MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16001
swap-api
mcp ⚡ Claim 1 2
MCP server for SwapAPI - get executable token swap calldata for EVM chains
F 25 5⁄4 ◉ ⏳ 51 0 N/A 41 89 92
16002
mountainmystic
Hedera Toolbox ⚡ Claim 1 2
Production MCP server giving AI agents metered access to live Hedera blockchain…
F 25 5⁄5 ◉ ⏳ 94 10 — 45 69 96
16003
hoonzinope
Python MySQL MCP ⚡ Claim 2
A FastMCP-based server that enables interaction with MySQL databases, supportin…
F 25 5⁄5 ◉ ⏳ 50 25 — 28 76 66
16004
ronantakizawa
social-video-mcp ⚡ Claim 1 2
An MCP server that enables AI agents to play and control YouTube and TikTok vid…
F 25 5⁄4 ◉ ⏳ 53 65 N/A 36 90 95
16005
mphinance
momentum-mcp ⚡ Claim 1
A quantitative trading analysis server that enables AI agents to screen stocks,…
F 25 5⁄5 ◉ ⏳ 60 41 — 27 80 97
16006
ai-zerolab
MCP Email Server ⚡ Claim 1
Provides IMAP and SMTP capabilities, enabling developers to manage email servic…
F 25 5⁄4 ◉ ⏳ 68 67 N/A 79 90 91
16007
megamind-0x
SkillAudit ⚡ Claim 1
AI agent skill security scanner. Scans URLs and GitHub repos to verify AI agent…
F 25 6⁄6 ◉ ⏳ 96 63 0 33 76 92
16008
sergehuber
inoyu-mcp-unomi-server ⚡ Claim 1 2
An MCP server to access and updates profiles on an Apache Unomi CDP server.
F 25 5⁄5 ◉ ⏳ 75 68 — 47 76 92
16009
bmaranan75
Provides a standardized interface to interact with LangGraph agents through Cha…
F 25 5⁄5 ◉ ⏳ 92 63 — 27 76 95
16010
proxy-intell
This MCP server searches Google's public ads database and uses AI to analyze ad…
F 25 5⁄5 ◉ ⏳ 72 0 — 43 78 96
16011
apireno
DOMShell ⚡ Claim 1
Drive Chrome with filesystem commands (ls, cd, grep, click, type). One MCP tool…
F 25 5⁄4 ◉ ⏳ 84 46 N/A 65 88 88
16012
hugeicons
Hugeicons MCP Server ⚡ Claim 1 2
Integrate Hugeicons seamlessly into your applications. Discover icons, access p…
F 25 5⁄5 ◉ ⏳ 75 100 N/A 55 92 81
16013
ChrBoebel
Optical Context MCP ⚡ Claim 1 2
Compress OCR-heavy PDFs into dense packed images so agents can work with long v…
F 25 5⁄5 ◉ ⏳ 72 82 N/A 68 90 37
16014
mardraze
Jobs MCP Server Claim 1
A Node.js and TypeScript server that enables searching for job listings and acc…
F 25 5⁄4 ◉ ⏳ 72 26 N/A 30 89 91
16015
observee-ai
observee ⚡ Claim 1
Observee (YC S25) lets you build AI agents with 1000+ integrations using MCPs w…
F 25 6⁄6 ◉ ⏳ 100 10 0 52 80 100
16016
ecmulli
Aspen Catalog MCP ⚡ Claim 1
Enables AI clients to search Aspen Discovery library catalogs and check real-ti…
F 25 5⁄5 ◉ ⏳ 76 73 — 35 80 90
16017
fernandezpablo85
IOL MCP Tool ⚡ Claim 1 2
An MCP server that enables interaction with the Invertir Online (IOL) trading A…
F 25 5⁄4 ◉ ⏳ 41 18 N/A 41 87 99
16018
jxnl
A Python server that enables interaction with macOS native applications (Contac…
F 25 5⁄4 ◉ ⏳ 54 53 N/A 19 88 99
16019
dominik1001
caldav-mcp ⚡ Claim 1 2
CalDAV calendar operations (list, create, update, delete events) as MCP tools.
