MCP Server Quality Scores

Independent quality analysis of 66415 public MCP servers

66415
Discovered
31764
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4201
tosin2013
AI-powered architectural analysis server for software projects. Provides techno…
B 75 55 90 33 85 81 90
4202
BACH-AI-Tools
CEDAR MCP Server Claim
Enables interaction with the CEDAR (Center for Expanded Data Annotation and Ret…
B 75 55 78 68 42 81 100
4203
Qvakk
Enables AI assistants to search and retrieve information about Terraform provid…
B 75 55 72 82 39 81 95
4204
masseater
Enables creation and querying of knowledge bases using Google's Gemini API File…
B 75 55 72 72 57 81 92
4205
danbugs
Enables Claude to manage Google Drive files and folders through natural languag…
B 75 55 94 65 19 81 100
4206
aircodelabs
The ultimate AI-powered generator for llms.txt and llms-full.txt files.
B 75 54 84 46 N/A 56 95 89
4207
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
4208
ljy9303
MapleStory MCP Server Claim 1
Provides structured access to Nexon's MapleStory Open API, allowing users to qu…
B 75 55 80 71 28 83 100
4209
littlebearapps
outlook-assistant Claim
Ask your AI assistant to search your inbox, send emails, schedule meetings, man…
B 75 55 71 83 62 83 73
4210
JanNafta
Integrates PropellerAds' programmatic advertising platform with AI to automate …
B 75 55 90 91 42 81 53
4211
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
4212
Oluwatunmise-olat
mcp-server-logs-sieve Claim 1
Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS…
B 75 55 67 68 77 78 89
4213
samber
Enables execution of Go code in the Go Playground sandbox and generation of sha…
B 75 55 94 75 70 81 48
4214
Siddhant-K-code
MCP server designed to help you search and analyze your photo library (iCloud -…
B 75 54 94 53 N/A 39 90 89
4215
leafeye
lunchmoney-mcp Claim 1
An MCP server that lets AI assistants interact with your Lunchmoney data, enabl…
B 75 54 69 67 N/A 45 95 92
4216
renjismzy
Enables comprehensive code analysis including quality assessment, security vuln…
B 75 54 78 63 N/A 49 95 83
4217
serverless-dna
Enables Claude and other LLMs to search through any published MkDocs documentat…
B 75 55 72 62 70 81 94
4218
beverage
Integrates the levelang.app translation API with AI assistants to provide trans…
B 75 55 60 82 56 83 92
4219
blueprint-infrastructure
Solentic Claim
Native Solana staking infrastructure for AI agents. 18 MCP tools for staking, u…
B 75 55 63 80 49 81 100
4220
zinja-coder
apktool-mcp-server Claim
APKTool MCP Server is a MCP server for the Apk Tool to provide automation in re…
B 75 54 72 45 N/A 72 92 97
4221
Phoenixrr2113
Debugger MCP Server Claim 1
Provides real-time debugging, code quality monitoring, and performance insights…
B 75 54 94 61 N/A 28 90 89
4222
sethclawd-prog
schemaguard Claim
API Schema Drift Monitor — detect breaking changes in OpenAPI specs
B 75 54 76 58 N/A 50 95 91
4223
chrismannina
PubMed MCP Server Claim
A comprehensive Model Context Protocol server that enables advanced PubMed lite…
B 75 55 100 48 42 81 94
4224
Jeetanshu18
Tavily MCP Server Claim
Provides AI assistants with real-time web search capabilities, intelligent data…
B 75 55 84 70 43 81 90
4225
streamnative
Developer-friendly MCP server bridging Kafka and Pulsar protocols—built with ❤️…
B 75 54 90 37 N/A 73 89 87
4226
bbangjooo
MCP Installer Claim
Enables finding, configuring, and installing Model Context Protocol (MCP) serve…
B 75 55 86 100 N/A 25 95 49
4227
ExpertVagabond
guardrails Claim
AI Agent Guardrails MCP server - security layer
B 75 54 90 38 N/A 50 95 99
4228
HelloGGX
Shadcn-vue MCP Server is a powerful AI-driven tool that helps developers instan…
B 75 55 84 58 53 81 94
4229
EnventDigital
Enables Adobe Express add-on developers to scaffold projects, access code examp…
B 75 55 90 61 35 81 99
4230
XIADENGMA
Enables real-time user intervention for MCP agents through a web UI, allowing u…
B 75 55 72 62 74 82 88
4231
Qiskit
Qiskit MCP Server Claim 1
MCP server for Qiskit quantum computing with circuit serialization utilities
B 75 54 69 43 N/A 77 95 99
4232
jonnybottles
A Python-based MCP server that enables AI agents to query the Microsoft 365 Roa…
B 75 55 54 70 68 95 91
4233
kzmshx
youtube-mcp Claim 1
An MCP server that enables the extraction of transcripts and detailed metadata …
B 75 55 51 82 73 81 91
4234
DavidCho1999
Enables users to search and navigate over 22,500 indexed sections across 16 Can…
B 75 55 84 51 58 80 99
4235
SonAIengine
ku-portal-mcp Claim 2
Enables Korea University students to query their KUPID portal and Canvas LMS us…
B 75 55 63 82 52 95 78
4236
up2itnow0822
ReadyTrader-Stocks Claim
Enables AI agents to execute stock trading operations with built-in risk contro…
B 75 55 70 67 63 81 96
4237
Fabien-desablens
A Model Context Protocol server that extracts webpage creation, modification, a…
B 75 55 75 91 68 80 55
4238
Aaryan-Kapoor
MCP Character Tools Claim 1
Provides 14+ character-level text analysis tools that give LLMs the ability to …
B 75 55 78 56 59 84 95
4239
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
4240
monsterxx03
gospy Claim
Non-Invasive goroutine inspector
B 75 55 68 66 68 76 97
4241
Vivek-k3
Models PLUS Claim
Provides comprehensive AI model metadata through MCP, enabling search and filte…
B 75 55 84 60 49 80 95
4242
1282saa
bk_mcp Claim 1
B 75 54 78 67 N/A 39 92 90
4243
108yen
memo-mcp Claim 1
This is an MCP server that enables agents to record, search, and retrieve memos…
B 75 55 82 82 N/A 69 95 41
4244
Rz017
Tavily MCP Server Claim 1
Provides AI assistants with real-time web search capabilities and intelligent d…
B 75 55 84 70 42 80 90
4245
bradrisse
kanban-mcp Claim
Enables AI assistants to manage Planka kanban boards, including creating, updat…
B 75 55 88 100 27 95 41
4246
cslv1
Enables AI agents to traverse SysML v2 model graphs, query requirements, and pe…
B 75 54 86 58 N/A 35 88 98
4247
ZilongXue
ClaudePost Claim 2
A Model Context Protocol server that provides a seamless email management inter…
B 75 54 85 53 N/A 43 95 89
4248
prazedotid
UUID MCP Provider Claim
A simple Model Context Protocol server that provides timestamp-based UUID v7 id…
B 75 55 72 87 41 81 85
4249
tobioffice
SearXNG MCP Server Claim 1
An MCP server that integrates with the SearXNG API to provide comprehensive web…
B 75 55 79 67 48 80 94
4250
overpod
mcp-telegram Claim
Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching …
B 75 55 76 58 N/A 75 76 92
Showing 4201–4250 of 66415 servers
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