MCP Server Quality Scores

Independent quality analysis of 58073 public MCP servers

58073
Discovered
29849
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8551
Diae-Louali
MCP MariaDB Server Claim
Enables AI assistants to interact with MariaDB databases through standard SQL o…
C 68 55 78 41 39 81 96
8552
Nexgene-Research
nexonco-mcp Claim
An advanced MCP Server for accessing and analyzing clinical evidence data, with…
C 68 55 72 75 N/A 50 92 41
8553
RandyNorthrup
Enables comprehensive Windows desktop automation including screen capture, OCR …
C 68 54 90 61 N/A 67 95 15
8554
arrow2nd
tako-mcp Claim 1
An MCP server for the Octopus Energy Japan GraphQL API that allows users to ret…
C 68 55 65 62 34 76 100
8555
Sugatraj
BrowserTools MCP Claim
A browser monitoring and interaction tool that enables AI applications to captu…
C 68 54 60 43 N/A 45 95 96
8556
JangHyuckYun
An MCP server for intelligent YouTube video analysis that provides token-optimi…
C 68 55 73 31 64 78 99
8557
Vanshika-Rana
Provides AI assistants with access to Payman's documentation, helping developer…
C 68 55 66 100 N/A 16 95 44
8558
PatrikFehrenbach
h1-brain Claim
Connects AI assistants to HackerOne to pull bug bounty history, program scopes,…
C 68 54 70 35 N/A 47 90 95
8559
Wladastic
AutoProbeMCP Claim 1
A Model Context Protocol server that provides browser automation capabilities u…
C 68 55 75 82 49 81 44
8560
advitrocks9
Provides structured, SQL-style query access to Notion databases, allowing Claud…
C 68 55 60 71 30 81 92
8561
Kyohei-9841
Enables interaction with Google Spreadsheets through the Model Context Protocol…
C 68 55 80 62 29 81 74
8562
technohead
Enables comprehensive interaction with SmartThings devices, locations, scenes, …
C 68 55 80 42 42 81 90
8563
XGINKKK
Outlet das Cores CRM Claim 1
Integrates CRM data with AI agents to manage leads, track pipeline statistics, …
C 68 55 72 60 32 74 94
8564
mixelpixx
Edit-MCP Claim 1
A Model Context Protocol server that integrates with Microsoft's Edit tool, all…
C 68 55 81 41 37 81 95
8565
Cyberweasel777
botindex-mcp-server Claim 3
DeFi signal intelligence + agent discovery. Funding arb, whale alerts, Zora, co…
C 68 55 60 100 N/A 34 81 53
8566
nicobailon
Allows LLM tools like Claude Desktop and Cursor AI to access and summarize code…
C 68 55 72 72 24 81 80
8567
madhusudan992844-alt
A Cloudflare Workers-based MCP server that enables secure remote connections us…
C 68 55 60 68 30 78 97
8568
ancoleman
Enables context-aware semantic search across codebases using Qdrant vector data…
C 68 55 78 33 46 82 99
8569
YeomYuJun
Manages knowledge graph data synchronized with GitHub repositories, enabling re…
C 68 55 86 63 45 81 56
8570
vanto
beanquery-mcp Claim
Beancount MCP Server is an experimental implementation that utilizes the Model …
C 68 55 70 50 N/A 46 76 95
8571
appolabs
Appo MCP Claim 3
An MCP server that streamlines the integration of the @appolabs/appo SDK into w…
C 68 55 69 52 46 82 89
8572
MAIMOONA-ISLAM
A demonstration MCP server built with FastAPI that provides basic mathematical …
C 68 54 74 41 N/A 21 94 100
8573
quickchatai
Allows users to integrate their custom Quickchat AI Agents into various AI appl…
C 68 54 56 42 N/A 49 95 100
8574
cdepool
Enables management of ride-sharing operations including searching for available…
C 68 55 72 58 27 81 93
8575
marc-shade
Provides multi-provider image generation with automatic fallback across service…
