MCP Server Quality Scores

Independent quality analysis of 59573 public MCP servers

59573
Discovered
29905
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
59451
CSOAI-ORG
grammar-fix-ai-mcp MCP server by MEOK AI Labs
N/A N/A
59452
SherryLi-vc
Enables AI agents to manage hierarchical memory with Markdown-based storage, ti…
59453
mukul8896
Provides a safe trading toolkit for AI agents with market data, indicators, pap…
N/A N/A
59454
Sherif-Aboulnasr
Enables AI agents to capture screen regions by defining a visual overlay or arb…
N/A N/A
59455
louiscklaw
hko-mcp Claim
MCP server with basic demonstration of getting weather from Hong Kong Observato…
N/A N/A 95
59456
vibhasdutta
context-mcp Claim
Provides persistent memory and a codebase knowledge graph for AI coding assista…
N/A N/A
59457
ciaraadkins
Enables AI assistants to integrate Amplitude analytics for tracking events, pag…
59458
j-east
AI image and video generation, editing, and transplant-grade region repair. Mul…
N/A N/A
59459
aauth-dev
@aauth/praca Claim 1
An MCP server that brokers discovery and interaction with AAuth resources, prov…
N/A N/A 95
59460
file-organizer Claim 1
Security-hardened file organizer with smart categorization and duplicate detect…
N/A N/A 81
59461
7mza
An MCP server that provides fast and up-to-date IP geolocation data.
N/A N/A
59462
Axiomatic-AI
MCP server enabling AI assistants to access the Axiomatic_AI Platform for scien…
59463
greatquestion
Great Question is the Agentic UX research platform for product builders. Run in…
81
59464
bodyegypt
Turkey Data Claim
Live Turkey data: gold prices, TCMB FX rates, fuel prices, prayer times, Kandil…
N/A N/A
59465
Create and manage forms, collect submissions — a headless form builder powered …
N/A N/A 81
59466
caboose-mcp
Caboose MCP Claim
A comprehensive personal AI toolserver that exposes 105 tools across 25 groups—…
81
59467
ryar001
Enables fetching financial statements (Income Statement, Balance Sheet, Cash Fl…
59468
JoelBondoux
Work-Timer Claim
An MCP server for time tracking and billing that allows freelancers to control …
N/A N/A
59469
mapleleavessssssss-wq
vivado-mcp Claim
A minimal MCP server that provides 25 tools and 5 hooks to control Xilinx Vivad…
N/A N/A
59470
konashevich
Searches AustLII for Australian legislation and case law, enabling AI agents to…
59471
qdzsh
agy-ui-mcp Claim
Delegates frontend/UI refinement to Gemini via agy CLI, using iterative vision …
N/A N/A
59472
aazizisoufiane
A production-grade MCP server providing a persistent Python REPL with multi-ses…
59473
HimanshuSharmaKUL
mcp-spotify Claim
Enables AI agents to create, manage, and populate Spotify playlists using the S…
59474
amp-rh
A production-ready FastMCP server template with modular architecture for buildi…
81
59475
MCP-Mirror
MCPDocSearch Claim
Crawls documentation websites and provides semantic search capabilities over th…
N/A N/A 95
59476
BrennanWebb
KiroStats Claim
Real-time credit usage and session tracking for Kiro IDE, reading from local st…
N/A N/A
59477
Albaker-Group
MCP server that lets Claude (or any MCP-compatible client) compare on-demand co…
59478
YogiboKorea
A Node.js MCP server example with user management, task management, and calcula…
59479
AgentsID-dev
MCP server that protects shell, file, database, git, and HTTP operations with p…
N/A N/A
59480
lianekai
Provides table structure browsing and read-only query capabilities for DM8 data…
N/A N/A
59481
bakissation
Gives MCP clients access to Google Workspace (Gmail, Drive, Calendar, Sheets, D…
N/A N/A
59482
keboola
interact with Keboola Connection Data Platform. This server provides tools for …
N/A N/A 95
59483
daedalus
Enables network scanning and reconnaissance through MCP tools, leveraging nmap …
N/A N/A
59484
GoodFaithExteriors
Provides browser automation capabilities using Playwright, allowing LLMs to int…
59485
Emile-Andre
Enables AI agents to autonomously manage Google Colab GPU sessions, submit and …
59486
asdasgusdas
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
59487
Leo-Martin-Pala
An MCP server for working with the Võro language: local dictionary and corpus l…
59488
igmarin
Rails development skills, docs, and workflows exposed through MCP stdio.
N/A N/A
59489
okx-wallet-H
Unified MCP console for OKX's full ecosystem, integrating CEX, onchain, predict…
59490
tetmin
Local-only MCP server that exposes Beeper Texts data (messages, chats, contacts…
N/A N/A
59491
MetaBrain-Labs
Converts ComfyUI workflows into MCP tools for AI agents to generate images, vid…
59492
raylow-x
mcpsmith Claim
deposit pour un test n8n
N/A N/A 95
59493
swamy.fwd
av1 Claim
N/A N/A 95
59494
HBPEKING-TKS
Enables AI agents to automate COMSOL Multiphysics simulations, including model …
N/A N/A
59495
hendrikkieft
qb-mcp Claim 1
An MCP server that enables AI agents to interact with QuickBooks Online account…
81
59496
weyand138-netizen
Enables AI agents to control Home Assistant smart home devices via MCP, with ze…
59497
CHIHI913
MCP server enabling AI agents to read, write, and manage Google Sheets, includi…
N/A N/A
59498
Osyanne
Read, analyze, create, and edit ProjectLibre project files (.pod/.xml) from Cla…
N/A N/A
59499
ramarivera
PAL MCP Claim
A Model Context Protocol server that connects multiple AI models into a single …
59500
grokeverything
Comprehensive MCP server for local Microsoft Outlook automation, providing 64 t…
N/A N/A
Showing 59451–59500 of 59573 servers