MCP Server Quality Scores

Independent quality analysis of 66455 public MCP servers

66455
Discovered
31797
Scored
2112
Verified
16953
Complete

Last updated 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6351
aidancorrell
Spark SQL Claim 1
Query Spark SQL clusters via Thrift/HiveServer2. Works with Spark, EMR, Hive, I…
B 72 54 76 47 N/A 80 67 98
6352
UpperMoon0
Web-Scout Claim
Enables AI-powered web searches using DuckDuckGo with automatic summarization v…
B 72 55 78 66 30 81 94
6353
SegfaultSorcerer
heap-seance Claim 1
Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT, and async…
B 72 54 72 43 N/A 65 90 92
6354
bzzimmy
GPT-MCP Bridge Claim
Enables Claude and other MCP-compatible tools to communicate with OpenAI's GPT …
B 72 55 72 73 27 81 97
6355
dhkim0124
Anki MCP Server Claim 1
A Model Context Protocol server that bridges Claude AI with Anki flashcard app,…
B 72 54 73 45 N/A 51 89 99
6356
Meerkats-Ai
A Model Context Protocol server that integrates with NeverBounce API to validat…
B 72 55 77 68 21 81 100
6357
jenova-marie
Enables intelligent querying of keyboard shortcuts for various operating system…
B 72 55 84 56 33 82 94
6358
oculairmedia
A Model Context Protocol server that enables management of Ghost blog content (…
B 72 55 81 68 23 81 93
6359
samihalawa
Enables email management through SMTP and IMAP protocols with support for sendi…
B 72 54 78 45 N/A 53 95 86
6360
lihongwen
Enables conducting comprehensive research on complex topics through multi-layer…
B 72 54 90 33 N/A 48 90 96
6361
liorfranko
mcp-chain-of-thought Claim 1
mcp-chain-of-thought
B 72 55 88 75 54 81 54
6362
geosp
Bible MCP Server Claim
Enables AI assistants to retrieve Bible passages from multiple translations (ES…
B 72 55 76 71 39 81 86
6363
tanob
A Model Context Protocol server that provides desktop automation capabilities u…
B 72 54 51 56 N/A 66 95 97
6364
sammcj
Bybit MCP Server Claim 3
A Model Context Protocol server that provides read-only access to Bybit's crypt…
B 72 55 77 100 50 80 39
6365
jpwebb
A reliable server for extracting text from PDF documents using the poppler-util…
B 72 55 84 83 N/A 45 95 39
6366
jongall45
Provides AI agents with native access to the Frontrun API to track venture capi…
B 72 55 60 72 50 78 99
6367
manasp21
Provides 5 quantum physics simulation tools for AMO (Atomic, Molecular and Opti…
B 72 55 96 64 21 81 82
6368
BretMeraki
Extracts and summarizes learning content from YouTube videos, PDFs, and web art…
B 72 55 78 100 N/A 21 95 44
6369
elmariachi111
Proof of Invention Claim
Proof of Invention
B 72 55 78 67 41 81 86
6370
sandriaas
Provides comprehensive access to Google Search Console data with enhanced analy…
B 72 55 88 58 27 81 96
6371
Cheffromspace
mcp-nextcloud-calendar
B 72 55 78 72 51 80 74
6372
st3v
Provides comprehensive running performance calculations including VDOT, trainin…
B 72 55 84 41 46 84 100
6373
yuanmingyi
Enables AI assistants to deploy and manage static websites directly on EdgeOne …
B 72 55 88 58 24 82 96
6374
nazroll
A physics-aware inline skating combo generator that models moves as state trans…
B 72 54 66 42 N/A 73 92 94
6375
cbwinslow
OpenDiscourse MCP Claim 1
Enables access to comprehensive U.S. legislative and governmental data from Gov…
B 72 55 84 65 33 76 93
6376
Mnehmos
Trace MCP Claim
Detects schema mismatches between data producers and consumers through static a…
B 72 55 92 31 70 83 86
