MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23401 C 59 43 64 41 N/A 33 92
23402
LeePresident
TrendRadar Claim
An AI-powered news and trend aggregator that tracks real-time hot topics and RS…
C 59 44 70 30 50 82
23403
p-meier
NorthData API for German company, owner, and financial data — with a built-in c…
C 59 33 60 N/A N/A 26 83
23404 C 59 33 52 N/A N/A 21 95
23405
byndcloud
An MCP server that integrates the Dex personal CRM API with AI assistants to ma…
C 59 44 45 71 35 82
23406
gunnerpark-alt
slab-mcp Claim 1
MCP server for analyzing Clay tables — schema, rows, errors, and enrichment deb…
C 59 33 45 N/A N/A 36 95
23407
aryahadii
A Model Context Protocol server that provides read-only access to Slack data in…
C 59 43 41 66 N/A 34 95
23408
darrenjrobinson
untappd-mcp-server Claim
A Model Context Protocol (MCP) server that exposes the Untappd API as tools for…
C 59 33 54 37 83
23409
DevonGroff
Todoist MCP Server Claim 1
An MCP server that integrates with the Todoist REST API v2 to enable AI assista…
C 59 44 53 63 35 82
23410
ArconixForge
MCP Atlassian Claim
Enables AI assistants to interact with Atlassian products (Confluence and Jira)…
C 59 44 60 46 46 81
23411
qrussell
wemo Claim
Control WeMo smart home devices - discover, toggle, adjust brightness, and mana…
C 59 43 60 31 N/A 48 95
23412
CaptainPhantasy
leadflip Claim
C 59 33 48 N/A N/A 29 95
23413
zebbern
claude-code-mcp Claim
Model Context Protocol (MCP) servers with Claude Code. These tools dramatically…
C 59 33 54 N/A N/A 18 95
23414 C 59 33 48 N/A N/A 30 95
23415
ProcessGenieAI
processgenie Claim
C 59 33 54 N/A N/A 21 95
23416
bjia56
cosmotop Claim
Multiplatform system monitoring tool using Cosmopolitan Libc
C 59 43 64 22 N/A 61 87 C
23417
popcornspace
Voice Call MCP Server Claim 1
A Model Context Protocol server that enables AI assistants like Claude to initi…
C 59 44 45 65 47 81
23418
bbruhn91
Enables AI assistants to interact with the aedifion cloud platform for building…
C 59 43 60 37 45 90
23419
alberto-re
mcp-server-odoo Claim
An extensible MCP server that integrates Odoo with LLMs to enable querying and …
C 59 44 66 41 45 78
23420
kimjungyeol
An integration server that enables LLMs to interact with Notion workspaces thro…
C 59 44 78 27 43 81
23421
MCP-Pipeline
MCPStack Claim
Stack & Orchestrate MCP Tools — The Scikit-Learn-Pipeline Way , For LLMs
C 59 43 60 25 N/A 57 95
23422
hey-granth
codectx Claim
Codebase context compiler for AI agents. Graph-ranked, token-budgeted, tier-com…
C 59 43 60 15 N/A 69 95
23423
av1choudharyy
mssql-mcp Claim 1
An MCP server that enables interaction with Microsoft SQL Server instances usin…
C 59 33 45 N/A N/A 35 95
23424
Vilin97
axle-mcp Claim
Integrates the AXLE (Axiom Lean Engine) CLI with AI assistants to provide compr…
C 59 43 66 37 N/A 27 95
23425
MCP-Defender
MCP-Defender Claim
Desktop app that automatically scans and blocks malicious MCP traffic in AI app…
C 59 43 54 26 N/A 65 95
23426
gingerol
A server that enables control of Unreal Engine 5.5+ using natural language comm…
C 59 43 72 20 N/A 43 95
23427
SsdSalesman
TrendRadar Claim
An aggregator for real-time hot topics and news from major social and financial…
C 59 43 66 28 N/A 45 92
23428
context-foundry
Recursive Claude spawning for autonomous project builds with self-healing test …
C 59 43 56 26 N/A 79 80
23429
vijitdaroch
Provides AI assistants with access to comprehensive financial data including re…
C 59 44 64 40 49 81
23430
JohanLi233
MCP Sandbox Claim
An interactive Python code execution tool that allows users and LLMs to safely …
C 59 44 56 38 63 81
23431
wshobson
mcp-trader Claim
A Model Context Protocol (MCP) server for stock traders
C 59 33 54 N/A N/A 21 95
23432
Fatmike-GH
MCPDebugger Claim
A MCP Debugger Server for Windows executables (x86 and x64). Exposes debugger f…
C 59 33 44 N/A N/A 37 95 C
23433
cfocoder
Provides AI assistants access to comprehensive financial data including real-ti…
C 59 44 64 41 45 81
23434 C 59 33 54 N/A N/A 19 95
23435
makesh-kumar
Spotify MCP Server Claim
Enables AI assistants to control Spotify playback, search for music, manage pla…
C 59 44 60 50 37 83
23436
CLoaKY233
Empowers AI assistants with real-world capabilities including note management, …
C 59 44 64 28 63 81
23437
robcerda
google-mcp-server Claim 1
MCP Server for Google Services, with the ability to define your own scopes and …
C 59 44 63 43 45 81
23438
MattyPe
pms-docker Claim
C 59 33 54 N/A N/A 18 95
23439
tsmndev
Tavily MCP Server implementation that uses fastmcp and supports both sse and st…
C 59 44 72 48 22 81
23440
complyue
Enables AI agents to interact with collaborative Jupyter notebooks and document…
C 59 44 72 40 39 76
23441
ethan2000liu
Multi-Agent Conversation Protocol server for accessing NASA's Astronomy Picture…
C 59 43 60 52 N/A 21 95
23442
lyxamour
lyxamour-mcp Claim
A comprehensive Python MCP server with built-in knowledge base (SQLite + FTS5),…
C 59 44 68 50 29 81
23443
Nooxus-AI
nooxus-mcp Claim
Nooxus Edge Data MCP: Search AI-verified Chinese manufacturers, eliminate B2B h…
C 59 33 54 N/A N/A 21 95
23444
HurtzDonutStudios
ai-forge-mcp Claim
565 AI-callable tools across 16 MCP servers. Full-pipeline AAA game asset produ…
C 59 33 48 N/A N/A 28 95
23445
freedanfan
MCP Server Claim
A FastAPI-based implementation of the Model Context Protocol that enables stand…
C 59 44 60 58 38 74
23446
kevinzhang03
Enables programmatic control of Ableton Live using natural language to manage s…
C 59 43 66 31 N/A 45 90
23447
bsahane
MCP Proxmox Server Claim
Enables comprehensive management of Proxmox virtualization infrastructure throu…
C 59 44 78 41 23 81
23448
satstream
A Model Context Protocol server that enables querying Bitcoin blockchain data, …
C 59 44 47 65 42 82
23449
TwelveTake-Studios
reaper-mcp Claim 1
MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, …
C 59 43 66 31 N/A 45 90
23450
groundlight
mcp-vision Claim
An MCP server that exposes HuggingFace computer vision models for zero-shot obj…
C 59 43 68 21 N/A 49 95
Showing 23401–23450 of 67226 servers
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