents
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| 32149 |
token-optimizer
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Reduce LLM API costs via semantic caching, prompt compression, model routing an…
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| 32150 |
FinSight
Claim
What it does:
* Portfolio risk profiling (per-asset and portfolio-level)
* Tar…
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