MCP Server Quality Scores

Independent quality analysis of 59042 public MCP servers

59042
Discovered
29883
Scored
2112
Verified
16953
Complete

Last updated 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5251
coleam00
An MCP server that enables chatting with PostgreSQL databases using secure GitH…
B 73 54 57 71 N/A 47 95 95
5252
yuru-sha
MCP MySQL Server Claim
Enables LLMs to interact with MySQL databases by inspecting schemas and executi…
B 73 55 80 56 59 81 88
5253
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
5254
ngoc0610
PBIXRay MCP Server Claim
Enables LLMs to analyze and interact with Power BI (.pbix) files through PBIXRa…
B 73 54 72 43 N/A 54 95 98
5255
cyborgx0x
Enables AI assistants to manage OpenProject work packages, projects, and time t…
B 73 55 78 61 50 76 98
5256
asterixix
Provides tools for AI models to search and retrieve information from five major…
B 73 55 67 80 39 81 91
5257
kmexnx
Invoice MCP Server Claim
Enables the generation of professional PDF invoices and their distribution via …
B 73 55 90 100 39 81 35
5258
h-lu
CNKI MCP Server Claim 1
Enables AI agents to search and retrieve academic papers from China National Kn…
B 73 55 54 100 N/A 26 95 81
5259
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
5260
vapvarun
WPCS MCP Server Claim
Integrates WordPress Coding Standards (WPCS) with Claude AI to automatically ch…
B 73 54 78 58 N/A 32 95 93
5261
mako10k
Web Proxy MCP Server Claim 1
Intelligent HTTP/HTTPS proxy server with MCP integration for automated traffic …
B 73 54 78 68 N/A 23 90 93
5262
csnkarthik
Enables restaurant reservation management through SevenRooms API, allowing user…
B 73 55 80 72 27 81 91
5263
cosmix
Confluence MCP Claim 1
A Model Context Protocol server that enables AI assistants to interact with Con…
B 73 55 71 66 49 78 97
5264
MesuterPikin
Enables AI-powered browser automation through Browserbase and Stagehand, allowi…
B 73 55 66 70 53 81 93
5265
swen128
Enables AI assistants to query, search, and analyze logs across Google Cloud Pl…
B 73 55 90 60 27 82 93
5266
swiftcomza
Feedbucket MCP Server Claim 1
Enables AI assistants to manage website feedback from Feedbucket, including lis…
B 73 55 78 73 26 80 94
5267
greatSumini
Crawls Korean stock market data from Naver Finance, providing real-time informa…
B 73 55 66 62 56 83 99
5268
shawndrake2
SBA MCP Server Claim 1
Provides access to SBA small business size standards and SBIR/STTR federal R\&D…
B 73 55 90 55 27 82 99
5269
yeahdongcn
A Model Context Protocol server that allows managing VMware Fusion virtual mach…
B 73 55 57 82 N/A 42 95 82
5270
aaronsb
TeXFlow Claim
Enables collaborative document authoring and composition with project-based org…
B 73 54 84 41 N/A 67 94 80
5271
johnalvero
Integrates with the Promotexter SMS API to enable sending single SMS messages a…
B 73 55 60 82 39 81 98
5272
sawyer-shi
Generates beautiful mind map images from Markdown text with multiple layout opt…
B 73 55 96 56 25 81 91
5273
matthewbergvinson
Fathom MCP Server Claim
Enables access to Fathom.video meeting data including AI-generated transcripts,…
B 73 55 76 63 37 81 99
5274
big-omega
Mem0 MCP Server Claim
Enables persistent storage and semantic search of coding preferences, patterns,…
B 73 55 86 66 25 81 91
5275
Ripnrip
# 🎯 Enhanced Quake Coding Arena Premium TypeScript MCP server that gamifies you…
B 73 54 78 62 N/A 36 87 93
5276
elecmonkey
Enables AI agents to read and retrieve the latest posts from Jibun and Ech0 ins…
B 73 55 72 60 52 82 96
5277
rungee84
Enables voice-based interactions with Claude by converting text to speech using…
B 73 54 86 60 N/A 18 95 91
5278
teeps-heisenberg
FastAPI MCP Server Claim
Wraps FastAPI REST endpoints as MCP tools, enabling natural language interactio…
B 73 54 78 60 N/A 22 95 100
5279
failed33
Control ParaView through arbitrary Python code
B 73 54 72 38 N/A 75 95 92
5280
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
5281
silkyland
Senior Consult MCP Claim
Enables AI agents to consult expert models (Claude, GPT, Gemini, DeepSeek, Z.ai…
B 73 55 78 57 48 81 99
5282
Fabien-desablens
An MCP server that provides Google Search functionality with automatic API key …
B 73 55 73 73 37 81 91
5283
jgravelle
jCodemunch MCP Claim
Token-efficient code exploration via tree-sitter AST parsing. 25+ languages, 95…
B 73 55 96 20 N/A 72 83 95
5284
jeffaf
kivv Claim
Automated arXiv research paper discovery and AI-powered summarization system th…
B 73 55 100 46 32 81 93
5285
swax
OneNoteMCP Claim
Enables interaction with Microsoft OneNote via the Microsoft Graph API, allowin…
B 73 55 78 65 33 80 100
5286
des137
QML-MCP Claim 1
Enables quantum machine learning operations using Qiskit, including executing q…
B 73 55 92 53 43 82 85
5287
Ansvar-Systems
rwandan-law-mcp Claim
Rwandan legislation via MCP — full-text search across statutes and provisions
B 73 55 90 32 N/A 71 82 91
5288
github-samples
A turn-based games app built with Next.js and TypeScript that features Tic-Tac-…
B 73 54 96 20 N/A 63 95 91
5289
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
5290
AkekaratP
Airbnb MCP Server Claim
Enables searching for Airbnb listings and retrieving detailed property informat…
B 73 55 84 100 42 81 42
5291
shck-dev
notion-mcp Claim
A Notion MCP server that enables searching, exporting, and importing pages as m…
B 73 54 90 40 47 81 99
5292
sadiuysal
A lightweight MCP server that exposes Crawl4AI web scraping and crawling capabi…
B 73 54 78 60 48 90 85
5293
romiluz13
Provides persistent memory and semantic code understanding for AI assistants us…
B 73 55 78 56 57 81 91
5294
ampcome-mcps
Time MCP Server Claim 1
Gives large language models time awareness capabilities through various time-re…
B 73 55 78 75 N/A 40 95 63
5295
dragosroua
Integrates with the addTaskManager iOS/macOS app to manage tasks, projects, and…
B 73 55 90 100 29 81 44
5296 B 73 54 78 66 N/A 21 95 92
5297
renantrendt
Manage your GitHub repositories effortlessly. Create, update, and search files,…
B 73 54 80 43 N/A 50 95 91
5298
Jacck
MCP-ORTools integrates Google's OR-Tools constraint programming solver with Lar…
B 73 54 96 51 N/A 32 80 93
5299
vessel-api
vesselapi-mcp Claim 1
Maritime vessel tracking via VesselAPI. Search vessels, get real-time positions…
B 73 54 55 55 73 95 93
5300
plaintest
MCP Connect Claim 1
Enables AI assistants to control iOS Simulators and automate browsers by combin…
B 73 54 78 56 N/A 42 88 95
Showing 5251–5300 of 59042 servers
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