MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29814
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11201
Traia-IO
USDC MCP Server Claim
Enables AI agents and LLMs to interact with USDC API endpoints through a standa…
C 64 55 68 41 24 80 99
11202
yeoamlog
Slack MCP Server Claim
A comprehensive Slack integration server that enables sending messages, managin…
C 64 55 72 48 18 81 88
11203
leila-huang
NEI MCP Server Claim
Enables interaction with the NEI platform to query project resources such as in…
C 64 55 54 60 34 82 86
11204
johnnyinlee
An MCP (Model-Controller-Processor) server for accessing League of Legends clie…
C 64 54 62 31 N/A 34 95 95
11205
avaxia8
Enables extraction of text, tables, and structured data from PDFs, images, and …
C 64 55 78 46 22 81 83
11206
renanlido
A Middleware/Control Plane server that allows AI code agents to securely execut…
C 64 54 66 38 N/A 18 95 94
11207
kenjihikmatullah
Integrates Productboard API into agentic workflows, allowing interaction with c…
C 64 66 96 62 0 40 81 98
11208
samihalawa
Edge TTS MCP Claim
Enables AI assistants to convert text to speech using Microsoft Edge's Text-to-…
C 64 55 54 52 44 81 90
11209
patgpt
Cosmic MCP Server Claim
A production-ready Model Context Protocol server for interacting with Cosmic he…
C 64 55 72 10 64 83 95
11210
rwking
Wellness Planner Claim
Integrates simulated health data and task management to provide energy-aware sc…
C 64 54 66 31 N/A 35 90 95
11211
etfromchina
Provides tools to fetch random or categorized riddles, verify answers, and view…
C 64 55 72 41 28 82 91
11212
wondermuttt
A Model Context Protocol server that provides LLMs with access to Georgia Tech'…
C 64 55 85 31 21 81 91
11213
kokevidaurre
Looker Admin MCP Claim
Provides over 60 administrative tools for managing users, groups, roles, schedu…
C 64 55 78 41 27 80 84
11214
szabadkai
Enables AI assistants to generate high-quality images using OpenAI's DALL-E 3 m…
C 64 55 78 83 23 81 37
11215
nbrain-team
Enables GPT-5 inference via OpenAI API with configurable reasoning effort, verb…
C 64 55 54 63 25 81 92
11216
Traia-IO
test-serper-mcp Claim
Provides access to Serper.dev's Google Search API for searching, news, images, …
C 64 55 68 46 27 78 92
11217
SalmanFaris7
Provides secure access to penetration testing tools from Kali Linux including n…
C 64 54 68 37 N/A 19 95 92
11218
1049861657
A modular dynamic API server based on the MCP protocol that provides rich tool …
C 64 55 66 100 28 76 36
11219
MissionSquad
MCP Avantage Claim 2
A Model Context Protocol server that enables LLMs to access comprehensive finan…
C 64 55 59 100 23 82 42
11220
pyvista
PyVista MCP Server Claim
Enables 3D visualization capabilities through PyVista integration, allowing use…
C 64 54 56 35 N/A 49 87 94
11221
msnidal
Yellhorn MCP Claim 1
An MCP server that connects Gemini 2.5 Pro to Claude Code, enabling users to ge…
C 64 55 69 37 41 82 88
11222
Mirascope
Easily run, deploy, and connect to MCP servers
C 64 54 58 28 N/A 54 95 90
11223
lmorchard
Provides access to Brian Eno and Peter Schmidt's Oblique Strategies card deck t…
C 64 55 70 31 31 84 99
11224
zhizhuodemao
Android Proxy MCP Claim 2
An MCP server that enables AI assistants to capture and analyze HTTP/HTTPS traf…
C 64 54 65 31 N/A 51 90 83
11225 C 64 64 72 72 0 45 95 99
11226
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
11227
payelink
paylink Claim
A payment framework that helps developers easily integrate payments into their …
C 64 64 90 68 0 42 95 86
11228
vigneshpbmenon
Enables AI agents to interact with AutoCAD through Python automation to draw ge…
C 64 54 48 40 N/A 41 95 100
11229
d4nshields
Integrates I Ching divination with AI responses, allowing users to receive guid…
C 64 55 66 74 41 82 45
11230
diasrafael
AWS Athena MCP Server Claim 1
A Model Context Protocol server that enables SQL queries and database explorati…
C 64 55 57 65 18 81 90
11231
fintools-ai
Enables real-time options order flow analysis with pattern detection, instituti…
C 64 55 66 33 42 81 96
11232
ryanhall00
A deployable server that implements the Model Context Protocol on Cloudflare Wo…
C 64 54 48 68 N/A 21 95 81
11233
theYahia
getcourse-mcp Claim 2
MCP server for GetCourse API -- users, deals.
C 64 44 47 N/A N/A 58 95 58
11234
feiming-afk
weather-mcp-server Claim
C 64 54 62 31 N/A 39 94 90
11235
pradumnasaraf
Aviationstack Claim
Track real-time flight statuses, schedules, and airline information globally. A…
C 64 66 66 70 0 75 81 100
11236
BACH-AI-Tools
Enables access to Semrush Keyword Magic Tool API for SEO keyword research, incl…
C 64 55 56 100 45 78 30
11237
rezaeim
A basic implementation of a Model Context Protocol server that demonstrates cor…
C 64 54 66 27 N/A 39 92 96
11238
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
11239
Kalypsokichu-code
Enables AI-powered generation of styled QR codes with 10 design presets, suppor…
C 64 66 84 71 0 45 81 100
11240
sonicjoy
Automatically generates comprehensive merge request summaries from git logs, an…
C 64 54 54 36 N/A 50 89 96
11241
Traia-IO
Enables AI agents to interact with the Nager MCP UI API through standardized Mo…
C 64 55 68 41 27 82 95
11242
pholex
Enables interaction with Qinglong Panel (青龙面板) to query, execute, and monitor s…
C 64 55 72 43 39 81 80
11243
PSkinnerTech
SkyFi MCP Server Claim
Integrates SkyFi satellite imagery and OpenStreetMap services with AI applicati…
C 63 55 70 82 26 81 42
11244
yashjani
A template for deploying an authentication-free MCP server on Cloudflare Worker…
C 63 55 48 70 27 81 84
11245
pbohannon
Notion API MCP Server Claim 1
Enables advanced todo list management and content organization using Notion's A…
C 63 55 90 58 38 81 34
11246
juancsanchez
Alegra MCP Server Claim 1
A Model Context Protocol server that enables LLMs to securely interact with Ale…
C 63 55 51 100 27 81 43
11247
tokenizin-agency
mcp-nativewind Claim 1
Rransforms Tailwind components to NativeWind 4.
C 63 55 44 45 N/A 36 95 94
11248
rugvedp
This MCP fetches trending data from platforms like YouTube, TikTok, and Instagr…
C 63 54 66 37 N/A 19 95 90
11249
dvvolkovv
Calculates Human Design charts based on birth date, time, and location, providi…
C 63 54 80 57 N/A 33 90 41
11250
TavoElgueaLopez
A template for deploying an MCP server without authentication on Cloudflare Wor…
C 63 55 48 70 29 84 79
Showing 11201–11250 of 57357 servers
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