MCP Server Quality Scores

Independent quality analysis of 41668 public MCP servers

41668
Discovered
29322
Scored
2099
Verified
16952
Complete

Last updated 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41501
fDiosc
BugCatcher Claim
Bug reports, AI diagnosis, and status management for Cursor, Claude, Windsurf.
N/A N/A 95
41502
mizukaizen
melis x402 Tools — 22 pay-per-call APIs for AI agents. No accounts, no API keys…
N/A N/A
41503
w1561778301
An MCP server that automates Playwright-based UI and API testing, supporting te…
41504
axel-belfort
User agent string parser API for AI agents. Parse any user agent into structure…
81
41505
luthersystems
Designs, prices, and deploys AWS/GCP cloud infrastructure from plain-English re…
41506
krutovvv
A Docker-based workspace providing headless Chrome browser with CDP proxy and n…
81
41507
tendem-mcp Claim 1
AI + Human Agent platform for getting tasks done. Create, manage, and track tas…
N/A N/A 69
41508
CSOAI-ORG
plagiarism-checker-ai-mcp MCP server by MEOK AI Labs
N/A N/A
41509
abl030
An MCP server that gives AI agents full control over pfSense firewalls via the …
41510
snoe-findley
Enables AI agents to interface with Velociraptor for digital forensics and inci…
81
41511
LofiFren
Connects Ableton Live to AI through MCP, enabling prompt-assisted music product…
N/A N/A
41512
JayantPrakash
SampleMCP Claim
A demonstration MCP server that provides math (add/multiply) and weather tools,…
41513
hwqlet
Enables product search functionality via MCP, allowing Claude to search product…
N/A N/A
41514
databar-ai
Enables AI assistants to interact with Databar.ai's data enrichment API, allowi…
41515
mdz-axo
Provides comprehensive codebase analysis and semantic understanding through int…
N/A N/A 95
41516
Xenovative
Sage MCP Claim
An academic research server that provides LLMs with full-text search and retrie…
81
41517
CE-RISE-software
Helps plan and reuse CE-RISE Digital Passport components, models, and deploymen…
N/A N/A
41518
pishnuke
Enables fetching market and options data including OHLCV prices, option chains,…
81
41519
DasClown
Pharmaceutical R\&D Pipeline Intelligence for AI Agents — Clinical trials, FDA …
41520
ibraheem4
Linear Claim
Interact with Linear's API for managing issues, projects, and teams.
N/A N/A 95
41521
janwilmake
x-crm-mcp Claim
N/A N/A 95
41522
fouomene
MCP GeoData Placefinder: search places, reverse geocode, and find nearby locati…
N/A N/A
41523
Ethan-IS
swift-tuist Claim
N/A N/A 95
41524
mymedi-ai
# MedCode Oracle — Healthcare API for AI agents License-free medical coding, p…
81
41525
lwsinclair
Enables location-based services such as geocoding, reverse geocoding, finding n…
41526
LuiccianDev
A Python server implementing Model Context Protocol for advanced Microsoft Word…
N/A N/A 95
41527
UltraStarz
x402-sms Claim
Pay-per-call MCP server. $0.03 USDC sends one transactional SMS to a US phone n…
N/A N/A
41528
XiangXi011
Read-only MCP server for Alibaba Cloud MaxCompute, enabling safe querying of al…
41529
tao-izm
devpulse-mcp Claim
Zero-config MCP server that gives AI coding assistants a real-time diagnostic s…
N/A N/A
41530
Eureka-Labo
Enables task management and automated development tracking for Eureka Labo proj…
81
41531
listenrightmeow
Provide a sandbox environment to test and develop MCP servers compatible with C…
N/A N/A 95
41532
2646788106xh
scholarmcp Claim
N/A N/A 95
41533
n-backman
A self-hosted MCP server that wraps the official Todoist AI package to provide …
81
41534
ShigeruWakida
Enables AI assistants to send Windows toast notifications and dialog boxes, all…
N/A N/A
41535
dmae97
Production-ready multi-agent orchestration harness for Kimi Code CLI (K2.6): wo…
N/A N/A
41536 N/A N/A 95
41537 N/A N/A 95
41538
DiegoNogueiraDev
A local MCP server for RAG memory, semantic search, and context optimization us…
N/A N/A 95
41539
movias-eu
Query school vacation calendars for Belgium, Netherlands, and Luxembourg (2019-…
81
41540
restnfeel
digiloglabs Claim
digiloglabs mcp
N/A N/A 95
41541
hashgraph-online
A curated list of awesome plugins for AI assistants including Claude Code, Open…
N/A N/A
41542
jonthemediocre
An enterprise-grade Model Context Protocol server that consolidates multiple ap…
81
41543
keibai-hub
Japanese court-run real-estate auctions (BIT). 5 tools, ~1,480 active listings.…
41544
zral
Enables intelligent travel planning by combining weather forecasts and route ca…
81
41545
pendialek
Server that connects MCP (Multi-Capability Platform) with OpenHAB REST API, all…
N/A N/A 95
41546
tabaldi98
bunge-ds-mcp Claim
MCP server that exposes the @bunge/ds-components design system catalog, allowin…
N/A N/A
41547
darrentmorgan
Enables AI assistants to interact with Hostaway's property management platform …
81
41548
ai-jcce
Contexta Claim
Contexta gives AI assistants a persistent, typed memory layer backed by a knowl…
81
41549
isabelayepes
Weather Claim
Get up-to-date forecasts and US severe weather alerts. Check conditions for any…
N/A N/A 95
41550
Yussefgafer
Enables comprehensive file and document operations including image compression,…
81
Showing 41501–41550 of 41668 servers