MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29734
Scored
2112
Verified
16952
Complete

Last updated 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11151
testusuke
Enables AI-powered web research using OpenAI's GPT-5.1 with built-in web search…
C 64 55 54 47 47 81 90
11152
pedro-rivas
android-puppeteer-mcp Claim 1
MCP server for Android automation with UI interaction, screenshots, and device …
C 64 54 65 33 N/A 28 90 100
11153
2799662352
A professional AI agent system that provides 10+ specialized agents and 25+ MCP…
C 64 55 66 31 42 81 99
11154
hxie-pallas
A server that provides a Machine Control Protocol (MCP) interface to search, ac…
C 64 55 68 41 36 81 92
11155
shenyimings
DocNav-MCP Claim
DocNav is a Model Context Protocol (MCP) server which empowers LLM Agents to re…
C 64 55 66 31 43 81 99
11156
Low-Code-Cookbook
A template for deploying a Model Context Protocol server to Cloudflare Workers …
C 64 55 48 70 27 84 86
11157
ZubeidHendricks
OneNote MCP Server Claim
Enables AI language models to interact with Microsoft OneNote via a standardize…
C 64 55 48 65 23 81 100
11158
jianzhichun
A server that enables programmatic interaction with an already running Abaqus/C…
C 64 54 72 28 N/A 36 95 84
11159
gcorroto
Planka MCP Server Claim 1
A Model Context Protocol server that enables AI assistants like Claude to inter…
C 64 55 57 100 26 81 40
11160
afshawnlotfi
A Model Context Protocol server that provides browser automation capabilities u…
C 64 54 65 53 N/A 13 82 99
11161
czangyeob
MCP PII Tools Claim
Enables high-precision detection, anonymization, encryption and decryption of p…
C 64 55 80 43 22 81 82
11162
ArjanLig
Strava Training MCP Claim 1
Connect Strava training data to Claude for training load analysis and activity …
C 64 55 90 0 N/A 52 81 96
11163
StevenWangler
MCP Memory Server Claim 1
A Model Context Protocol server that provides knowledge graph-based persistent …
C 64 55 63 82 46 81 40
11164
pipeworx-io
universities Claim
Universities MCP — Hipolabs Universities API (free, no auth)
C 64 55 96 0 47 81 95
11165
CalvinLiuu
Enables comprehensive stock market analysis with portfolio management, technica…
C 64 54 70 31 N/A 24 95 91
11166
lenslp
Git Commit MCP Server Claim 2
A Model Context Protocol server that enables AI assistants to perform standard …
C 64 54 57 52 N/A 34 90 80
11167
HeyGarrison
CF-MCP Claim
A Cloudflare Worker that demonstrates wrapping REST APIs with Model Context Pro…
C 64 55 78 31 25 81 99
11168
nitvob
Weather MCP Server Claim
Provides real-time weather forecasts and alerts for US locations using the Nati…
C 64 55 72 28 30 83 100
11169
JulesLiu390
Amadeus-QQ-MCP Claim 1
An MCP server that enables AI clients to send and receive QQ messages through N…
C 64 54 51 41 N/A 46 90 94
11170
onceagainarise
Weather MCP Server Claim
Enables users to get real-time weather alerts for US states and echo messages t…
C 64 55 78 31 21 81 100
11171
clawd800
pumpclaw Claim
Free token launcher on Base. Deploy ERC-20 tokens via Uniswap V4 with 80% creat…
C 64 54 78 27 N/A 41 75 96
11172
YoshiSaurus
mcp-otle Claim 1
An MCP server that simulates the Chipotle ordering experience, allowing AI agen…
C 64 55 51 53 35 82 97
11173
Franciskkang
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 64 54 66 65 N/A 34 90 56
11174
agentwebprotocol
AWP MCP Server Claim 1
Provides tools for AI assistants to access the Agent Web Protocol (AWP) specifi…
C 64 55 88 0 48 84 97
11175
Traia-IO
Provides AI agents and LLMs with standardized tools to interact with the ICON M…
C 64 55 68 43 24 82 95
11176
kukapay
memecoin-radar-mcp Claim
Real-time radar for Solana memecoins, Pump.fun launches, and KOL trades.
