MCP Server Quality Scores
Independent quality analysis of 45732 public MCP servers
Last updated 22 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 45551 |
mcp-youtube-search
Claim
Enables searching YouTube videos via SerpAPI, returning video details such as t…
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| 45552 |
M365 Calendar MCP Server
Claim
Enables AI assistants to manage Microsoft 365 and Outlook calendars through the…
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| 45553 |
agent-canvas-arena
Claim
A decentralized 32×32 pixel-war execution grid for autonomous AI agents on Base…
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| 45554 |
MCP Tiingo Server
Claim
Provides financial data tools including stock prices, news, forex, fundamentals…
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| 45555 |
Office Word MCP Server
Claim
Enables AI assistants to create, read, and manipulate Microsoft Word documents …
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| 45556 |
Moon Banking MCP Server
Claim
Provides AI agents with live access to a global directory of consumer and busin…
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| 45557 |
smithly-aix
Claim
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| 45558 |
Scrape any website instantly and get consistent structured data in seconds with…
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| 45559 |
Gemina FileTag
Claim
Tag, rename, and enrich PDFs and images. Free tier: 1,500 tags/month, no credit…
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| 45560 |
cloakbrowser-mcp
Claim
Stealth browser automation for AI agents, using source-patched Chromium to bypa…
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| 45561 |
chrome-devtools-mcp
Claim
Lets coding agents control and inspect a live Chrome browser via the Model-Cont…
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| 45562 |
jam
Claim
🍓🫙 MCP server for Toast POS — restaurant operations, inventory, orders, analyti…
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| 45563 |
OpenSkill
Claim
An MCP server that makes Anthropic Skills universally accessible across coding …
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| 45564 |
ProjectMemory
Claim
A proof-of-concept MCP server for security research demonstrating a multi-phase…
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| 45565 |
browser-connect-mcp
Claim
Enables AI assistants to connect to browser DevTools and backend debuggers for …
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| 45566 |
Max MCP Server
Claim
Enables to fetch and update workspace profile settings for the Digital Crew Max…
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| 45567 |
reddit-rss-mcp
Claim
A dependency-free MCP server that reads Reddit through its RSS feeds, enabling …
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| 45568 |
glyphs-info-mcp
Claim
A unified MCP server for Glyphs font design software, integrating handbook quer…
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| 45569 |
FinLynq
Claim
open-source personal finance app with a first-party MCP server. 91 HTTP tools (…
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| 45570 |
tiingo-mcp
Claim
An MCP server that wraps the Tiingo financial data API, enabling access to stoc…
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| 45571 |
MiniMax Unified MCP
Claim
Unifies MiniMax's multimodal generation, web search, image understanding, audio…
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| 45572 |
mcp-guide
Claim
Enables AI agents to access and manage project guidelines, documentation, and c…
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| 45573 |
copper-mountain-vna-mcp
Claim
Enables AI agents to control Copper Mountain Vector Network Analyzers over TCP/…
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| 45574 |
Inkra MCP
Claim
MCP bridge for Inkra — drive a native macOS Markdown editor (SwiftUI + AppKit, …
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| 45575 |
AutoMCP
Claim
Automatically converts CLI tools, APIs, and programs into MCP servers for LLM a…
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| 45576 |
@node2flow/notion-mcp
Claim
MCP server for the Notion API, enabling management of pages, blocks, databases,…
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| 45577 |
tick-mcp
Claim
Enables AI assistants to manage TickTick tasks, projects, habits, tags, and foc…
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| 45578 |
canada-aida-ai-mcp
Claim
Canada Aida Ai automation via MCP. Includes classify ai system, impact assessme…
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| 45579 |
nasa-mcp-server
Claim
Provides access to NASA's open APIs including astronomy imagery, Mars rover pho…
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| 45580 |
Railway MCP Server
Claim
MCP server with Streamable HTTP transport, deployed on Railway, offering tools …
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| 45581 |
oc_0815
Claim
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| 45582 |
whm-mcp-server
Claim
Enables AI assistants to manage WHM hosting accounts and server administration …
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| 45583 |
Sage MCP Server
Claim
A Model Context Protocol (MCP) server for interacting with the Sage Grande Test…
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| 45584 |
dingdawg-finance-agent
Claim
Financial analysis AI. Forecasting, audit prep, SOX/GAAP compliance. Accuracy c…
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| 45585 | — | |||||||||
| 45586 |
logicstamp-mcp
Claim
MCP server that provides AI assistants with structured access to codebases via …
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| 45587 |
Blueprint MCP
Claim
Provides AI coding agents with durable architecture memory for repositories by …
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| 45588 |
devpilot
Claim
Manages dev server lifecycles for AI coding agents, providing structured proces…
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| 45589 |
AiAgentWalletMCP
Claim
Enables AI agents to access a marketplace of paid tools by automatically handli…
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| 45590 |
Amadeus MCP Server
Claim
Integrates with Amadeus Flight Offers Search API to provide flight search capab…
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| 45591 |
doorvault-mcp
Claim
Enables AI assistants to analyze rental property deals using DoorVault IDEAL Sc…
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| 45592 |
google_scholar_mcp
Claim
MCP server for searching academic papers via Google Scholar, retrieving metadat…
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| 45593 |
figma-developer-mcp
Claim
Enables coding agents like Cursor to access Figma design data, fetch layout and…
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| 45594 |
SoManyLemons MCP
Claim
AI-powered content marketing MCP server for creating branded video reels, Linke…
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| 45595 |
nmap-mcp-server
Claim
An MCP server that provides Nmap scanning tools such as ping, port scans, servi…
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| 45596 |
Pollinations MCP Server
Claim
Enables AI agents to generate images and text using Pollinations.ai, with SSE s…
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| 45597 |
Enables GitHub Copilot to perform markdown review, dependency checking, and AI-…
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| 45598 |
Super-Memory-TS
Claim
Local-first semantic memory server with project indexing for AI assistants. It …
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| 45599 |
MCPing
Claim
Enables AI assistants to send desktop notifications on macOS with rich formatti…
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| 45600 |
Pancake POS MCP
Claim
Model Context Protocol (MCP) server wrapping the Pancake POS REST API, enabling…
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