MCP Server Quality Scores

Independent quality analysis of 66427 public MCP servers

66427
Discovered
31773
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5701
markswendsen-code
MCP server for Chipotle — let AI agents find locations, browse menus, build cus…
B 73 54 75 62 N/A 32 89 100
5702
cni-locates-rumen
t-pane MCP Server Claim 2
Enables Claude to execute commands and manage directory-aware panes within tmux…
B 73 54 94 57 N/A 23 87 91
5703
DanWahlin
Marvel MCP Claim
MCP Server for the Marvel Developer API, enabling interaction with characters a…
B 73 54 72 58 75 92 67
5704
mario-andreschak
Whatsapp-Web MCP
B 73 54 60 66 N/A 50 90 98
5705
fstubner
npm-run-mcp-server Claim 1
An MCP server that exposes package.json scripts as tools for agents.
B 73 54 69 57 N/A 70 95 75
5706
swiftlens
swiftlens Claim 1
SwiftLens is a Model Context Protocol (MCP) server that provides deep, semantic…
B 73 54 84 36 N/A 53 92 98
5707
mideind
Provides access to the Database of Icelandic Morphology (BÍN) to look up word i…
B 73 55 66 82 42 81 89
5708
champierre
A server that accepts image URLs and analyzes their content using GPT-4-turbo, …
B 73 54 78 58 44 87 93
5709
canova
Provides access to Mozilla's Searchfox code search service, enabling AI assista…
B 73 55 78 100 49 81 42
5710
n24q02m
wet-mcp Claim 1
Web search (embedded SearXNG), content extraction, and library docs indexing wi…
B 73 54 73 58 84 77 79
5711
amarisaster
Provides full Discord API access via the Model Context Protocol, allowing users…
B 73 55 76 70 29 80 100
5712
jrszilard
Provides access to residential building codes (NEC, IRC, IPC), material specifi…
B 73 55 96 56 23 82 90
5713
MadeByTokens
An LLM-optimized server for reverse-engineering and navigating minified JavaScr…
B 73 54 66 62 N/A 54 90 93
5714
xiaobenyang-com
Bilibili-Api Claim 1
A Model Context Protocol (MCP) server that provides services for the bilibili.c…
B 73 64 78 66 83 45 95 63
5715
cyberpapiii
imessage-max Claim
AI-optimized MCP server for iMessage on macOS. Read, search, and send messages.
B 73 54 72 42 N/A 73 95 89
5716
kalendis-dev
Kalendis MCP Claim 1
Enables interaction with the Kalendis scheduling API to manage users, availabil…
B 73 55 94 75 46 81 55
5717
m2ai-mcp-servers
mcp-philips-hue Claim 2
MCP server for Philips Hue smart lighting control
B 73 54 75 68 N/A 31 84 98
5718
Keshigami
Connects Claude Desktop directly to GoHighLevel CRM accounts with 269+ tools ac…
B 73 55 84 68 27 81 91
5719
sh6drack
zen-mcp Claim 1
Zen Browser automation via WebDriver BiDi. 20 tools for navigation, form fillin…
B 73 54 75 58 N/A 37 89 99
5720
yamalab
view-image-mcp Claim
Enables Claude Code to display images inline within supported terminals like Gh…
B 73 54 72 65 N/A 35 89 94
5721
aptro
MCP server enabling AI agents to programmatically connect to and control Apache…
B 73 55 94 43 46 78 99
5722
LikhonSheikh404
Provides comprehensive search capabilities including web search, content extrac…
B 73 55 76 73 21 82 99
5723
belkin-digital
Enables interaction with Yandex Tracker through its API for managing tasks, com…
B 73 55 84 57 45 81 92
5724
tb0hdan
wass-mcp Claim 1
MCP server for web application security scanning
B 73 54 65 53 N/A 74 92 85
5725
marianstefi20
Decision OS MCP Claim 1
An LLM-native decision tracking system that captures unexpected engineering out…