F 25 5⁄5 ◉ ⏳ 63 63 N/A 90 80 92
16020
mikeroussell
Nano Banana MCP Server ⚡ Claim 1 2
Enables AI image generation, editing, and composition using Google's Gemini ima…
F 25 5⁄5 ◉ ⏳ 72 71 — 27 80 92
16021
alchaincyf
Weather MCP Server ⚡ Claim 1 3
A Model Context Protocol server that provides weather information and forecasts…
F 25 5⁄5 ◉ ⏳ 45 70 — 40 82 89
16022
daymonio
daymon ⚡ Claim 1
Daymon puts your favorite AI to work 24/7. It schedules, remembers, and orchest…
F 25 5⁄4 ◉ ⏳ 84 56 N/A 87 92 92
16023
uberr2000
A Laravel-based Model Context Protocol demonstration that enables users to mana…
F 25 5⁄5 ◉ ⏳ 84 60 — 24 82 88
16024
Zavdielx89
Enables Claude AI to send real-time notifications to Slack channels with suppor…
F 25 5⁄5 ◉ ⏳ 90 58 — 47 80 100
16025
freelancernasimofficial
A custom MCP server that integrates Perplexity AI capabilities with Amazon Q CL…
F 25 5⁄5 ◉ ⏳ 100 100 N/A 36 92 46
16026
ibrahimsaleem
encoderthinking ⚡ Claim 2
F 25 5⁄4 ◉ ⏳ 84 60 N/A 44 84 88
16027
bio-mcp
bio-mcp-evo2 ⚡ Claim 1 2
An MCP server that enables AI assistants to generate, score, and analyze DNA se…
F 25 5⁄5 ◉ ⏳ 85 75 — 22 76 97
16028
handaas
estore-mcp-server Claim 1 2
Provides comprehensive enterprise e-commerce data including global store profil…
F 25 6⁄6 ◉ ⏳ 60 40 0 18 76 55
16029
Defozo
DDC/CI Control Bridge ⚡ Claim 1
Control monitor brightness, contrast, power and input via DDC/CI with MCP and M…
F 25 5⁄4 ◉ ⏳ 88 71 N/A 74 92 96
16030
ariadng
metatrader-mcp-server ⚡ Claim 1
Enable AI LLMs to execute trades using MetaTrader 5 platform
F 25 5⁄4 ◉ ⏳ 84 68 N/A 73 87 99
16031
hfzhae
Zydsoft MCP Server ⚡ Claim 2
Enables medical symptom guidance and disease consultation through the Zydsoft A…
F 25 5⁄5 ◉ ⏳ 80 42 — 50 74 3
16032
hongsw
Hello-MCP ⚡ Claim 1
A utility tool that enables Claude Desktop to interact with external tools via …
F 25 5⁄5 ◉ ⏳ 64 71 — 66 77 81
16033
ganeshsreedharan
Generates sequence diagram images from Mermaid syntax or natural language descr…
F 25 5⁄4 ◉ ⏳ 78 53 N/A 21 87 91
16034
andrewpetecoleman-cloud
agentmemo-mcp ⚡ Claim 2
Persistent memory and human approval for any AI agent. Give your AI agents the…
F 25 5⁄5 ◉ ⏳ 90 0 — 32 74 97
16035
igorfelipeduca
Reacticx MCP ⚡ Claim 1
Provides documentation and component references for the Reacticx React Native l…
F 25 5⁄5 ◉ ⏳ 60 63 — 53 82 99
16036
Cylera
cylera-mcp-server ⚡ Claim 1
Brings context about device inventory, threats, risks and utilization powered b…
F 25 5⁄5 ◉ ⏳ 72 32 — 66 83 93
16037
darrenyao
DingTalk MCP Server ⚡ Claim 1
Enables Claude to interact with DingTalk workspaces to search for users, retrie…
F 25 5⁄5 ◉ ⏳ 72 66 — 45 76 89
16038
juanisidoro
securecode-mcp ⚡ Claim 1 2
Secrets vault for Claude Code with audit logs, MCP access rules, and AES-256 en…
F 25 5⁄5 ◉ ⏳ 76 0 — 47 74 94
16039
Teradata
Teradata MCP Server ⚡ Claim 2
A server providing tools for querying and analyzing Teradata databases, includi…
F 25 5⁄5 ◉ ⏳ 90 82 — 75 71 87
16040
jwulff
Provides programmatic access to Apple Voice Memos on macOS, enabling AI assista…
F 25 5⁄4 ◉ ⏳ 90 62 N/A 62 90 95
16041
cti1650
ovice MCP Server Claim 1 2
Integrates with the ovice Public API to manage virtual office workspaces, group…
F 25 5⁄5 ◉ ⏳ 48 100 — 28 81 19
16042
mberg
kokoro-tts-mcp ⚡ Claim 1
MCP Server that uses the open weight Kokoro TTS models to convert text-to-speec…
F 25 5⁄4 ◉ ⏳ 80 36 N/A 47 90 94
16043
NISHU8875
HR Assistant Agent ⚡ Claim 2
An MCP-powered HR management system that automates employee onboarding, leave t…
F 25 5⁄5 ◉ ⏳ 64 20 — 28 74 93
16044
kukapay
uniswap-price-mcp Claim 1 2
An MCP server that tracks newly created liquidity pools on Uniswap across multi…
F 25 5⁄5 ◉ ⏳ 51 61 — 43 80 95
16045
regression-io
Stratum MCP ⚡ Claim 1
Structured execution for Claude Code — contracts, postconditions, gates, guardr…
F 25 5⁄4 ◉ ⏳ 86 43 N/A 41 90 93
16046
paracetamol951
P-Link-MCP ⚡ Claim 1 2
Implementation of HTTP 402 (payment required http code) relying on Solana
F 25 6⁄6 ◉ ⏳ 90 100 91 51 74 88
16047
xiaobenyang-com
Logo-Analyze ⚡ Claim 2 3
An MCP server for intelligent logo extraction and processing, supporting automa…
F 25 6⁄6 ◉ ⏳ 57 66 0 50 74 12
16048
xinpengfei520
Banana Image MCP ⚡ Claim 1 2
An MCP server that generates high-quality blog cover images using Google Gemini…
F 25 5⁄5 ◉ ⏳ 63 0 — 53 78 96
16049
Tongzhao9417
MinerU MCP Server ⚡ Claim 1
Exposes the MinerU document-to-markdown API as MCP tools for converting PDF, Wo…
F 25 5⁄5 ◉ ⏳ 54 0 — 27 78 87
16050
0xDAEF0F
job-searchoor ⚡ Claim 1 2
An MCP server for searching job listings with filters for date, keywords, remot…
F 25 5⁄4 ◉ ⏳ 63 52 N/A 42 90 94
Showing 16001–16050 of 69153 servers
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