MCP Server Quality Scores

Independent quality analysis of 33790 public MCP servers

33790
Discovered
28875
Scored
2088
Verified
16951
Complete

Last updated 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16451
yashdhokane
Enables AI assistants to access real-time weather data by city and manage HR op…
F 25 55 86 82 27 80 29
16452
ssql2014
Provides structured access to semiconductor industry platforms to search for IP…
F 25 55 90 72 28 80 91
16453
chirag127
Provide enhanced problem-solving capabilities by leveraging systematic thinking…
F 25 55 78 82 N/A 31 90 39
16454
fortnightly-devs
TimeLooker MCP Server Claim 2 3
A Model Context Protocol server that enables automated search monitoring with A…
F 25 54 51 42 N/A 19 87 94
16455
manticoresoftware
Manticore Search Claim 1 2
MCP server for Manticore Search — lets AI assistants query and manage search da…
F 25 54 57 47 N/A 56 90 94
16456
refreshdotdev
WebEvalAgent MCP Server Claim 1 2
Unleashes LLM-powered agents to autonomously execute and debug web apps directl…
F 25 55 63 42 N/A 64 80 89
16457
senseisven
Enables AI to remotely control macOS systems via VNC with full desktop capabili…
F 25 55 96 63 46 77 99
16458
alnosarus
Maple Claim 1
A unified MCP server providing observability, safety control, and behavior evol…
F 25 55 78 71 37 78 76
16459
singularityjason
lightning-memory Claim 1 2
Decentralized agent memory for the Lightning economy. Nostr identity, L402 paym…
F 25 66 66 27 0 56 82 90
16460
handaas
Provides comprehensive trademark information services, including fuzzy company …
F 25 66 60 37 0 18 76 63
16461
xiaobenyang-com
sbwsz Claim 2
A server based on Model Context Protocol (MCP) that provides query and search f…
F 25 66 72 65 0 50 71 12
16462
s2005
Windows CLI MCP Server Claim 1 2
Enables secure command-line interactions on Windows systems with support for Po…
F 25 54 96 61 N/A 76 90 97
16463
parnexcodes
Exposes the Synthetic API as an MCP tool to enable web searching within Claude …
F 25 55 88 68 47 80 100
16464
guitarbeat
Enables AI agents to control Alexa-connected smart home devices, including voic…
F 25 55 72 71 37 80 99
16465
Infomaniak
kChat MCP Server Claim 1
Enables interaction with the kChat platform to manage channels, post messages, …
F 25 55 54 65 48 80 100
16466
kartegagithub
Laviya AI Orchestration MCP runtime for IDE and agent integrations.
F 25 54 60 73 N/A 28 84 91
16467
kenhuangus
A deliberately vulnerable MCP server that allows clients to interact with a dat…
F 25 54 48 37 N/A 15 74 91
16468
Hama-amir
Enables users to fetch, analyze, and manage LinkedIn posts data through tools t…
F 25 55 48 33 34 80 96
16469
alDuncanson
Handler Claim 1
A2A Protocol client and developer toolkit.
F 25 54 80 46 N/A 76 90 90
16470
freelancernasimofficial
A custom MCP server that integrates Perplexity AI capabilities with Amazon Q CL…
F 25 55 100 100 N/A 36 92 46
16471
zach-snell
ctk Claim 1
Confluence CLI & MCP Server — dual-mode Go binary for Confluence Cloud with 7 t…
F 25 55 72 66 66 78 38
16472
kieranlal
MCP Pytest Server Claim 1 3
A Node.js server that integrates with pytest to facilitate the ModelContextProt…
F 25 54 96 33 N/A 17 87 86
16473
jackdark425
aigroup-mdtoword-mcp Claim 1 2
本地 Markdown 到 Word 文档转换工具,支持最新 MCP 协议特性、完整的页眉页脚页码功能、增强的表格功能、数据导入和数学公式支持,修复本地相对路…
F 25 55 80 100 N/A 58 90 56
16474
pdwi2020
mcp-server-colab-exec Claim 1
Execute Python code on Google Colab GPU runtimes (T4/L4) from any MCP client
F 25 54 66 46 N/A 52 89 91
16475
andylee20014
Generate images using advanced AI models and store them securely in the cloud. …
