MCP Server Quality Scores

Independent quality analysis of 58579 public MCP servers

58579
Discovered
29876
Scored
2112
Verified
16953
Complete

Last updated 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6551
fandungptit
Provides access to Google Search Console to retrieve and analyze search perform…
B 72 55 88 61 21 82 94
6552
manasp21
Provides 5 quantum physics simulation tools for AMO (Atomic, Molecular and Opti…
B 72 55 96 64 21 81 82
6553
smogili1
Loop MCP Server Claim 1
Enables LLMs to process arrays item-by-item or in batches with a specific task,…
B 72 54 78 55 N/A 29 94 96
6554
arslanmanzoorr
A production-ready reasoning engine that integrates Claude AI with specialized …
B 72 55 84 62 24 78 97
6555
stefanoamorelli
sec-edgar-mcp Claim
A SEC EDGAR MCP (Model Context Protocol) Server
B 72 54 68 32 N/A 81 96 92
6556
anuj0456
Enables AI assistants to search, retrieve, analyze, and export academic papers …
B 72 54 73 61 41 89 92
6557
hmatt1
mcp4mcp Claim
A Meta MCP Server that provides persistent memory and intelligent guidance for …
B 72 55 80 55 50 74 95
6558
ryanmat
logicmonitor Claim 2
LogicMonitor API integration with 167 tools for alerts, devices, dashboards, an…
B 71 64 100 66 0 84 85 98
6559
LangGPT
MCP Fetch Claim 1
A Model Context Protocol server that allows LLMs to retrieve and convert web co…
B 71 55 69 100 49 81 45
6560
NFTGo
NFTGo MCP Server Claim
Provides access to NFTGo's Developer API for retrieving NFT collection details,…
B 71 55 84 65 27 78 90
6561
datdeboer
A production-ready MCP server that enables safe, read-only SQL SELECT queries a…
B 71 55 78 61 27 81 96
6562
zhaojw-php
Enables AI assistants to safely query MySQL databases with read-only access, fe…
B 71 55 72 60 42 81 96
6563
Prajapdh
Provides comprehensive Google Sheets integration for creating, reading, updatin…
B 71 55 78 67 21 78 100
6564
9olidity
A security testing tool that enables automated vulnerability detection includin…
B 71 55 78 78 N/A 43 95 47
6565
SmartManoj
telegram-bot-mcp Claim
Send messages and notifications to Telegram chats from your workflows. Deliver …
B 71 54 54 71 N/A 26 95 100
6566
maxouverzou
A task management MCP server that provides tools to create, list, complete, and…
B 71 55 72 70 24 83 95
6567
yoriichi-07
Multi Orchestrator Claim
Coordinate specialized roles to plan, build, test, and deploy applications end …
B 71 54 84 43 N/A 34 95 89
6568
ganhammar
A Home Assistant Custom Component that provides an MCP server using HTTP transp…
B 71 54 86 26 54 95 91
6569
yunkee-lee
MCP Naver Maps Claim
A server that connects to Naver Maps and Search APIs, enabling geocoding and lo…
B 71 55 64 71 40 81 92
6570
efikuta
Transforms YouTube into a queryable knowledge source with search, video details…
B 71 55 84 63 25 81 91
6571
huntkil
An MCP (Model Context Protocol) server for efficiently managing Markdown docume…
B 71 54 80 51 N/A 18 95 99
6572
AtharvaJadhav
MCP Agent Claim
A production-ready research agent that enables users to perform web searches vi…
B 71 54 60 77 N/A 16 95 93
6573
dave-wind
mysql-mcp-server Claim
B 71 54 86 58 N/A 45 87 67
6574
fvanevski
Enables web scraping and content extraction from URLs using the Trafilatura lib…
B 71 55 74 63 37 81 94
6575
scmcphub
cellrank-mcp Claim
Enables natural language interaction for scRNA-Seq analysis including preproces…
B 71 55 84 63 39 81 77
6576
ajaykallepalli
Provides grocery price and nutritional information search capabilities, allowin…
B 71 55 94 100 18 81 37
6577
theduodecim
ascii-art Claim
MCP server that exposes ASCII and Unicode art tools
B 71 55 66 82 N/A 35 95 65
6578
AlanTaranti
Enables AI assistants to search Slack messages and channels using the Slack Web…
B 71 55 84 60 32 81 87
6579
gourraguis
A server that allows AI agents and clients to programmatically capture screensh…
B 71 55 78 82 N/A 57 95 35
6580
oscal-compass
Trestle MCP Claim 2
MCP server to easily use compliance-trestle for OSCAL compliance workflows from…
B 71 54 57 61 N/A 52 92 91
6581
luquitared
A starter template for building Model Context Protocol servers that can integra…
B 71 55 54 100 N/A 23 95 68
6582
martijndormans
An MCP server for the GitLab API that enables comprehensive project management,…
B 71 55 63 71 43 81 93
6583
cyq1017
Enables OpenClaw agents to delegate complex coding tasks to the Antigravity VS …
B 71 54 72 56 N/A 30 95 91
6584
Kiln-AI
Kilntainers Claim
MCP server to give every agent an ephemeral Linux sandboxes for executing shell…
B 71 55 78 43 N/A 59 83 91
6585
timkulbaev
mcp-linkedin Claim 1
LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by defau…
B 71 55 63 58 64 80 94
6586
Dustyposa
A high-performance server for analyzing GitHub user starred repositories, provi…
B 71 55 62 73 39 82 93
6587
ibuildthecloud
Provides an interactive chess game experience through MCP tools with a web-base…
B 71 54 66 60 N/A 43 95 86
6588
TonyBro
Automates the creation of React Three Fiber game projects with various template…
B 71 54 78 55 N/A 21 95 91
6589
manishamishraacc
A server that provides browser automation capabilities using Playwright, enabli…
B 71 55 84 43 51 81 94
6590
adexltd
MCP Google Suite Claim 3
A Model Context Protocol server that provides seamless integration with Google …
B 71 55 63 100 62 82 40
6591
dasein108
Cyb MCP Server Claim 1
An MCP server that enables AI agents to interact with the Cyber decentralized k…
B 71 54 63 60 N/A 39 95 92
6592
argotdev
NHL MCP Server Claim
Provides access to live NHL game data, player and team statistics, standings, s…
B 71 55 84 100 24 81 45
6593
Raffay0177
Provides weather information through MCP tools integrated with a FastAPI backen…
B 71 54 78 56 N/A 19 95 95
6594
upstackjade
Craft MCP Server Claim 1
A lightweight MCP server providing read access to craft.io workspaces and items…
B 71 55 78 60 29 82 98
6595
yuque
Yuque MCP Server Claim 2
MCP server for Yuque (语雀) that exposes your knowledge base to AI assistants thr…
B 71 54 69 68 65 67 88
6596
dsouzaAnush
Heroku Code MCP Claim
Search and execute Heroku Platform API operations
B 71 55 72 72 N/A 30 81 89
6597
vectara
vectara-mcp Claim 1
An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
B 71 55 65 46 68 82 97
6598
mattreya
Playwright MCP Claim 1
Enables LLMs to perform browser automation and web page interactions using Play…
B 71 55 62 100 52 81 52
6599
gokulapap
Enables comprehensive security testing and penetration testing through natural …
B 71 55 96 47 30 81 89
6600
franccesco
Hex API MCP Server Claim
A server that allows AI assistants to access, view, run, and manage Hex project…
B 71 55 86 46 47 80 91
Showing 6551–6600 of 58579 servers
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