MCP Server Quality Scores

Independent quality analysis of 58073 public MCP servers

58073
Discovered
29856
Scored
2112
Verified
16953
Complete

Last updated 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57651
Cbrown35
Enables natural language management of 20i web hosting services, including doma…
57652
muhammedehab35
Advanced Token-Optimized Object Notation MCP server that compresses JSON with u…
57653
sarvea45
MCP server that exposes a university course catalog to LLMs, enabling course se…
57654
pslkk
Industry-grade MCP gateway for OpenClaw environments with three core capabiliti…
57655
JUNKDOGE-JOE
ae-mcp Claim
Enables MCP clients to drive Adobe After Effects via a Python server and CEP pa…
N/A N/A
57656
moonbanking
Provides AI agents with live access to a global directory of consumer and busin…
57657
oculairmedia
An MCP server for controlling SideFX Houdini via hrpyc, enabling AI assistants …
57658
katokdoescode
An MCP server that exposes Nuxt UI documentation and resources via a standardiz…
57659
dewtech-technologies
Secure MCP server for YouTube intelligence — 18 tools, OAuth2, OWASP Top 10 con…
N/A N/A
57660
BuildWithBeacon
A collection of over 20 specialized MCP servers that enable LLMs to manage cust…
57661
Marary
Enables sending emails (including mass emailing), querying, updating, and cance…
57662
esakrissa
A Model Context Protocol (MCP) server that allows LLMs to search for hotels and…
57663
Captain-Jay29
polyg-mcp Claim
A multi-graph memory MCP server that traces cause-effect chains across semantic…
N/A N/A
57664
harsh5i
Flux Memory Claim
Flux Memory is an MCP server that provides a self-organizing weighted graph mem…
N/A N/A
57665
GenAICPA
A Model Context Protocol server that provides access to the GLEIF REST API for …
57666
mathiaschu
Enables AI assistants to manage Google Ads accounts by providing tools for quer…
N/A N/A 95
57667
monteiro-consulting
eaight Claim
An AI-native web browser that exposes a full MCP server, letting Claude Code, C…
N/A N/A
57668
jams24
Manage crypto payments, stores, digital products, and orders via InventPay
N/A N/A 95
57669
Search and compare products from Singapore, SEA, and US markets via MCP.
N/A N/A 81
57670
scarter4work
Enforces client-mandated development workflows with audit trails, state persist…
N/A N/A
57671
SantipBarber
Enables LLMs to search Odoo modules in OCA repositories using hybrid search (se…
57672
OAuthBringer
Enables task, project, section, label, and comment management via Todoist's API…
57673
nikkomiu
incus-mcp Claim
MCP server for managing Incus containers and VMs via the incus CLI. Supports op…
N/A N/A
57674
nodejsmcp Claim 1
A Forgejo MCP Server
N/A N/A 76
57675
bermingham85
Enables ChatGPT to perform filesystem operations, execute PowerShell commands, …
N/A N/A
57676
ecidk
Supercharge Claude Desktop with bulk analysis of 1500+ user research calls, val…
57677
markhilton
MCP server for Adobe Customer Journey Analytics, enabling AI-powered analytics …
57678
farr1102work-bzcc
https://mempalace-mcp.vercel.app/ — Register or sign in here first to create yo…
81
57679
shenmali
An open-source Python MCP server for AI-assisted interview preparation.
N/A N/A
57680
CSOAI-ORG
Basel III + SR 11-7 + ECB TRIM AI/ML model risk management for banks deploying …
N/A N/A 81
57681
pureugong
Enables AI assistants to check the Magic Meal Kits server version through a sin…
57682
rfalexandre
Pharus MCP Claim
A Python MCP server for integrated discovery and querying of investigative serv…
81
57683
Nasty-Fury
server Claim
Construction data API for AI agents: calculators, codes, costs, products, bench…
57684
kitsanannam-hue
minimax Claim
N/A N/A 95
57685
hongwenwang36-eng
Enables automated control of Ansys Workbench, Mechanical, and MAPDL through scr…
N/A N/A
57686
ak123aryan
Dalal Street MCP server connects to Indian stock market data, delivering live N…
81
57687
Suchit-Chaudhari
Enables fetching jokes (e.g., Chuck Norris jokes) via the Model Context Protoco…
57688 N/A N/A 95
57689
carljmosca
An MCP server running in the browser via WebAssembly, providing tools like getC…
N/A N/A
57690
michaelzrork
Provides AI assistants with access to Google Workspace APIs including Sheets, C…
57691
lorenzouriel
MCP server for safely exposing SQL Server database capabilities to LLM clients,…
N/A N/A
57692
CSOAI-ORG
AI-powered vector knowledge graph MCP server for agents. Supports add node, add…
N/A N/A
57693
pietrodileo
MCP server that enables AI assistants to interact with InterSystems IRIS databa…
57694
zly1203
Peek Claim
Enables AI agents to take screenshots of local web pages and capture user-selec…
N/A N/A
57695
a-kabe-1qio
Full automation for Japan's SSW visa. 42 MCP tools for application pattern dete…
81
57696
samitugal
Connects Claude to your Strava account so you can query your activities, stats,…
57697
bjorndavidhansen
Enables Claude Desktop to access and manage Google Ads data, including campaign…
57698
OlegVasilievCS
An MCP server bridging AI agents with enterprise productivity suites, enabling …
N/A N/A
57699
Exploratory-Projects
MCP server that enables AI agents to instantly understand, generate pattern-awa…
N/A N/A
57700
dbtkd1801
chat Claim
N/A N/A 95
Showing 57651–57700 of 58073 servers