F 25 55 39 60 N/A 27 80 79
16476
mkotsollaris
Model Context Protocol server that enables AI assistants to perform keyword res…
F 25 54 92 61 N/A 43 90 91
16477
mountainmystic
Hedera Toolbox Claim 1 2
Production MCP server giving AI agents metered access to live Hedera blockchain…
F 25 55 94 10 45 69 96
16478
shukehi
MCP Binance Claim 1
Enables users to fetch real-time cryptocurrency market data from Binance includ…
F 25 55 54 63 23 75 89
16479
YiyangLi
Twilio MCP Server Claim 2 4
A Model Context Protocol server that enables Claude and other AI assistants to …
F 25 55 51 61 40 74 100
16480
aifity
GitHub Claim 1
Connect AI assistants to GitHub - manage repos, issues, PRs, workflows, and git…
F 25 66 92 65 0 81 71 99
16481
Tongzhao9417
MinerU MCP Server Claim 1
Exposes the MinerU document-to-markdown API as MCP tools for converting PDF, Wo…
F 25 55 54 0 27 78 87
16482
sirrlock
Sirr MCP Server Claim 1 2
Provides Claude Code direct access to a Sirr secret vault for reading, pushing,…
F 25 55 90 68 67 80 89
16483
Taki-Ta
MongoDB MCP Server Claim 1
Enables interaction with MongoDB databases through MCP protocol. Provides conta…
F 25 55 84 40 53 78 95
16484
paracetamol951
Allows you to automate or monitor business operations, sales recorder, POS soft…
F 25 55 74 10 48 77 91
16485
winor30
mcp-server-datadog Claim 1
The MCP server provides an interface to the Datadog API, enabling seamless mana…
F 25 55 72 72 77 82 94
16486
xiaotonng
lc2mcp Claim 1
Convert LangChain tools to FastMCP tools
F 25 54 86 70 N/A 63 89 90
16487
sirmews
Remote Server Claim 2 3
Bridge between MCP clients and remote APIs.
F 25 54 84 56 N/A 18 87 66
16488
daltonnyx
Useful-mcps Claim 1
List of small useful mcp servers including: * docx\_replace: replace tag in wo…
F 25 55 96 65 33 77 87
16489
stefanraath3
An MCP server that connects to Supabase PostgreSQL databases, exposing table sc…
F 25 55 53 62 48 80 61
16490
handaas
estore-mcp-server Claim 1 2
Provides comprehensive enterprise e-commerce data including global store profil…
F 25 66 60 40 0 18 76 55
16491
bneil
Enhances the MCP memory server by implementing PouchDB for robust document stor…
F 25 54 90 53 N/A 44 90 99
16492
tanishra
Enables AI assistants to manage personal finances by storing, analyzing, and ex…
F 25 54 70 31 N/A 27 90 98
16493
yshk-mrt
A TypeScript-based middleware that translates Claude AI's decisions into OBS We…
F 25 54 86 66 N/A 45 87 88
16494
akutishevsky
Monobank Claim 1 2
MCP server for Monobank API — currency rates, client info, and account statemen…
F 25 54 35 73 N/A 55 77 93
16495
falahgs
An MCP server that utilizes Google's Gemini Flash 2 model to generate AI-driven…
F 25 55 63 61 20 76 90
16496
TripQi
Fast Context MCP Claim 2 3
Enables AI-driven semantic code search using Windsurf's reverse-engineered SWE-…
F 25 54 86 71 N/A 50 88 94
16497
Vincentwei1021
agent-toolbox Claim 1
Production-ready MCP server providing 13 tools for AI agents: web search, conte…
F 25 55 60 70 75 80 98
16498
igorfelipeduca
Reacticx MCP Claim 1
Provides documentation and component references for the Reacticx React Native l…
F 25 55 60 63 53 82 99
16499
quanticsoul4772
Analytical MCP Server Claim 1 3
Provides advanced analytical, research, and natural language processing capabil…
F 25 55 66 82 65 82 32
16500
csrts
MySQL MCP Server Claim 1 2
A comprehensive MySQL interface for the Model Context Protocol that enables dat…
F 25 55 78 57 18 78 93
Showing 16451–16500 of 33790 servers
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