MCP Server Quality Scores

Independent quality analysis of 57597 public MCP servers

57597
Discovered
29849
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16301
meshpop
wire Claim 1
WireGuard mesh VPN management MCP — configure peers, manage tunnels, monitor co…
F 25 54 90 63 N/A 47 87 99
16302
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
16303
preetrajdeo
autoapply-mcp Claim 1 2
AutoApply automates job applications using a real Playwright browser. Save your…
F 25 55 54 10 30 76 98
16304 F 25 55 72 70 13 80 92
16305
tradercjz
dolphindb-mcp-server Claim 2
TDolphinDB database integration with schema inspection and query capabilities
F 25 55 56 30 27 74 88
16306
bezael
Enables language models to interact with Google Calendar through OAuth2 authent…
F 25 55 60 75 26 80 92
16307
senseisven
Enables AI to remotely control macOS systems via VNC with full desktop capabili…
F 25 55 96 63 46 77 99
16308
mtuckerb
Enables AI assistants to manage tasks within an Obsidian vault by listing, addi…
F 25 55 84 100 N/A 38 87 54
16309
cso1z
Feishu MCP Server Claim 1
Provides access to Feishu (Lark) documents for AI-driven coding tools like Curs…
F 25 66 66 68 0 82 77 91
16310
mrgoonie
Connects AI assistants to ScreenshotOne.com API for capturing website screensho…
F 25 55 82 72 75 76 91
16311
rm-rf-prod
GroundTruth-MCP Claim 1
Self-hosted MCP server for live documentation, code audits, and best practices.…
F 25 54 96 0 N/A 63 90 92
16312
kalivaraprasad-gonapa
Azure MCP Server Claim 2
Enables natural language interaction with Azure services through Claude Desktop…
F 25 55 94 75 52 69 93
16313
ronantakizawa
GIS Data Conversion MCP Claim 1 4
An MCP server that gives LLMs access to geographic data conversion tools, enabl…
F 25 55 81 100 N/A 44 92 44
16314
xhh-im
TrendRadar Claim 1
A real-time hotspot monitoring and news aggregation assistant that provides AI-…
F 25 55 66 31 42 76 91
16315
unionai-oss
Union MCP Claim 2 3
An MCP server that allows Claude models to use Union tasks, workflows, and apps…
F 25 54 27 45 N/A 48 84 91
16316
mksglu
context-mode Claim 2 3
Context window optimization for AI coding agents. Sandboxes tool output, 98% re…
F 25 54 85 31 N/A 72 90 96
16317
devakone
MySQL Query MCP Server Claim 1 3
A Model Context Protocol server that provides read-only MySQL database queries …
F 25 55 85 100 71 80 35
16318
falahgs
A Model Context Protocol server leveraging Google's Gemini Flash 2 to analyze d…
F 25 55 63 56 22 74 94
16319
dronreef2
Find and retrieve full-page web content with contextual search to ground your w…
F 25 54 72 63 N/A 54 89 100
16320
mberg
kokoro-tts-mcp Claim 1
MCP Server that uses the open weight Kokoro TTS models to convert text-to-speec…
F 25 54 80 36 N/A 47 90 94
16321
98lukehall
Crypto regime classifier for trading agents. 100% bounded regime accuracy. 50 f…
F 25 55 96 72 31 80 84
16322
awslabs
MCP Server for OSCAL Claim 1
AI agent tools for Open Security Controls Assessment Language (OSCAL)
F 25 54 86 50 N/A 78 90 95
16323
alexdiazdecerio
Fastmail MCP Server Claim 1 2
Enables AI models to interact with Fastmail accounts via the JMAP API through t…
F 25 55 88 71 44 80 99
16324
swap-api
mcp Claim 1 2
MCP server for SwapAPI - get executable token swap calldata for EVM chains
F 25 54 51 0 N/A 41 89 92
16325
nitrocloudofficial
nitrostack Claim 1
The full-stack TypeScript framework to build, test, and deploy production-ready…
F 25 54 84 71 N/A 47 92 97
16326
atlasfutures
Enables secure downloading and access to Slack files and images using authentic…
F 25 55 72 68 47 74 94
16327
twilio-labs
Twilio MCP Server Claim 1
An implementation of the Model Context Protocol (MCP) server that exposes Twili…
F 25 66 90 66 0 72 81 89
16328
hide-org
Hide Claim 2 5
A MCP server for Hide – headless IDE for coding agents.
