MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32311
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 39 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38301
MarvinRey7879
framefetch Claim
Agent-first video-data API + MCP across 6 platforms (YouTube/Shorts, TikTok, Re…
38302
jongaudu
Enables managing Ericsson Enterprise Wireless networks via three domain-specifi…
38303
benthepythondev00
Enables AI agents to search for German property listings (rent/buy) on immowelt…
38304
vulpicastor
Exposes the host device's current date and time, returning local time with time…
N/A N/A
38305
cyanheads
Convert currencies, get FX rates, and query historical ECB exchange rate data.
38306
paztek
twinkly-mcp Claim
MCP server that enables AI agents to control Twinkly lights through natural lan…
N/A N/A
38307
compiuta-origin
Enables natural language interaction with Connhex IoT platform APIs for managin…
N/A N/A
38308
zaswear
MCP server for GameCalendar database, enabling read and optional write access t…
38309
radial-hks
A Model Context Protocol server for coordinate system transformations and map p…
38310
yorickchan
Provides tools for downloading YouTube videos and audio using yt-dlp, enabling …
N/A N/A
38311
Montana
mcp-travis Claim
Enables users to manage Travis CI builds, view logs, compare builds, and get in…
38312
Neksi11
Provides AI-powered, context-aware development guidance with tools for coding r…
N/A N/A
38313
jegriffi91
An MCP server that gives AI agents the power to record, replay, and mock mobile…
N/A N/A
38314
qingleiw
Enables AI agents to list, search, read, and append to Markdown notes through M…
N/A N/A
38315
Jelloeater
A Model Context Protocol (MCP) server that connects to ActivityWatch, allowing …
N/A N/A
38316
dhannusch
Enables users to search Groq's API documentation using natural language queries…
38317
dynmie
MCP server for querying 4chan archives (Desuarchive, 4plebs, b4k, archived.moe)…
N/A N/A
38318
Howthemeaning
Enables AI assistants to manage network devices via gNMI protocol, including qu…
38319
Roxmix
AgentOS Claim
MCP server providing persistent memory, goal tracking, self-reflection, and bac…
N/A N/A
38320
BAESI
focal-mcp Claim
Centralizes AI behavior rules and applies them across tools like Codex, Claude …
N/A N/A
38321
SNAPKITTYWEST
MCP server exposing tools for WORM chain sealing, sovereign agent creation, Ada…
N/A N/A
38322
temurkhan13
MCP server for AI agent deployment health — gateway status, CPU/memory/swap, re…
N/A N/A
38323
lordbasilaiassistant-sudo
MCPAGENT Claim
Enables AI agents to discover and interact with onchain agent infrastructure on…
38324
oisee
Enables AI agents to create, manipulate, and manage BPMN 2.0 diagrams programma…
N/A N/A
38325
gahoccode
vnstock-mcp Claim
Unofficial MCP server providing Vietnamese stock market financial data, enablin…
38326
krackenservices
Enables querying and analyzing distributed traces from Jaeger, including servic…
N/A N/A
38327
SharkyND
An MCP server for integrating with Atlassian products including Confluence, Jir…
N/A N/A
38328
fredriksknese
mcp-redfish Claim
Enables AI assistants to monitor and control server hardware (power, thermal, s…
N/A N/A
38329
codeforstartups
Enables AI agents to design cloud architectures, run cost/performance simulatio…
38330
yonghwan1106
Safety middleware for AI computer use agents that monitors, enforces policies, …
N/A N/A
38331
rafaelprimeiro
Integrates with the Mercado Livre API to enable management of sales, shipments,…
N/A N/A
38332
rozek
An MCP server that lets an LLM build, inspect and drive a running BrowserCard d…
38333
@AgentWings
playwright-mcp Claim
N/A N/A 95
38334
KSAklfszf921
Enables AI assistants to generate presentations, documents, and webpages throug…
81
38335
Morpheis
carapace-mcp Claim
Enables AI agents to semantically search and contribute insights to a shared kn…
N/A N/A
38336
Birdiz
MCP Trello Claim
Enables Claude to interact with Trello boards, lists, cards, and labels through…
38337
noritaka88ta
Enables delegation of work to AI agents with cryptographic verification and tok…
N/A N/A
38338
codeCrack-01
Overleaf MCP Claim
Enables LLM agents to read and update Overleaf LaTeX papers via git, with tools…
N/A N/A
38339
gsc-em
GSC CPG to Retail Grocery Nodes. 2,235 banners across 28 markets. By GreenCore …
38340
imdeniil
Provides 28 tools to read, search, send, and manage Yandex Mail emails via the …
38341
aakashns
Provide comprehensive due diligence support by integrating various data sources…
N/A N/A 95
38342
hollaugo
Analyze stocks with summaries, SEC filings, analyst targets and recommendations…
N/A N/A 95
38343
molpass
mcp-qr Claim
Generates QR code PNG images from text or URLs with customizable options like s…
N/A N/A
38344
KalyankumarKonduru
A comprehensive Model Context Protocol (MCP) server for medical document proces…
38345
sodiq-code
SIFTGuard Claim
Enables autonomous digital forensics and incident response by wrapping SIFT Wor…
N/A N/A
38346
rich-jojo
Web Task Claim 1
Browser tasks, sessions, and recipes for MCP and HTTP automation.
N/A N/A 83
38347
trendsmcp
Provides Amazon search volume trends and growth signals to measure real consume…
38348
riccardovietri
A physics engine for liquid-cooled GPU systems, exposed as an AI-callable MCP s…
38349
devhuang0714
MCP server for 友盟 U-App mobile analytics, enabling AI agents to query app stati…
38350
boy-373
MCP server aggregating hot-search boards from 8 Chinese platforms (Weibo, Zhihu…
Showing 38301–38350 of 67181 servers
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