MCP Server Quality Scores

Independent quality analysis of 59221 public MCP servers

59221
Discovered
29892
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 19 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4351
sanchisingh01
An MCP server that enables Gmail integration, allowing users to manage emails (…
B 75 54 71 63 N/A 43 95 97
4352
TenBarrel6
TestRail MCP Server Claim 2
Enables AI assistants to interact directly with TestRail instances for managing…
B 75 55 90 75 47 83 69
4353
shayonpal
mcp-for-docs Claim 1
Automatically crawls documentation websites, converts them to organized markdow…
B 75 55 78 100 N/A 58 90 35
4354
shex1627
MCPMake Claim
Enables management and execution of Python scripts with automatic LLM-extracted…
B 75 55 84 100 N/A 21 95 52
4355
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
4356
iamjpsharma
MCP Memory Server Claim 1
A persistent local vector memory server that allows users to store and search p…
B 75 54 84 51 N/A 51 90 96
4357
jonnybottles
A Python-based MCP server that enables AI agents to query the Microsoft 365 Roa…
B 75 55 54 70 68 95 91
4358
bryanberger
Enables accurate WCAG color contrast checking and accessibility analysis by cal…
B 75 55 86 75 21 81 97
4359 B 75 54 72 66 N/A 54 92 90
4360
evilbuck
Extracts and manages job postings from HackerNews 'Who's Hiring' threads, enabl…
B 75 54 90 56 N/A 16 95 100
4361
mikeysrecipes
A server that integrates the dnstwist DNS fuzzing tool with MCP-compatible appl…
B 75 54 78 57 N/A 41 95 96
4362
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
4363
heruujoko
Enables automated GitHub Pull Request reviews using local Ollama, Cursor CLI, o…
B 75 55 90 67 28 81 96
4364
circuitry-dev
Connects AI coding agents to Circuitry's visual workflow platform, enabling the…
B 75 54 84 63 N/A 31 95 92
4365
evalstate
mcp-miro Claim 2
Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for RES…
B 75 55 84 68 44 76 93
4366
sadjad-chrono
MCP Learning Claim
A learning-focused MCP server that demonstrates how to build arithmetic tools f…
B 75 54 74 58 N/A 44 95 100
4367
luisfelipesena
Webots MCP Server Claim
Enables real-time monitoring and control of any Webots robot simulation, provid…
B 75 54 82 62 N/A 22 95 99
4368
gamalan
mcp-email-client Claim
A Python-based MCP server for managing email configurations, sending emails, an…
B 74 54 90 61 N/A 25 90 92
4369
JOravetz
A comprehensive MCP server for professional trading operations with Alpaca, pro…
B 74 55 84 66 28 83 95
4370
standardbeagle
Harvest MCP Server Claim 1
A Model Context Protocol server that integrates with the Harvest API v2, enabli…
B 74 54 81 60 N/A 29 95 94
4371
wong2
litemcp Claim
A TypeScript framework for building MCP servers elegantly
B 74 54 90 61 N/A 56 95 59
4372
dahlia
Clipboard MCP Claim
Provides tools for reading and writing system clipboard data across Linux, macO…
B 74 55 56 82 N/A 42 95 90
4373
Cyreslab-AI
Check if your accounts or passwords have been compromised in data breaches. Uti…
B 74 55 78 100 N/A 36 81 58
4374
ReGenNow
regennexus-mcp Claim
AI-controlled hardware: GPIO, robotics, sensors, cameras, mesh networking for I…
B 74 54 90 43 N/A 47 92 93
4375
lukasmki
Enables AI agents to search the Chemspace API for synthesizable building blocks…
B 74 55 76 65 47 81 95
4376
KatoMato65
Time-MCP Claim 1
Checks and returns the itme
B 74 54 72 52 N/A 45 95 100
4377
pablof7z
MCP Money Claim 1
An MCP server to provide AI agents money functionalities via Nostr and Cashu.
B 74 55 75 100 20 81 77
4378
isdaniel
MySQL MCP Performance Tuning Server - AI-powered MySQL performance tuning capab…
B 74 54 96 26 N/A 67 92 90
4379
devlimelabs
A specialized diagnostic framework that enables AI models to self-diagnose and …
B 74 54 84 61 N/A 37 95 83
4380
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
4381
manimohans
Provides tools to fetch and search news from The Verge's RSS feed, allowing use…
B 74 55 70 65 52 80 99
4382
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
4383
ampcome-mcps
Enables users to search Airbnb listings with advanced filtering options and ret…
B 74 55 84 100 44 81 43
4384
huchunlinnk
Provides Kubernetes cluster management capabilities through natural language vi…
B 74 55 80 66 45 81 90
4385
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
4386
mariomosca
NotesKeep MCP Server Claim 1
Enables users to manage their notes on NotesKeep directly through Claude Code o…
B 74 55 72 70 45 80 98
4387
shuttle-hq
Neptune MCP Server Claim
Enables AI agents to deploy applications to AWS with DevOps capabilities by aut…
B 74 55 60 66 78 76 99
4388
k-chrispens
Enables exploration and organization of research ideas using a hierarchical til…
B 74 55 94 83 N/A 46 95 34
4389
twolven
CodeSavant Claim
Provides code manipulation, execution, and version control capabilities. It all…
B 74 54 80 60 N/A 36 84 100
4390
anu-june
Confluence MCP Server Claim 1
Enables AI assistants to interact with Atlassian Confluence Cloud by providing …
B 74 55 78 65 42 78 100
4391
ajtudela
Nav2 MCP Server Claim
Enables control and monitoring of Nav2 navigation operations, including navigat…
B 74 54 88 36 59 92 90
4392
2996371275
MCP Unity Claim
Implementation of the Model Context Protocol for Unity Editor, allowing AI assi…
B 74 54 72 65 N/A 41 95 88
4393
santanu2908
demo-mcp-01 Claim
A starter MCP server that provides a calculator tool for performing basic arith…
B 74 54 70 55 N/A 53 95 97
4394
xunxiing
AstrBot MCP Claim 1
Provides operational control and automation tools for AstrBot developers, enabl…
B 74 55 62 82 70 81 75
4395
deciduus
calendar-mcp Claim
calendar-mcp
B 74 55 90 66 22 82 95
4396
meshpop
vssh Claim
SSH tunnel and remote server management MCP — execute commands, transfer files,…
B 74 54 86 36 N/A 64 84 100
4397
flying3615
A Model Context Protocol server that enables retrieval of transcripts, metadata…
B 74 55 45 100 49 81 91
4398
PWalaGov
Enables comprehensive directory analysis and file management operations includi…
B 74 55 90 100 N/A 22 95 42
4399
ccabanillas
Notion MCP Server Claim 1
A Model Context Protocol server that provides a standardized interface for inte…
B 74 55 75 66 45 81 95
4400
wrenchpilot
it-tools-mcp Claim 1
A comprehensive Model Context Protocol (MCP) server that provides access to ove…
B 74 55 70 100 N/A 58 81 51
Showing 4351–4400 of 59221 servers
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