MCP Server Quality Scores

Independent quality analysis of 41668 public MCP servers

41668
Discovered
29322
Scored
2099
Verified
16952
Complete

Last updated 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41401
valuein
Institutional-grade SEC financial data for AI agents — in one line of config. …
81
41402
JigsawStack
Generate images from text using advanced AI models. Learn more about jigsawstac…
N/A N/A 95
41403
pipeworx-io
Aviation Weather MCP — METAR, TAF, PIREPs, AIRMET/SIGMET, station info
41404
Automations-Project
Perplexity AI search, reasoning, research, and compute - MCP server, dashboard,…
N/A N/A
41405
rshivamrapid
test Claim
N/A N/A 95
41406
tylerwatson-db
Enables AI assistants like Claude to interact with Databricks workspaces throug…
81
41407
jianglisuda
Enables read-only MySQL database connectivity, allowing execution of SELECT que…
41408
CSOAI-ORG
agent-identity-trust-mcp MCP server by MEOK AI Labs
N/A N/A
41409
jalateras
weather Claim
An MCP server that provides weather alerts and forecasts using the National Wea…
N/A N/A
41410
CSOAI-ORG
compression-ai-mcp MCP server by MEOK AI Labs
N/A N/A
41411 N/A N/A 95
41412
MrSucik
EU261 flight delay compensation: check eligibility, compute EV, track fares. 6 …
41413
apiiro Claim 1
Ship software securely with an AI AppSec Agent
N/A N/A 81
41414
guzz-labs
epwforge-mcp Claim
EPW/DDY weather files - TMY/AMY/CMIP6 morphing, UHI, events, smoke. 3 of 4 tool…
41415 N/A N/A 95
41416
getonbrd
Get on Board Claim
Recruiter-scoped search across Latin America's largest tech talent pool. OAuth-…
41417
Control Google Home and Amazon Alexa speakers from Claude Desktop using natural…
N/A N/A 81
41418
@juice928
leiga_mcp_smithery Claim
N/A N/A 95
41419
sevaepsteyn
Enables interaction with Ubiquiti UISP API for managing network devices, sites,…
41420
PublikPrinciple
Enables AI systems like Claude to activate advanced reasoning patterns, domain …
41421
vishaltorc
Local-first semantic memory layer for MCP agents. Recall, remember, forget, sta…
N/A N/A
41422
opsconduit
jobber-mcp Claim
Customer-hosted, read-only MCP server for Jobber operations queries: owner acti…
41423
AutomattaIA
Enables restaurant reservation management and schedule checking through Supabas…
N/A N/A 95
41424
fahassan00
Email validation and SMTP verification for Claude Desktop, Cursor, and Claude C…
N/A N/A
41425
analyticsinmotion
mcp-listen Claim
Give your AI agents the ability to listen. Microphone capture and speech-to-tex…
N/A N/A 95
41426
CSOAI-ORG
data-science-ai-mcp MCP server by MEOK AI Labs
N/A N/A
41427
ForLegalAI
Let your AI assistant create professional Office documents — PowerPoint, Word, …
41428
astein91
StackSherpa Claim
Compare API providers based on real-time pricing, performance benchmarks, and k…
81
41429
SFLuv
sfluv-mcp Claim
MCP server for SFLUV that exposes workflows, votes, and wallet data to AI agent…
41430
TT-Wang
Persistent, self-evolving memory plugin for Claude Code. Background miner extra…
N/A N/A 95
41431
lfnovo
Analyzes codebases from local directories, GitHub, and Azure DevOps, providing …
41432
JayantCBX
Enables querying Google Search Console and Google Analytics 4 data to retrieve …
81
41433
umuterdal
Blindspot is a local, general-purpose context engine for AI coding agents. It h…
N/A N/A
41434
ellenfel
A basic Python implementation of a Model Context Protocol server for educationa…
41435
andreimatveyeu
A Model Context Protocol (MCP) server that enables AI tools like chatbots to in…
81
41436
lakshyamehta03
MCP server for the Internet Archive's Wayback Machine. Search archived snapshot…
41437
ebin198351-akl
Agent Room Claim
A multi-agent collaboration layer for AI coding agents enabling real-time commu…
41438
makingendless
Endless Claim 1
MCP server for Endless, an all-in-one platform to collaborate, transform, and c…
N/A N/A 95
41439
tuskermanshu
vue-mcp-next Claim
Enables real-time debugging and state manipulation of Vue.js applications throu…
N/A N/A
41440
funcion90
Enables interaction with Notion workspaces through the Notion API with health m…
N/A N/A 95
41441
ronamosa
Enables AI agents to send, read, search, and organize emails via ProtonMail usi…
41442
daveosterjr
Enables AI assistants to create, design, and send physical postcards directly t…
81
41443
rafael-castelo
Enables image processing tasks such as resizing, compressing, converting format…
N/A N/A
41444
DrBaher
sign-cli Claim
Agent-first e-signature MCP server with offline PAdES signing and hash-chained …
N/A N/A
41445
swift-sBi5
mistaike-ai Claim
N/A N/A 95
41446 N/A N/A 95
41447
Elraian
mcpvault Claim
Local, encrypted credential vault for AI agents that enables secure multi-accou…
N/A N/A
41448 N/A N/A 95
41449
win8428
Enables cold email marketing automation with campaign management, lead tracking…
41450
Sealjay
mcp-signal Claim
Local Signal MCP server: read via Signal Desktop, send via signal-cli
N/A N/A
Showing 41401–41450 of 41668 servers
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