C 64 55 60 46 40 80 93
11177
theYahia
getcourse-mcp Claim 2
MCP server for GetCourse API -- users, deals.
C 64 44 47 N/A N/A 58 95 58
11178
rexposadas
Attendee MCP Server Claim 1
A Model Context Protocol server that allows users to create and manage meeting …
C 64 55 71 75 43 81 40
11179
kbcrumbs
mcp Claim
Live threat intel for Claude — CVE, KEV predictions, IP lookup, malware hashes.…
C 64 54 60 37 N/A 27 92 100
11180
ConectcarData
Enables LLMs and AI agents to securely query and interact with Amazon Redshift …
C 64 55 72 43 19 81 95
11181
cryppadotta
Wizzypedia MCP Server Claim 2
A Model Context Protocol server that enables searching, reading, and editing wi…
C 64 55 69 91 28 78 40
11182
martinfrasch
ResearchTwin Claim
Federated research discovery with S-Index metrics across a network of digital t…
C 64 64 76 72 0 39 95 100
11183
omni-mcp
isaac-sim-mcp Claim 1
A MCP Server and an extension enables natural language control of NVIDIA Isaac …
C 64 55 71 22 59 83 86
11184
gimjin
Message MCP Claim
Real-time push notifications and alert sounds free you from staring at the scre…
C 64 64 72 68 0 61 95 94
11185
AIAnytime
Search PubMed for articles matching the query.
C 64 55 62 36 42 78 100
11186
sonicaj
Provides optimized documentation and API patterns from the TrueNAS middleware r…
C 64 55 84 26 21 81 96
11187
dragon1086
kospi-kosdaq Claim 2
An MCP server that provides KOSPI/KOSDAQ stock data using FastMCP.
C 64 55 51 46 52 80 94
11188
belljustin
Enables creating Spotify playlists based on text descriptions by connecting Cur…
C 64 55 66 35 40 81 95
11189
aardpro
Enables AI assistants to convert text to high-quality speech audio using MeloTT…
C 64 54 80 56 N/A 42 90 41
11190
pro-gramming
A Python-based MCP server that provides real-time weather information using the…
C 64 55 72 28 39 81 100
11191
kjozsa
Jenkins MCP Claim
Enables managing Jenkins operations like listing jobs, triggering builds, and c…
C 64 55 60 43 39 80 98
11192
rezaeim
A basic implementation of a Model Context Protocol server that demonstrates cor…
C 64 54 66 27 N/A 39 92 96
11193
mcpcap
mcpcap Claim 1
An MCP server for analyzing PCAP files.
C 64 54 41 32 N/A 78 90 95
11194
szabadkai
Enables AI assistants to generate high-quality images using OpenAI's DALL-E 3 m…
C 64 55 78 83 23 81 37
11195
quintana1308
MCP MariaDB Server Claim
Enables AI assistants to interact with MariaDB databases through SQL operations…
C 64 55 66 38 39 81 96
11196
hanlinlibham
Provides standardized access to Hong Kong stock market data and professional re…
C 64 54 66 43 N/A 27 90 89
11197
fishke22
Bridges large language models with the Metasploit Framework to enable natural l…
C 64 55 80 31 37 76 92
11198
zakahan
vedit-mcp Claim
vedit-mcp
C 64 55 78 33 34 81 87
11199
kukapay
Analyzing order book depth and imbalance across major crypto exchanges.
C 64 55 64 41 41 82 90
11200
leosebben
mcp-meupc Claim 2
An MCP server for searching PC components and comparing prices across Brazilian…
C 64 55 51 52 74 82 66
Showing 11151–11200 of 50103 servers
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