MCP Server Quality Scores

Independent quality analysis of 58691 public MCP servers

58691
Discovered
29883
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5701
andreycretsu
Enables Cursor AI to communicate with Figma for reading designs and modifying t…
B 73 55 78 65 36 81 97
5702
blueman82
Recall Claim
Provides long-term memory storage for AI assistants with semantic search, enabl…
B 73 54 88 35 N/A 50 95 93
5703
michaeltrilford
Converts Figma designs into production-ready MUI (Michael UI) web components th…
B 73 55 90 100 N/A 21 95 37
5704
GuangYiDing
MySQL MCP Server Claim
Enables interaction with MySQL databases through connection management, SQL exe…
B 73 55 64 73 52 80 94
5705
hdresearch
Shell MCP Server Claim 1
A Node.js implementation of the Model Context Protocol that provides secure she…
B 73 54 84 51 N/A 50 82 94
5706
r2d2helm
Enables Claude Code to interact with Obsidian vaults by providing tools for mul…
B 73 54 78 56 N/A 32 90 100
5707
Bubobot-Team
mcp-prompt-optimizer Claim 1
Advanced MCP server providing cutting-edge prompt optimization tools with resea…
B 73 55 88 52 N/A 40 80 97
5708
BraveRam
Enables seamless integration with Backblaze B2 cloud storage for managing bucke…
B 73 55 72 72 43 81 93
5709
AnuwatThisuka
CMMS MCP Server Claim
Integrates with MES, CMMS, and IoT systems to manage manufacturing operations, …
B 73 55 94 91 45 81 39
5710
wrediam
A Model Context Protocol server that enables semantic search capabilities by pr…
B 73 55 63 68 52 82 97
5711
shawndrake2
Enables access to U.S. Census Bureau data including demographics, population, i…
B 73 55 90 62 27 81 92
5712
JoshuaRileyDev
Supabase MCP Server Claim 2
A Model Context Protocol (MCP) server that provides programmatic access to the …
B 73 55 80 70 23 78 99
5713
j-shelfwood
Enables AI assistants to query and analyze errors from Bugsink self-hosted erro…
B 73 55 72 66 42 80 100
5714
ExpertVagabond
solana Claim
Solana MCP server for wallet, transactions & programs
B 73 54 94 28 N/A 46 95 94
5715
EOSC-Data-Commons
Enables natural language search and discovery of open-access scientific dataset…
B 73 55 70 66 57 80 90
5716
Rickyyy1116
mcp-youtube-sheets Claim 1
Provides functionality to search YouTube videos and automatically save the resu…
B 73 55 78 67 39 81 94
5717
emzimmer
Extracts and transforms webpage content into clean, LLM-optimized Markdown. Ret…
B 73 55 78 100 37 81 51
5718
macacoai
Enables comprehensive browser automation and web interaction through Playwright…
B 73 54 72 65 N/A 34 95 90
5719
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
5720
jwaresolutions
Alpaca MCP Server Claim
Provides tools for interacting with the Alpaca Trading API, enabling trading op…
B 73 55 78 61 34 82 100
5721
jango-blockchained
Control Home Assistant lights, climate, media, locks, and scenes using natural …
B 73 54 84 40 N/A 84 94 63
5722
raydeStar
WikiMCP Claim 1
An MCP server for Wiki.js projects that enables full-text search, page retrieva…
B 73 55 75 75 34 78 92
5723
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
5724
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
5725
GiorgiKemo
mcp-seo-audit Claim
SEO audit and Google Search Console MCP server with 23 tools. Search analytics,…
B 73 55 82 42 63 82 97
5726
jeffaf
kivv Claim
Automated arXiv research paper discovery and AI-powered summarization system th…
B 73 55 100 46 32 81 93
5727
mariano-cecowski
Store MCP Server Claim
Enables AI agents to store and retrieve information persistently using key-valu…
B 73 54 86 53 N/A 21 95 99
5728
itshare4u
Agent Knowledge MCP Claim 2
A comprehensive Model Context Protocol server that integrates Elasticsearch sea…
B 73 55 78 100 56 80 37
5729
angrysky56
MCTS MCP Server Claim 3
A Model Context Protocol (MCP) server that enables Claude to use Monte Carlo Tr…
B 73 55 90 91 N/A 41 87 39
5730
Nwabukin
Transforms basic interface ideas into comprehensive, professional-grade UI/UX d…
B 73 55 78 100 N/A 32 92 43
5731
huajibing
CHGIS MCP Server Claim
Enables querying of China Historical Geographic Information System (CHGIS) data…
B 73 55 80 68 26 81 98
5732
jatinderbhola
A TypeScript-based REST API that integrates project and task management with MC…
B 73 55 94 60 27 81 88
5733
armaasinghn
Production-ready satellite imagery analysis server that enables natural languag…
B 73 55 84 58 45 81 88
5734
nickjlucker
greynoise Claim 1
MCP server for GreyNoise API - Check if IPs are internet background noise or ta…
B 73 55 63 100 N/A 66 83 48
5735
JojoSlice
Enables LLMs to automatically analyze project structures, detect technologies, …
B 73 54 84 53 N/A 25 95 96
5736
masseater
Enables AI models to manage n8n workflow automation through a standardized inte…
B 73 55 78 68 55 81 75
5737
apimatic
Enables validation of OpenAPI 2.0 and 3.0 specifications in JSON or YAML format…
B 73 55 84 71 27 76 95
5738
colvint
An MCP server that provides access to personal financial data from Monarch Mone…
B 73 55 85 66 21 81 100
5739
qwang07
Duck Duck MCP Claim 2
This MCP server utilizes DuckDuckGo for web searches, providing structured sear…
B 73 55 76 63 38 82 97
5740
jankowtf
A template for creating custom tools for Cursor IDE using Model Context Protoco…
B 73 55 78 56 46 80 100
5741
dragosroua
Integrates with the addTaskManager iOS/macOS app to manage tasks, projects, and…
B 73 55 90 100 29 81 44
5742
williamvd4
Enables free web searching using Google search results with no API keys require…
B 73 55 94 100 21 81 47
5743
dazeb
MCP Handoff Server Claim
Facilitates seamless collaboration between AI agents by providing tools for str…
B 73 55 88 65 21 82 92
5744
Slaycaster
Extracts and analyzes key frames from Loom videos or local video files for debu…
B 73 55 60 82 N/A 29 95 91
5745
murphy360
Integrates Google Calendar with the Model Context Protocol to manage events, se…
B 73 55 78 68 27 82 100
5746
omniwaifu
arr-assistant-mcp Claim
A server that allows users to add movies and TV shows to Radarr/Sonarr using na…
B 73 55 72 60 49 81 99
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
MikeORed
MCP Data Catalog Claim 1
An MCP server that provides AI assistants with structured, type-safe access to …
B 73 54 69 62 N/A 35 92 98
5749
ccchow
Provides offline access to Washington State's Revised Code of Washington (RCW) …
B 73 55 94 75 N/A 24 95 55
5750
hrmeetsingh
Enables automation of browser tasks using Playwright by interacting via Claude …
B 73 55 90 82 N/A 40 95 40
Showing 5701–5750 of 58691 servers
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