MCP Server Quality Scores

Independent quality analysis of 45732 public MCP servers

45732
Discovered
29516
Scored
2112
Verified
16952
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
45551
arjunprabhulal
Enables searching YouTube videos via SerpAPI, returning video details such as t…
45552
dcpurnell
Enables AI assistants to manage Microsoft 365 and Outlook calendars through the…
81
45553
fcfrasca
A decentralized 32×32 pixel-war execution grid for autonomous AI agents on Base…
81
45554
matteoantoci
Provides financial data tools including stock prices, news, forex, fundamentals…
45555
franlealp1
Enables AI assistants to create, read, and manipulate Microsoft Word documents …
N/A N/A 95
45556
moonbanking
Provides AI agents with live access to a global directory of consumer and busin…
45557
aixsignal
smithly-aix Claim
N/A N/A 95
45558
JigsawStack
Scrape any website instantly and get consistent structured data in seconds with…
N/A N/A 95
45559
tommyil
Tag, rename, and enrich PDFs and images. Free tier: 1,500 tags/month, no credit…
45560
ColorSource
Stealth browser automation for AI agents, using source-patched Chromium to bypa…
N/A N/A
45561
shivamprasad99
Lets coding agents control and inspect a live Chrome browser via the Model-Cont…
N/A N/A
45562
dokdosolutions-us
jam Claim
🍓🫙 MCP server for Toast POS — restaurant operations, inventory, orders, analyti…
N/A N/A
45563
AgiFlow
OpenSkill Claim
An MCP server that makes Anthropic Skills universally accessible across coding …
N/A N/A
45564
bountyyfi
A proof-of-concept MCP server for security research demonstrating a multi-phase…
N/A N/A
45565
perception30
Enables AI assistants to connect to browser DevTools and backend debuggers for …
N/A N/A
45566
Digital-Crew-Technologies
Enables to fetch and update workspace profile settings for the Digital Crew Max…
45567
ninjackster
A dependency-free MCP server that reads Reddit through its RSS feeds, enabling …
45568
yintzuyuan
A unified MCP server for Glyphs font design software, integrating handbook quer…
N/A N/A
45569
finlynq
FinLynq Claim
open-source personal finance app with a first-party MCP server. 91 HTTP tools (…
45570
major7apps
tiingo-mcp Claim
An MCP server that wraps the Tiingo financial data API, enabling access to stoc…
45571
exomind-team
Unifies MiniMax's multimodal generation, web search, image understanding, audio…
45572
deeprave
mcp-guide Claim
Enables AI agents to access and manage project guidelines, documentation, and c…
45573
RFingAdam
Enables AI agents to control Copper Mountain Vector Network Analyzers over TCP/…
45574
juergenkoller-software
Inkra MCP Claim
MCP bridge for Inkra — drive a native macOS Markdown editor (SwiftUI + AppKit, …
N/A N/A
45575
rh-rahulshetty
AutoMCP Claim
Automatically converts CLI tools, APIs, and programs into MCP servers for LLM a…
N/A N/A
45576
node2flow-th
MCP server for the Notion API, enabling management of pages, blocks, databases,…
N/A N/A
45577
KpihX
tick-mcp Claim
Enables AI assistants to manage TickTick tasks, projects, habits, tags, and foc…
45578
CSOAI-ORG
Canada Aida Ai automation via MCP. Includes classify ai system, impact assessme…
N/A N/A
45579
jezweb
Provides access to NASA's open APIs including astronomy imagery, Mars rover pho…
45580
Magnazee
MCP server with Streamable HTTP transport, deployed on Railway, offering tools …
45581
mathias.steffen
oc_0815 Claim
N/A N/A 95
45582
hosthobbit
Enables AI assistants to manage WHM hosting accounts and server administration …
45583
waggle-sensor
A Model Context Protocol (MCP) server for interacting with the Sage Grande Test…
45584
DingDawg-dev
Financial analysis AI. Forecasting, audit prep, SOX/GAAP compliance. Accuracy c…
N/A N/A 83
45585 N/A N/A 95
45586
LogicStamp
MCP server that provides AI assistants with structured access to codebases via …
N/A N/A
45587
engincankaya
Provides AI coding agents with durable architecture memory for repositories by …
N/A N/A
45588
benseverndev-oss
devpilot Claim
Manages dev server lifecycles for AI coding agents, providing structured proces…
N/A N/A
45589
anuragsinghbhandari
Enables AI agents to access a marketplace of paid tools by automatically handli…
81
45590
donghyun-chae
Integrates with Amadeus Flight Offers Search API to provide flight search capab…
45591
cavasotti
Enables AI assistants to analyze rental property deals using DoorVault IDEAL Sc…
45592
Byron993
MCP server for searching academic papers via Google Scholar, retrieving metadat…
N/A N/A
45593
Cangnt5
Enables coding agents like Cursor to access Figma design data, fetch layout and…
N/A N/A
45594
NoMiddleInc
AI-powered content marketing MCP server for creating branded video reels, Linke…
N/A N/A
45595
jarrodcoulter
An MCP server that provides Nmap scanning tools such as ping, port scans, servi…
N/A N/A
45596
jpbester
Enables AI agents to generate images and text using Pollinations.ai, with SSE s…
N/A N/A
45597
owainow
Enables GitHub Copilot to perform markdown review, dependency checking, and AI-…
45598
Veedubin
Local-first semantic memory server with project indexing for AI assistants. It …
N/A N/A
45599
toolprint
MCPing Claim
Enables AI assistants to send desktop notifications on macOS with rich formatti…
N/A N/A
45600
svn4pro
Model Context Protocol (MCP) server wrapping the Pancake POS REST API, enabling…
Showing 45551–45600 of 45732 servers