B 73 55 90 60 30 83 91
5726
stilllovee
Memory MCP Server Claim
Enables AI agents to maintain context across conversation sessions by saving an…
B 73 55 78 66 31 82 99
5727
Nocodeboy
YouTube MCP Server Claim 1
An MCP server that allows Claude and other AI assistants to interact with the Y…
B 73 55 75 68 43 78 92
5728
dpaluy
MCP Claude Desktop Claim
Enables Claude Code to send prompts to Claude Desktop using macOS automation an…
B 73 54 78 65 N/A 29 90 92
5729
praveenc
mcp-docs-server Claim 1
Search and fetch MCP protocol documentation using BM25 search with weighted sco…
B 73 54 73 62 N/A 29 95 96
5730
dperussina
An easy-to-use bridge that lets AI assistants like Claude and Cursor IDE direct…
B 73 55 74 62 55 76 94
5731
guardd
Orcho MCP Server Claim
Provides real-time security risk assessment for AI coding prompts, analyzing po…
B 73 55 84 66 30 81 91
5732
micky-devs
Sonarr MCP Server Claim
Enables AI assistants to manage TV series collections through Sonarr's API usin…
B 73 55 86 67 21 81 98
5733
stvlynn
Enables AI-powered text-to-image generation using Volcengine's API with support…
B 73 55 78 75 21 81 96
5734
oculairmedia
Provides comprehensive tools for managing BookStack instances, including full C…
B 73 55 86 67 32 80 87
5735
PraveerT
Provides system monitoring and management capabilities for Claude CLI, allowing…
B 73 54 84 56 N/A 16 95 99
5736
Nareshtt
Provides distraction-free access to YouTube by allowing AI assistants to retrie…
B 73 54 78 61 N/A 25 90 98
5737
IngeniousIdiocy
A local MCP server that enables users to query the CFPB Consumer Complaint Data…
B 73 54 72 61 N/A 37 95 91
5738
call518
MCP-Ambari-API Claim
Manage and monitor Hadoop clusters via Apache Ambari API, enabling service oper…
B 73 55 88 38 59 81 95
5739
lattmamb
mcp-use Claim
B 73 55 90 40 N/A 57 80 93
5740
icoretech
airbroke Claim
🔥 Lightweight, Airbrake/Sentry-compatible, PostgreSQL-based Open Source Error C…
B 73 54 60 37 N/A 88 92 100
5741
voxel51
Control FiftyOne datasets through AI assistants using the Model Context Protoco…
B 73 54 84 53 N/A 28 92 98
5742
masseater
Enables AI models to manage n8n workflow automation through a standardized inte…
B 73 55 78 68 55 81 75
5743
JCF0
CG Alpha MCP Claim
Enables crypto market analysis by combining Elfa's sentiment data and trending …
B 73 55 90 68 22 81 90
5744
aberemia24
Universal MCP server for executing TypeScript and Python code with progressive …
B 73 55 78 31 86 81 97
5745
stevereiner
Python-based server that provides AI-native access to Alfresco content manageme…
B 73 55 90 82 70 81 35
5746
browsermcp-com
BrowserMCP Claim
Remote browser instances for your AI agents. Reliably complete any browser-base…
B 73 55 80 55 49 81 93
5747
bsmi021
A dedicated server that wraps Google's Gemini AI models in a Model Context Prot…
B 73 55 96 43 51 80 90
5748
ali-kamali
An MCP server that transforms codebases into intelligent, queryable knowledge b…
B 73 54 84 41 54 89 93
5749
wapred
MCP Math Tools Claim
Provides basic mathematical operations like addition, subtraction, multiplicati…
B 73 54 74 60 N/A 29 95 100
5750
NU-AquaLab
The Aleph MCP Claim 2
Provides LLMs with network intelligence capabilities including PTR record looku…
B 73 55 100 63 70 83 40
Showing 5701–5750 of 66427 servers
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