6377
thamaji
Yak MCP Claim
Enables coding agents to speak aloud using text-to-speech functionality. Works …
B 72 54 78 52 N/A 31 95 95
6378
marlenezw
publish-mcp-server Claim 1
An MCP server that helps developers publish their MCP servers to the registry
B 72 55 41 87 N/A 49 95 88
6379
ProjectAtlantis-dev
Provides real-time weather data and forecasts for locations worldwide using the…
B 72 55 68 71 44 82 92
6380
kosiew
Provides safe shell command execution capabilities for AI agents and tools like…
B 72 55 84 62 24 81 95
6381
mbpfws
Multi-agent AI system for code development with orchestration, architecture pla…
B 72 55 72 72 39 81 90
6382
jinzcdev
markmap-mcp-server Claim 1
An MCP server built on [markmap](https://github.com/markmap/markmap) that conve…
B 72 55 51 100 N/A 70 95 40
6383
walid-koleilat
MCP Podcast Scraper Claim 1
An MCP server that scrapes and transcribes podcast episodes from YouTube or RSS…
B 72 54 75 58 N/A 29 95 95
6384
devjason41
A TypeScript prototype for an MCP-style registry providing local utility tools …
B 72 54 66 60 N/A 30 95 100
6385
markswendsen-code
mcp-venmo Claim 2
Deprecated browser-automation MCP server for Venmo, PayPal, and Cash App (withd…
B 72 54 75 60 N/A 32 87 100
6386
hetaoBackend
mcp-github-trending Claim 3
A MCP server that provides access to GitHub trending repositories and developer…
B 72 55 75 100 45 83 41
6387
bvelasquez
Console MCP Server Claim
Captures and stores console output from any process in SQLite with full-text se…
B 72 54 72 65 N/A 28 95 92
6388
lilyuppi
RoboDK MCP Server Claim
Enables AI agents to control RoboDK robotics simulation software, allowing them…
B 72 54 78 51 N/A 32 92 97
6389
trkbt10
A Model Context Protocol (MCP) server that provides TypeScript development tool…
B 72 54 84 55 N/A 24 95 90
6390
pipethedev
Enables LLMs to automate web browsing through BrowserCat's cloud browser servic…
B 72 55 78 66 23 81 99
6391
date-fns
date-fns MCP Claim
Provides access to date-fns documentation and utilities through MCP. Enables us…
B 72 55 62 87 19 81 97
6392
Serendipity-AI
markdown2pdf-mcp Claim
MCP server that converts Markdown to high-quality PDF documents using LaTeX, en…
B 72 54 86 33 N/A 48 95 92
6393
LumabyteCo
clarifyprompt Claim
AI prompt optimization for 58+ platforms across 7 categories with custom platfo…
B 72 54 60 58 N/A 76 81 94
6394
vaur94
mcp-gitpro Claim 1
A context-efficient GitHub MCP server designed for AI agents to manage reposito…
B 72 55 72 71 91 82 46
6395
SUSE
suse-ai-up Claim
A comprehensive platform for managing and proxying Model Context Protocol (MCP)…
B 72 54 90 41 N/A 60 95 71
6396
markswendsen-code
gmail Claim 1
Gmail MCP server — send, read, and search email. By Strider Labs.
B 72 54 78 66 N/A 32 74 100
6397
lintyourcode
Perception-MCP Claim
Enables asking questions about image, audio, or video files using state-of-the-…
B 72 55 62 82 24 81 100
6398
sbfulfil
Provides access to PostgreSQL database schemas and metadata, allowing MCP-compa…
B 72 54 78 56 N/A 19 95 99
6399
withinfocus
statbotics Claim
Provides access to the Statbotics API for FIRST Robotics Competition statistica…
B 72 55 69 100 61 81 43
6400
pepuscz
Typefully MCP Server Claim 2
A Model Context Protocol server that enables AI assistants to create and manage…
B 72 55 71 68 40 82 92
Showing 6351–6400 of 66455 servers
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