MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9501
Dwhyte
An MCP server that provides tools to query and interact with MongoDB user colle…
C 67 54 63 52 N/A 21 95 93
9502
marcciosilva
Turns Confluence documentation into an AI-powered knowledge base, enabling natu…
C 67 54 72 42 N/A 21 95 95
9503
nitin-kumar101
A Retrieval-Augmented Generation system that enables uploading, processing, and…
C 67 54 54 66 N/A 19 95 94
9504
fish0710
Excel MCP Server Claim
Provides Excel file manipulation capabilities without requiring Microsoft Excel…
C 67 55 78 36 39 80 97
9505
SUSHRUTH3002
Enables multi-agent trip planning with coordinated specialized agents for team …
C 67 54 84 33 N/A 22 95 89
9506
asusevski
Model Context Protocol server that enables LLMs and AI assistants to retrieve r…
C 67 55 60 48 42 83 99
9507
BrunoSSantana
A proof of concept server that provides tools for accessing and managing Loomer…
C 67 54 66 43 N/A 42 95 86
9508
anishtejwanigemi-max
Figma MCP Server Claim
Enables interaction with Figma files through tools that list projects/files, fe…
C 67 55 72 82 N/A 26 95 44
9509
gpaul-mcp
Ravelry MCP Server Claim 1
A Model Context Protocol server that integrates with the Ravelry API, allowing …
C 67 55 51 65 45 80 96
9510
robobobby
mcp-danish-energy Claim 1
Provides access to Danish energy data from Energinet, including real-time elect…
C 67 55 66 56 30 82 92
9511
carlosduplar
Delegation MCP Claim
Intelligent routing layer that analyzes tasks and guides your AI agent to deleg…
C 67 55 60 91 N/A 46 95 35
9512
shibuiwilliam
MCP Data Wrangler Claim 2
A Model Context Protocol server for data wrangling that provides standardized i…
C 67 55 39 100 N/A 41 95 55
9513
sdimitrov
MCP Memory Server Claim
Implements long-term memory capabilities for AI assistants using PostgreSQL wit…
C 67 55 90 38 28 81 84
9514
NSANTRA
Enables Claude to perform retrieval-augmented generation using LangChain, Chrom…
C 67 54 70 30 N/A 40 95 97
9515
laibniz
ScholarFetch Claim
Multi-engine scholarly research server for search, traversal, full text, and re…
C 67 66 84 0 82 64 81 92
9516
csonigo
An MCP server that enables interaction with Datagouv APIs, primarily allowing u…
C 67 55 71 55 31 81 90
9517
greenoceanbird
An automated security operations center MCP server that uses LLMs and network a…
C 67 54 68 60 N/A 25 92 78
9518
meinzeug
MCP AI Bug Helper Claim
Provides emergency coding assistance by querying three AI coding models simulta…
C 67 55 60 71 31 81 82
9519
basementstudio
Provides access to classic DOS games like DOOM, Super Mario, Tetris, and Duke N…
C 67 55 54 100 N/A 25 95 48
9520
dbustosjr
A production-ready browser automation server that enables AI assistants to inte…
C 67 54 66 43 N/A 24 94 100
9521
rtcface
Allows interaction with MongoDB collections and documents through standardized …
C 67 55 74 61 28 78 86
9522
DaveDev42
Enables AI assistants to automate and test Tauri desktop applications through t…
C 67 54 78 28 N/A 37 89 96
9523
Merlin21x
A basic TypeScript implementation of the Model Context Protocol (MCP) server de…
C 67 55 60 87 N/A 27 95 54
9524
thomasfevre
A TypeScript/Node.js server that enables creating, deploying, and bridging Omni…
C 67 55 60 58 41 81 91
9525
6551Team
Twitter MCP Server Claim
Enables interaction with Twitter/X data to retrieve user profiles, search tweet…
C 67 55 64 41 52 80 100
9526
clpi
Say Hello Claim
Send quick, personalized greetings to anyone. Add playful flair with Pirate Mod…