C 68 55 96 28 30 80 93
8576
njbrake
Provides comprehensive filesystem operations (read, write, list, create, delete…
C 68 55 72 41 48 81 99
8577
ShivamPansuriya
Enables dynamic generation of tools based on user-specific permissions from an …
C 68 55 78 48 22 81 99
8578
Zzero-net
Provides AI agents with access to Zero Network documentation, SDK integration g…
C 68 55 88 32 27 84 99
8579
rae-api-com
rae-mcp Claim
🏎️ ☁️ 🍎 🪟 🐧 MCP Server to connect your preferred model with https://rae-api.com…
C 68 54 70 33 N/A 38 94 100
8580
jafforgehq
SEO Analytics MCP Claim 3
An MCP server that integrates Google Search Console and Google Analytics 4 to p…
C 68 55 45 82 N/A 29 92 85
8581
theYahia
robokassa-mcp Claim 2
MCP server for Robokassa payment API — generate payment URLs, check invoice sta…
C 68 44 57 N/A N/A 58 95 59
8582
JovanHsu
Enhanced knowledge graph memory server for AI assistants that uses Neo4j as the…
C 68 55 60 55 52 80 92
8583
azer
Analyze React code locally, generate docs / llm.txt for whole project at once
C 68 54 84 50 N/A 25 84 87
8584
iankan04
Enables Claude to control Spotify features including playback control, playlist…
C 68 55 60 68 24 81 99
8585
tobs-code
Local-first memory for Claude & AI agents with hybrid search, Graph-RAG, and ti…
C 68 54 84 40 N/A 56 95 58
8586
Alosies
GitLab MCP Server Claim
A TypeScript MCP server that provides integration with GitLab's REST API, allow…
C 68 55 88 32 81 82 61
8587
xinmu-wyb
Enables AI assistants to intelligently fetch, parse, search, and rank resumes f…
C 68 55 72 56 25 81 94
8588
abhinavnatarajan
sqlite-reader-mcp Claim
A lightweight MCP server that provides read-only access to SQLite databases, al…
C 68 54 74 35 N/A 37 95 96
8589
hendrickcastro
Enables direct access to raw Markdown content from files or directories without…
C 68 55 84 53 44 81 67
8590
drsullivan13
An MCP server with integrated ATXP micropayment functionality that requires USD…
C 68 55 59 71 21 81 100
8591
neutrinotek
Enables orchestration of ComfyUI workflows through natural language by discover…
C 68 55 60 82 24 81 81
8592
nftechie
AI-powered multisport coaching — workouts, training plans, and performance anal…
C 68 54 72 41 N/A 43 83 97
8593
itsuzef
AbletonMCP Enhanced Claim 1
Connects Ableton Live to AI assistants through Model Context Protocol (MCP), en…
C 68 54 78 33 N/A 46 89 90
8594
Xuanwo
mcp-server-opendal Claim 1
Access any storage with Apache OpenDAL™
C 68 55 68 33 64 80 100
8595
Xiyueyy
ssh-mcp-server Claim 1
An MCP server that enables remote SSH command execution and bidirectional file …
C 68 55 51 68 45 76 100
8596
anoopt
Provides real-time access to Transport for London data, enabling users to check…
C 68 55 84 91 28 81 36
8597
templetwo
The Sovereign Stack: MCP server binding local AI capabilities with governance p…
C 68 54 72 30 N/A 60 95 85
8598
109naoki
minimal-mcp-server Claim
A minimal MCP server implementation designed for learning how to integrate tool…
C 68 55 60 100 N/A 30 95 41
8599
markbustamante77
Playwright MCP Claim 2
A Model Context Protocol server that provides browser automation capabilities u…
C 68 55 57 100 39 81 55
8600
behavioral-ds
MCP 101 Example Claim
A foundational implementation of a Model Context Protocol (MCP) server designed…
C 68 44 42 N/A N/A 34 95 98
Showing 8551–8600 of 58073 servers
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