F 25 55 69 41 40 76 87
16329
playcanvas
editor-mcp-server Claim 1 3
MCP Server for AI automation of the PlayCanvas Editor
F 25 55 69 82 N/A 80 88 38
16330
raoulbia-ai
An MCP-compliant server that enables AI assistants like Claude Desktop to acces…
F 25 55 84 72 42 80 95
16331
ShayYeffet
MCP Workspace Server Claim 1 4
Provides secure, sandboxed file system access for AI assistants to read, write,…
F 25 55 100 82 N/A 71 82 46
16332
fgasparetto
ChipsAI MCP Server Claim 1 2
Enables managing ChipsBot chatbots, conversations, documents, RAG configuration…
F 25 66 55 41 0 47 67 99
16333
pinkpixel-dev
mindbridge-mcp Claim 1
MindBridge is an AI orchestration MCP server that lets any app talk to any LLM …
F 25 55 60 70 N/A 59 80 95
16334
AaroYazilim
AARO ERP MCP Server Claim 2 5
A Model Context Protocol server that enables Claude Desktop integration with AA…
F 25 55 45 100 49 74 40
16335
nocall-corp
A browser automation MCP server hosted on Vercel that enables AI agents to perf…
F 25 55 86 43 35 76 77
16336
sunbeibei-hub
TripNow (航班管家) Claim 2 3
Provides real-time flight and train ticket queries, live status tracking, and a…
F 25 66 78 70 80 25 76 64
16337
ITSpecialist111
A remote Model Context Protocol server that retrieves and cleans Microsoft Team…
F 25 55 94 68 37 80 90
16338
pdwi2020
mcp-server-colab-exec Claim 1
MCP server that allocates Google Colab GPU runtimes (T4/L4) and executes Python…
F 25 54 66 46 52 89 91
16339
bishnubista
A deliberately insecure note management server designed to test security scanne…
F 25 54 90 42 N/A 29 75 96
16340
tsviz
ARC Config MCP Server Claim 2
Enables natural language management of GitHub Actions Runner Controller (ARC) i…
F 25 55 96 58 60 80 86
16341
Ejb503
Enables users to manage Gmail accounts using AI agent-assisted operations via a…
F 25 66 96 62 0 29 80 94
16342
dsouza-anush
Browser Use Heroku Claim 1
Enables AI agents to control and automate browser actions through an MCP server…
F 25 55 90 68 54 80 96
16343
mattlevine
Brightsy MCP Server Claim 1
A server that implements the Model Context Protocol to connect LLMs to Brightsy…
F 25 66 60 67 0 27 77 89
16344
Decodo
mcp-web-scraper Claim 2
Enable your AI agents to scrape and parse web content dynamically, including ge…
F 25 66 72 60 0 47 70 92
16345
whoisgloom
Owlvin MCP Server Claim 1 2
Enables AI agents to access a wide range of AI tools and services through the O…
F 25 66 78 45 0 45 77 98
16346
toadlyBroodle
satring Claim 1
Discover and compare L402 + x402 paid API services from satring.com, the best c…
F 25 55 96 72 42 78 95
16347
masx200
Enables the retrieval of subtitles, danmaku (bullet comments), and video commen…
F 25 55 72 41 45 80 94
16348
21st-dev
Magic-MCP Claim 2
Create crafted UI components inspired by the best 21st.dev design engineers.
F 25 54 72 61 N/A 43 88 86
16349
angrysky56
AST MCP Server Claim 1
Provides advanced code structure and semantic analysis through Abstract Syntax …
F 25 54 88 41 N/A 59 90 89
16350
MatthewDailey
Figma MCP Server Claim 1 3
Enables AI assistants to interact with Figma files through the ModelContextProt…
F 25 55 86 100 29 82 36
Showing 16301–16350 of 57597 servers
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