C 67 54 56 55 N/A 29 95 95
9527
ProfessionalWiki
MediaWiki Claim
Enable Large Language Model clients to interact seamlessly with any MediaWiki w…
C 67 66 88 62 0 82 80 99
9528
danjam
MCP LaunchBox Claim 1
An MCP server that enables AI assistants to search and query your LaunchBox gam…
C 67 54 63 32 N/A 47 95 96
9529
QAStudio-Dev
QA Studio MCP Server Claim 1
Enables interaction with QA Studio test management platform directly from Claud…
C 67 66 86 71 0 71 78 99
9530
srikanth-paladugula
A Model Context Protocol server that enables Claude Desktop to interact with Mi…
C 67 55 47 67 49 80 91
9531
guangxiangdebizi
Quant2Ptrader-MCP Claim 1
Automatically converts JoinQuant quantitative trading strategies to Ptrade plat…
C 67 55 86 42 31 82 85
9532
financial-datasets
MCP server that provides AI assistants access to stock market data including fi…
C 67 55 66 41 50 80 99
9533
punkpeye
Notion MCP Server Claim
Enables AI agents to interact with Notion workspaces through the Notion API. Su…
C 67 55 92 65 44 81 37
9534
VaishnaviJagan
A standalone MCP server that exposes Petstore API endpoints as tools for AI ass…
C 67 55 94 41 22 78 86
9535
jayozer
Outscraper MCP Server Claim 1
A Model Context Protocol server that provides access to Outscraper's data extra…
C 67 55 65 51 49 81 90
9536
Aganium
mcp-server Claim
Bridge MCP servers to the AGENIUM agent:// network with DNS resolution and mTLS
C 67 66 94 72 0 55 80 99
9537
jcamier
A modular server implementation that integrates Auth0 OAuth 2.0 authentication …
C 67 54 72 43 N/A 18 95 97
9538
GJakobi
Hatchet MCP Server Claim 1
Enables monitoring and debugging of Hatchet workflows and jobs through MCP clie…
C 67 55 82 37 27 82 97
9539
open-strategy-partners
A suite of marketing tools from Open Strategy Partners including writing style,…
C 67 54 66 32 N/A 44 97 96
9540
DurkDiggler
Enables LLMs to execute Kali Linux security tools like nmap, sqlmap, and hydra …
C 67 55 60 65 26 81 98
9541
isaacwasserman
Snowflake Cube Server Claim 2
MCP Server for interacting with Cube semantic layers that provides tools for qu…
C 67 55 47 68 47 78 95
9542
bgheneti
Amazing-Marvin-MCP Claim
Model Context Provider for Amazing Marvin productivity app - Access your tasks,…
C 67 55 76 43 N/A 35 81 91
9543
zzstoatzz
Enables interaction with Tangled, a git collaboration platform built on AT Prot…
C 67 55 92 66 54 81 28
9544
BeehiveInnovations
PAL MCP Server Claim
A Provider Abstraction Layer that orchestrates multiple AI models (GPT-5, Gemin…
C 67 55 96 40 70 81 40
9545
isaacriehm
memory-mcp Claim
A self-organizing, persistent semantic memory layer that enables AI agents to s…
C 67 55 66 41 57 80 93
9546
kongyo2
A powerful Model Context Protocol (MCP) server that provides enhanced Google se…
C 67 55 60 100 43 81 40
9547
stucchi
nexi-xpay-mcp-server Claim 1
Enables AI assistants to query orders, transaction details, warnings/anomalies,…
C 67 54 57 45 50 95 90
9548
heyzgj
Provides comprehensive access to CoinMarketCap's cryptocurrency data including …
C 67 55 72 71 27 78 73
9549
okybaguslukmana
Superset MCP Server Claim 1
An MCP server for Apache Superset that enables AI models to manage dashboards, …
C 67 55 73 36 51 76 98
9550
first-it-consulting
Weather MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to fetch current wea…
C 67 55 63 46 43 81 100
Showing 9501–9550 of 67197 servers
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