MCP Server Quality Scores

Independent quality analysis of 66415 public MCP servers

66415
Discovered
31764
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 32 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4351
growthbook
growthbook-mcp Claim 2
B 75 54 73 61 N/A 68 83 93
4352
sharansahu
MCP SQL Agent Claim
An AI-powered SQLite assistant that converts natural language to SQL queries wi…
B 75 54 82 57 N/A 36 95 98
4353
Qvakk
Enables AI assistants to search and retrieve information about Terraform provid…
B 75 55 72 82 39 81 95
4354
monsterxx03
gospy Claim
Non-Invasive goroutine inspector
B 75 55 68 66 68 76 97
4355
bryanberger
Enables accurate WCAG color contrast checking and accessibility analysis by cal…
B 75 55 86 75 21 81 97
4356
1282saa
bk_mcp Claim 1
B 75 54 78 67 N/A 39 92 90
4357
amotivv
This MCP server provides email sending functionality using Protonmail's SMTP se…
B 75 55 90 61 N/A 39 81 92
4358
mikeysrecipes
Nostr MCP Server Claim 1
A Model Context Protocol server that enables AI models to interact with the Nos…
B 75 54 69 63 N/A 42 95 100
4359
microkorg
Codecks MCP Server Claim 1
Enables AI assistants to interact with Codecks project management for querying …
B 75 55 90 65 27 82 96
4360
kritsxxxiva-sudo
cli Claim
B 75 54 90 41 N/A 58 90 93
4361
serverless-dna
Enables Claude and other LLMs to search through any published MkDocs documentat…
B 75 55 72 62 70 81 94
4362
sethclawd-prog
schemaguard Claim
API Schema Drift Monitor — detect breaking changes in OpenAPI specs
B 75 54 76 58 N/A 50 95 91
4363
splinesreticulating
Icecast MCP Server Claim
Analyzes and optimizes Icecast streaming server configurations with automated s…
B 75 55 78 58 62 81 94
4364
priyankark
lighthouse-mcp Claim 2
MCP server for Google Lighthouse performance metrics
B 75 55 75 100 N/A 60 90 39
4365
Davidkata1234
devir Claim
A command-line interface and MCP server for managing and monitoring multiple de…
B 75 54 66 61 N/A 53 94 100
4366
mrkevindam
mcp-server-gsc Claim 1
B 75 54 88 60 N/A 24 89 99
4367
dd-dent
Enables AI consciousness continuity and self-knowledge preservation across sess…
B 75 55 84 61 54 82 90
4368
k-n-t-lam
Decide Test MCP Claim
Enables Claude to generate executable test cases from decision tables in CSV, J…
B 74 55 78 61 64 81 83
4369
call518
MCP-PostgreSQL-Ops Claim
🐘 Give AI assistants full PostgreSQL DBA superpowers — 30+ tools for performanc…
B 74 55 88 41 N/A 65 82 94
4370
yshan2028
google-scholar-mcp Claim 1
B 74 55 60 82 N/A 45 95 85
4371
Node-In-Layers
MCP Server Claim
A Node In Layers package that simplifies creation of MCP (Model-Control-Protoco…
B 74 55 78 68 38 82 93
4372
devlimelabs
A unified control center for managing MCP servers, providing tooling for enviro…
B 74 55 76 61 49 80 99
4373
danielefavi
Connects LLMs to GitHub and GitLab to analyze pull and merge requests for logic…
B 74 55 78 57 50 81 100
4374
sudanese
Ploi MCP Server Claim 1
Integrates Ploi.io API functionality into AI assistants for managing servers, s…
B 74 55 60 70 65 81 99
4375
citronlegacy
Deepghs MCP Claim 1
MCP server for the DeepGHS anime AI ecosystem. Dataset discovery, tag search, c…
B 74 55 73 73 45 81 94
4376
zhhbinn
YAPI MCP Server Claim 1
Enables AI assistants to manage YAPI API documentation by providing tools to cr…
B 74 55 78 66 48 80 90
4377
wrtnlabs
Calculator MCP Claim 1
A Model Context Protocol server that provides basic calculator functionality fo…
B 74 55 59 65 67 83 100
4378
neverinfamous
mysql-mcp Claim
Enterprise-grade MySQL MCP Server with OAuth 2.0, 106 tools, and Docker deploym…
B 74 54 94 26 N/A 83 95 73
4379
eiabhiram
Monitors API endpoint health by checking availability, measuring response times…
B 74 54 80 62 N/A 21 95 100
4380
omert11
Enables AI-powered translation of Django gettext .po files while intelligently …
B 74 54 78 60 N/A 38 95 93
4381
alankyshum
Enables storing and querying memories in a Neo4j knowledge graph with automatic…
B 74 55 86 51 58 81 93
4382
TheSethRose
A TypeScript template for building Model Context Protocol (MCP) servers that en…
B 74 54 68 68 N/A 38 92 100
4383
openpharma-org
Provides access to European company data and financial filings from multiple so…
B 74 55 90 53 50 82 87
4384
JoodasCode
SlopWatch MCP Server Claim 1
An AI accountability system that tracks what AI systems claim they will impleme…
B 74 55 84 100 N/A 28 95 41
4385
firgga-sunil
Provides production insights and code analysis by leveraging Nexus instrumentat…
B 74 55 78 66 46 82 92
4386
atharvagupta2003
MCP Stripe Server Claim 1
A server that integrates with Stripe for handling payments, customers, and refu…
B 74 55 84 55 45 81 98
4387
mjrestivo16
UniFi MCP Server Claim
Enables comprehensive management of UniFi Network infrastructure through 24 too…
B 74 55 94 55 42 81 87
4388
isdaniel
MySQL MCP Performance Tuning Server - AI-powered MySQL performance tuning capab…
B 74 54 96 26 N/A 67 92 90
4389
aywengo
Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry…
B 74 55 71 63 63 81 92
4390
ParthibanRajasekaran
MCP Weather Server Claim 1
A Model Context Protocol server that provides real-time weather data and foreca…
B 74 55 69 58 65 82 100
4391
GeneralJerel
Chess MCP Claim
Play interactive chess games through conversation with move validation, Stockfi…
B 74 54 84 61 N/A 24 95 94
4392
pnmice
Enables natural language management of Docker containers, images, networks, and…
B 74 55 80 61 47 81 95
4393
hlpsxc
Enables comprehensive video quality analysis including metadata extraction, GOP…
B 74 54 90 61 N/A 24 94 86
4394
iggredible
vim-mcp Claim
Connect Claude Code to Vim/Neovim - query state, execute commands, search help,…
B 74 54 78 67 N/A 28 90 97
4395
Handwriting-OCR
Handwriting OCR Claim 2
Integrate your applications with the Handwriting OCR service to effortlessly up…
B 74 54 90 61 N/A 21 90 95
4396
Sunalamye
A Node.js MCP server that wraps the Claude Code CLI to enable parallel executio…
B 74 55 90 58 44 80 90
4397
apitable
AITable.ai Model Context Protocol Server enables AI agents to connect and work …
B 74 55 76 100 49 81 50
4398
fctr-id
okta-mcp-server Claim
The Okta MCP Server is a groundbreaking tool built by the team at Fctr that ena…
B 74 55 90 37 N/A 68 86 91
4399
justfsl50
expense-mcp Claim
Personal Expense Tracker MCP Server — expenses, income, budgets & savings goals
B 74 55 60 82 N/A 52 82 90
4400
faisalhakim47
Enables AI agents to monitor and read Android notifications in real-time via Te…
B 74 55 72 100 N/A 31 82 71
Showing 4351–4400 of 66415 servers
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