MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29814
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14401
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
14402
rabyavalla
Lifestyle medicine health intelligence via x402 micropayments. 637+ peer-review…
D 52 66 54 72 0 20 81 83
14403
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
14404
daheepk
An MCP server that allows Claude AI to search, explore, and compare arXiv paper…
D 52 55 49 31 45 80 54
14405
vulnerability-lookup
VulnMCP Claim 1
An MCP server for vulnerability management that provides tools for automated se…
D 52 55 55 0 30 81 97
14406
Govind-git-123
A Model Context Protocol server that delivers various categories of jokes (Chuc…
D 52 66 39 65 0 47 81 86
14407
yongsingyou
Weather MCP Server Claim
Provides current weather information and forecasts for major cities through MCP…
D 52 55 48 22 18 81 86
14408
geobio
Context7 MCP Claim
Provides LLMs with up-to-date, version-specific documentation and code examples…
D 52 66 84 10 0 44 81 93
14409
bridgpal
A basic example of developing and running serverless Model Context Protocol (MC…
D 52 66 54 61 0 21 81 91
14410
worryzyy
HowToCook-MCP Server Claim 2
An MCP server that transforms AI assistants into personal chefs by providing re…
D 52 55 53 58 38 82 18
14411
cfahlgren1
HF Dataset MCP Claim 1
An MCP server for the Hugging Face Dataset Viewer API that enables searching, f…
D 52 66 57 51 0 32 81 94
14412
AiAgentKarl
MCP server for agriculture and farming data. 8 tools: soil conditions (temperat…
D 52 55 57 0 27 83 95
14413
DidierRLopes
Exposes OpenBB widget specifications as structured tools, enabling developers a…
D 52 55 80 27 28 81 32
14414
IlyaGusev
Search arXiv and ACL Anthology, retrieve citations and references, and browse w…
D 52 66 88 36 0 69 81 40
14415
OHNLP
omop_mcp Claim
Map clinical terminology to OMOP concepts using LLMs for healthcare data standa…
D 52 66 78 27 0 49 78 84
14416
braindead-dev
Enables AI assistants to read, send, and manage Instagram direct messages, incl…
D 52 66 68 42 0 25 81 97
14417
a6b8
Provides unified access to real-time and historical Solana ecosystem data throu…
D 52 55 48 17 24 83 84
14418
DanielZhao1990
An interface enabling high-frequency communication between AI tools (like Curso…
D 52 55 60 26 42 81 49
14419
knowledgepa3
gia-mcp-server Claim
Enterprise AI governance layer with 29 tools: MAI decision classification (Mand…
D 52 66 94 0 0 75 82 69
14420
SecurFi
rapidapi Claim
integrate rapidapi for testing
D 52 54 38 27 N/A 22 90 83
14421
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
14422
spyfree
Generate Ziwei Doushu and Bazi charts with insights into palaces, stars, and th…
D 52 66 78 10 0 65 81 87
14423
chlee10
A Model Context Protocol server that enables natural language data exploration …
D 52 55 57 37 32 76 54
14424
CccZss
mcp-test Claim
test
D 52 54 24 25 N/A 23 92 100
14425
Xuzan9396
Automatically collects daily report data from KPI systems using browser automat…
D 52 64 48 48 0 47 95 83
14426
pfelilpe
A vulnerable MCP server implementation that demonstrates how poor coding practi…
D 52 54 48 27 N/A 36 75 74
14427
o2alexanderfedin
Enables users to search for jobs, retrieve profiles, and fetch feed posts throu…
D 52 54 42 35 N/A 27 82 73
14428
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
14429
kagioneko
memory-engine-mcp Claim 2
An MCP server that provides persistent memory for AI agents by storing session …
D 52 54 65 30 N/A 31 90 33
14430
afgong
Explore your Messages SQLite database to browse tables and inspect schemas with…
D 52 66 62 38 0 40 81 92
14431
francoisgoupil
Provides tools for training, managing, and making predictions with scikit-learn…
D 52 66 78 30 0 25 80 95
14432
blipemail
email Claim 1
MCP server for Blip disposable email — create inboxes, receive emails, extract …
D 52 54 51 0 N/A 30 82 99
14433
d0kwon
MCP Memory Claim
MCP server that gives MCP clients (like Cursor, Claude, Windsurf) the ability t…
D 52 66 54 68 0 21 81 84
14434
Ajey95
An AI-powered travel assistant connected to Claude via MCP that helps users pla…
D 52 55 56 20 24 76 82
14435
BigVik193
Manage Reddit advertising end-to-end: browse ad accounts and payment methods, a…
D 52 66 54 63 0 17 81 97
14436
yzfly
MCP Python Interpreter: run python code. Python-mcp-server, mcp-python-server, …
D 52 66 63 37 0 34 81 97
14437
browserbase
MCP server for AI web browser automation using Browserbase and Stagehand
D 52 66 63 36 0 65 66 90
14438
self-tech-labs
An MCP server providing standardized access to Swiss court decisions through th…
D 52 64 51 55 0 20 95 88
14439
AceDataCloud
mcp-shorturl Claim 1
MCP server for URL shortening and management
D 52 66 73 0 0 68 81 100
14440
aarons22
paprika-mcp Claim 1
An MCP server that provides read-only access to the Paprika Recipe Manager, all…
D 51 55 51 0 25 81 98
14441
codedthemes
Provides AI assistants with comprehensive access to Material UI documentation, …
D 51 66 54 60 0 29 81 82
14442
www-zerotrusted-ai
ZeroTrusted ai PII Detection
D 51 54 30 20 N/A 18 94 93
14443
NingNing0111
Mail MCP Server Claim 1
An MCP server that provides email sending capabilities via SMTP, featuring tool…
D 51 55 27 32 45 81 79
14444
briancasteel
Charity MCP Server Claim
Enables AI assistants to look up IRS nonprofit data, verify tax-deductible char…
D 51 66 84 10 0 31 83 100
14445
crewAIInc
A Model Context Protocol server that enables users to kickoff and monitor deplo…
D 51 55 45 27 25 82 75
14446
vkhanna2004
Enables natural language interactions with Jira for creating issues, managing b…
D 51 55 36 32 12 81 90
14447
Sujithreddy22k
A Model Context Protocol server that provides Chuck Norris and Dad jokes which …
D 51 66 33 55 0 46 83 100
14448
pollot-pierre-10antz
Provide a test implementation of the Model Context Protocol server to facilitat…
D 51 54 24 30 N/A 18 95 89
14449
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
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 57357 servers
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