MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 5 hours, 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16051
ja2z
Sigma MCP Server ⚡ Claim 2
Enables users to interact with the Sigma Computing API to analyze documents and…
F 25 5⁄5 ◉ ⏳ 78 68 — 29 74 95
16052
mertcankaraoglu
SSH MCP Server Claim 1 2
Enables managing Ubuntu/Linux servers through natural language by establishing …
F 25 5⁄5 ◉ ⏳ 78 52 — 32 74 93
16053
fortnightly-devs
TimeLooker MCP Server ⚡ Claim 2 3
A Model Context Protocol server that enables automated search monitoring with A…
F 25 5⁄4 ◉ ⏳ 51 42 N/A 19 87 94
16054
c5huracan
Discover 6,700+ MCP servers and 15,000+ OpenClaw skills. Agent-native search wi…
F 25 6⁄6 ◉ ⏳ 60 17 0 23 76 90
16055
xiaobenyang-com
12306-MCP ⚡ Claim 2
12306 ticket purchase search server based on Model Context Protocol (MCP). It p…
F 25 6⁄6 ◉ ⏳ 72 65 0 50 74 12
16056
ebrunet001
mcp-server-lol Claim 1 2
League of Legends AI coaching: player profiles, match history, ranked stats & p…
F 25 6⁄6 ◉ ⏳ 66 0 0 47 78 95
16057
abhichandra21
Promptheus Claim 1 3
AI-powered prompt refinement with adaptive questioning and multi-provider suppo…
F 25 5⁄4 ◉ ⏳ 84 43 N/A 81 64 86
16058
metrxbots
mcp-server ⚡ Claim 1 2
AI agent cost intelligence — track spend across providers, optimize model selec…
F 25 6⁄6 ◉ ⏳ 100 76 95 87 74 88
16059
rhylthyme
Enables the creation of interactive schedule visualizations on rhylthyme.com fe…
F 25 6⁄6 ◉ ⏳ 96 86 96 65 82 88
16060
1mcp-app
agent ⚡ Claim 1
Aggregates multiple MCP servers into one unified server.
F 25 5⁄5 ◉ ⏳ 96 40 — 96 82 89
16061
algtools
A template for deploying custom MCP servers on Cloudflare Workers without authe…
F 25 5⁄5 ◉ ⏳ 78 70 — 29 78 93
16062
elijahdev0
mcp-runware ⚡ Claim 1
Create high-quality images and videos fast from text or reference images. Perso…
F 25 6⁄6 ◉ ⏳ 84 10 0 27 80 83
16063
userdeter1
Discord MCP Server ⚡ Claim 2 3
An MCP server that enables Claude Desktop to interact with Discord through a de…
F 25 5⁄5 ◉ ⏳ 39 0 — 30 76 99
16064
Polaralias
Manage your daily status, work availability, and location history to provide re…
F 25 6⁄6 ◉ ⏳ 42 45 0 32 77 96
16065
handaas
Provides comprehensive tools for enterprise searching, channel statistical anal…
F 25 5⁄5 ◉ ⏳ 60 40 — 18 76 41
16066
golf-mcp
Golf ⚡ Claim 1
Easiest framework for building MCP servers with automatic discovery of tools, p…
F 25 5⁄4 ◉ ⏳ 96 66 — 76 90 59
16067
runkids
PackageFlow Claim 1 2
A visual DevOps hub for npm scripts, Git, workflows, and deploy — controllable …
F 25 5⁄4 ◉ ⏳ 78 65 N/A 76 90 62
16068
ampcome-mcps
Enables Claude to manage Google Calendar events, schedules, and meetings throug…
F 25 5⁄5 ◉ ⏳ 54 43 — 21 80 97
16069
elyxlz
Microsoft MCP ⚡ Claim 1
A powerful MCP server that enables AI assistants to interact with Microsoft Gra…
F 25 5⁄5 ◉ ⏳ 72 41 — 31 80 85
16070
Tzott
Apifox MCP Server Claim 1 2
This server acts as a Message Communication Protocol (MCP) service for integrat…
F 25 5⁄5 ◉ ⏳ 48 67 — 17 78 79
16071
thomastx05
Magento MCP Server ⚡ Claim 1 2
Enables AI assistants to manage Adobe Commerce and Magento 2 instances through …
F 25 5⁄5 ◉ ⏳ 84 68 — 69 80 51
16072
Funmula-Corp
BigGo MCP Server ⚡ Claim 1 2
A Model Context Protocol server enabling product searches across e-commerce pla…
F 25 5⁄5 ◉ ⏳ 63 66 — 68 80 38
16073
obaratch
local-context-mcp ⚡ Claim 1 2
A local Model Context Protocol server designed to share contextual information …
F 25 5⁄5 ◉ ⏳ 74 0 — 41 81 86
16074
yjiace
Enables AI assistants to interact with Alibaba Cloud Yunxiao platform for manag…
F 25 5⁄5 ◉ ⏳ 100 71 — 55 80 82
16075
falahgs
A Model Context Protocol server leveraging Google's Gemini Flash 2 to analyze d…
F 25 5⁄5 ◉ ⏳ 63 56 — 22 74 94
16076
