MCP Server Quality Scores

Independent quality analysis of 33842 public MCP servers

33842
Discovered
28878
Scored
2088
Verified
16951
Complete

Last updated 2 hours, 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14401
yongsingyou
Weather MCP Server Claim
Provides current weather information and forecasts for major cities through MCP…
D 52 55 48 22 18 81 86
14402
Ospray-creator
Enables management of n8n workflow automations through natural language, suppor…
D 52 55 60 32 21 81 60
14403
Osseni94
keyneg-mcp Claim
Enterprise-grade sentiment analysis with 95+ labels, keyword extraction, and ba…
D 52 64 58 37 0 24 95 96
14404
Govind-git-123
A Model Context Protocol server that delivers various categories of jokes (Chuc…
D 52 66 39 65 0 47 81 86
14405
mehrshadshams
CopilotMCP Claim
A collection of MCP servers built with FastMCP framework that handle various ta…
D 52 54 60 12 N/A 19 95 65
14406
ironjesus74-hub
Enables the deployment of a remote Model Context Protocol server to Cloudflare …
D 52 55 48 0 30 84 100
14407
blackviking1311
A simple demonstration MCP server built with FastMCP that provides basic functi…
D 52 54 42 17 N/A 27 95 80
14408
pfelilpe
A vulnerable MCP server implementation that demonstrates how poor coding practi…
D 52 54 48 27 N/A 36 75 74
14409
Jalajil
Poke-MCP Claim 1
A Model Context Protocol server that provides comprehensive Pokemon data and ba…
D 52 55 39 27 24 84 86
14410
jeannassereldine
MCP Weather Server Claim
A lightweight server that exposes weather-related tools (get_coordinates and ge…
D 52 55 42 22 23 81 91
14411
JAYKIM501
A boilerplate project for quickly developing Model Context Protocol servers usi…
D 52 64 66 65 0 26 95 53
14412
francoisgoupil
Provides tools for training, managing, and making predictions with scikit-learn…
D 52 66 78 30 0 25 80 95
14413
Waldzell-Agentics
Mapbox MCP Server Claim
Provides AI applications with geospatial intelligence through Mapbox APIs, enab…
D 52 66 86 10 0 57 78 87
14414
browserbase
MCP server for AI web browser automation using Browserbase and Stagehand
D 52 66 63 36 0 65 66 90
14415
Ajey95
An AI-powered travel assistant connected to Claude via MCP that helps users pla…
D 52 55 56 20 24 76 82
14416
rabyavalla
Lifestyle medicine health intelligence via x402 micropayments. 637+ peer-review…
D 52 66 54 72 0 20 81 83
14417
langchain-ai
Enables language models to access LangSmith observability platform features inc…
D 52 66 78 0 0 79 82 88
14418
Aman-Amith-Shastry
Perform advanced numerical computations and array manipulations using NumPy thr…
D 52 54 24 31 N/A 19 95 94
14419
cfy114514
Enables querying and analyzing user, product, and order data with filtering cap…
D 52 55 48 30 16 81 78
14420
ishu3022
MathServer Claim
Provides basic mathematical operations (addition, subtraction, multiplication, …
D 52 55 34 27 18 81 100
14421
yonaka15
A Model Context Protocol server that enables LLM applications to safely execute…
D 52 54 27 28 N/A 23 95 88
14422
bighadj22
A Model Context Protocol server that enables AI models to access tools through …
D 52 66 45 67 0 21 81 96
14423
renatoromao
An MCP server that delivers jokes on demand, supporting different joke categori…
D 52 66 41 55 0 41 81 100
14424
Moon-DaeSeung
mcp-todo Claim 2
An MCP server that integrates with the mcp-todo app to manage tasks and memos t…
D 52 55 33 66 32 80 47
14425
viiniolliveira
Zappaz MCP Server Claim
Connects MCP tools to the Zappaz WhatsApp API, enabling agents to send and mana…
D 52 66 54 67 0 30 81 76
14426
o2alexanderfedin
Enables users to search for jobs, retrieve profiles, and fetch feed posts throu…
D 52 54 42 35 N/A 27 82 73
14427
Hyeongseob91
Enables FPS game developers to generate and visualize weapon recoil patterns fo…
D 52 55 60 40 19 82 50
14428
payclaw
badge Claim
Agents are not bots. Prove it. MCP-native identity declaration for authorized a…
D 52 64 72 16 0 58 83 89
14429
Zzzccs123
A TypeScript implementation of a Model Context Protocol server that connects to…
D 52 66 68 50 0 20 81 91
14430
mctx-ai
Example MCP Server Claim
Build complete Apps with our framework — study or fork this reference implement…
D 52 66 66 10 0 74 81 98
14431
Traia-IO
An MCP server that enables AI agents to interact with the Test MCP Mar19 USDC A…
D 52 55 57 0 27 78 100
14432
a6b8
Provides unified access to real-time and historical Solana ecosystem data throu…
D 52 55 48 17 24 83 84
14433
Ritesh2351235
A Model Context Protocol server that enables access to Omi memories from a spec…
D 52 55 45 70 N/A 16 95 19
14434
Xuzan9396
Automatically collects daily report data from KPI systems using browser automat…
D 52 64 48 48 0 47 95 83
14435
xiaobenyang-com
A model context protocol server designed for AI development and QA, providing A…
D 52 64 57 66 0 45 95 46
14436
jasondsmith72
A Model Context Protocol server that provides a comprehensive interface for int…
D 52 66 73 42 0 24 81 90
14437
xiaobenyang-com
Based on the Morgan Levine PhenoAge clock model, the service calculates biologi…
D 52 66 72 70 0 45 81 42
14438
morosss
morosss-sdfsdf Claim
Find academic papers across major sources like arXiv, PubMed, bioRxiv, and more…
D 52 66 60 31 0 51 82 94
14439
AnnaSuSu
arXiv MCP Server Claim
Enables LLMs to search, download, and read arXiv papers with automatic PDF text…
D 51 66 64 23 0 47 81 96
14440
surukanti
A Model Control Protocol server that extends AI assistants with Kubernetes oper…
D 51 55 42 17 29 81 90
14441
robobobby
mcp-danish-weather Claim
Provides access to Danish weather data from the Danish Meteorological Institute…
D 51 66 72 30 0 30 81 92
14442
BACH-AI-Tools
Provides access to download files from Envato Elements platform by URL through …
D 51 55 50 57 45 80 15
14443
quintonwall
Generates complete PyAirbyte data pipeline code and setup instructions for movi…
D 51 66 78 38 0 21 81 83
14444
janwilmake
UIThub MCP Server Claim
Model Context Protocol server that enables Claude to retrieve and analyze code …
D 51 64 84 10 0 25 95 91
14445
QAZ83
Remote MCP Server Claim
A Cloudflare Workers-based implementation of Model Context Protocol (MCP) serve…
D 51 66 54 62 0 30 81 77
14446
4tal
Provides comprehensive Google Contacts management including creating, searching…
D 51 66 60 38 0 48 81 87
14447
kingrishabdugar
A modular production-ready system that provides specialized agents for math, re…
D 51 54 48 21 N/A 16 95 67
14448
ericmc21
HAPI-MCP Claim 1
A Model Context Protocol server that enables querying FHIR healthcare data usin…
D 51 55 33 20 18 83 100
14449
himanshusanecha
MCP server to perform various OSINT tasks by leveraging common network reconnai…
D 51 54 50 27 N/A 21 95 57
14450
Rahii123
Provides real-time weather alerts from the National Weather Service, news searc…
D 51 66 60 41 0 31 81 96
Showing 14401–14450 of 33842 servers
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