SJMakin
An advanced Playwright MCP server that enables efficient browser automation thr…
F 25 5⁄4 ◉ ⏳ 72 56 N/A 29 84 89
16077
ertugrulakben
dep-oracle ⚡ Claim 1 2
Predictive dependency security engine. Trust scores, zombie detection, blast ra…
F 25 5⁄4 ◉ ⏳ 90 30 N/A 76 90 95
16078
gemini2026
A Model Context Protocol server that enables intelligent searching across docum…
F 25 5⁄5 ◉ ⏳ 61 82 — 79 82 93
16079
ratatatat1
PingCode MCP Server ⚡ Claim 2 3
Enables AI assistants to query and manage PingCode project management data, inc…
F 25 5⁄4 ◉ ⏳ 72 66 N/A 27 90 91
16080
chrishayuk
MCP Code Sandbox Server ⚡ Claim 2 3
An extensible Message Communication Protocol server that provides secure code e…
F 25 6⁄6 ◉ ⏳ 66 51 0 24 74 93
16081
Siddhant-K-code
Apple Notes MCP Server ⚡ Claim 2 3
Enables interaction with Apple Notes via natural language, supporting note crea…
F 25 5⁄4 ◉ ⏳ 68 58 N/A 40 82 82
16082
Xiawpohr
MCPilot ⚡ Claim 1
A suite of MCP servers that allow LLMs to interact with blockchains through Met…
F 25 5⁄5 ◉ ⏳ 60 62 — 24 80 88
16083
catalystneuro
MCP Read Images Claim 1 3
An MCP server for analyzing images using OpenRouter vision models, offering cap…
F 25 5⁄5 ◉ ⏳ 63 43 — 36 77 94
16084
lakyia
MCP Demo Claim 1
A FastMCP-based server providing tools for weather queries, random number gener…
F 25 5⁄5 ◉ ⏳ 50 25 — 25 80 96
16085
semdin
MCP Weather ⚡ Claim 1
A TypeScript-based Model Context Protocol server that enables Claude Desktop to…
F 25 5⁄4 ◉ ⏳ 78 55 N/A 26 84 94
16086
hithereiamaliff
A Model Context Protocol server that provides access to the Keywords Everywhere…
F 25 6⁄6 ◉ ⏳ 85 75 0 56 76 100
16087
jxnl
Enables AI assistants to create and manage Cursor Cloud Agents that autonomousl…
F 25 5⁄5 ◉ ⏳ 84 72 — 49 78 96
16088
WattCoin-Org
Earn WATT tokens on Solana — tasks, skills marketplace, AI inference, and bount…
F 25 6⁄6 ◉ ⏳ 96 100 95 68 77 95
16089
runninghare
REST-to-Postman MCP ⚡ Claim 1
Converts REST API code (like NestJS controllers or FastAPI endpoints) to Postma…
F 25 5⁄5 ◉ ⏳ 86 71 — 29 76 90
16090
agentskill-sh
agentskill-mcp ⚡ Claim 2 3
MCP server for discovering and installing AI agent skills from agentskill.sh. S…
F 25 5⁄4 ◉ ⏳ 61 62 N/A 33 87 91
16091
motherduckdb
mcp-server-motherduck ⚡ Claim 1 3
SQL analytics and data engineering for AI Assistants and IDEs
F 25 5⁄5 ◉ ⏳ 74 36 N/A 78 52 94
16092
koreafintech
Real-time Korean cryptocurrency data via Upbit exchange — kimchi premium, live …
F 25 6⁄6 ◉ ⏳ 84 10 0 43 80 54
16093
jwbb903
Enables AI assistants to generate images using Cloudflare Workers AI models dir…
F 25 5⁄5 ◉ ⏳ 66 68 — 49 78 83
16094
tianfn
MCP Translation Text ⚡ Claim 1
Provides text translation capabilities using the Niutrans API, supporting 455+ …
F 25 5⁄5 ◉ ⏳ 48 46 — 47 78 76
16095
base
base-mcp ⚡ Claim 1
Base Network integration for onchain tools, allowing interaction with Base Netw…
F 25 5⁄5 ◉ ⏳ 60 68 — 80 76 93
16096
CryptoRugMunch
rug-munch-mcp ⚡ Claim 1 3
Crypto risk intelligence: 19 tools for rug pull detection, AI forensics, and to…
F 25 5⁄5 ◉ ⏳ 84 62 N/A 45 67 49
16097
MissionSquad
mcp-helper-tools ⚡ Claim 1
Fork of @cyanheads toolkit MCP server. Added encoding functions, removed system…
F 25 5⁄5 ◉ ⏳ 78 61 — 37 80 100
16098
MCPCat
mcpcat-typescript-sdk ⚡ Claim 2
MCPcat is an analytics platform for MCP server owners 🐱.
F 25 5⁄4 ◉ ⏳ 96 43 N/A 83 90 94
16099
oxy-Op
VPS Initialize Claim 1 2
Enables automated VPS initialization and management through SSH connections. Su…
F 25 5⁄5 ◉ ⏳ 100 68 — 22 74 88
16100
Defilan
Enables AI assistants to query website statistics from Plausible Analytics, pro…
F 25 5⁄5 ◉ ⏳ 76 63 — 73 82 92
Showing 16051–16100 of 69153 servers
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