MCP Server Quality Scores

Independent quality analysis of 69135 public MCP servers

69135
Discovered
→
33849
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14351
francoisgoupil
Provides tools for training, managing, and making predictions with scikit-learn…
D 52 6⁄6 ◉ ⏳ 78 30 0 25 80 95
14352
Ritesh2351235
A Model Context Protocol server that enables access to Omi memories from a spec…
D 52 5⁄5 ◉ ⏳ 45 70 N/A 16 95 19
14353
nevermined-io
Provides weather information for cities through a protected MCP interface with …
D 52 5⁄5 ◉ ⏳ 72 43 — 28 81 21
14354
bendusy
An MCP server that connects to Pollinations.ai API, enabling AI models to gener…
D 52 6⁄6 ◉ ⏳ 57 57 0 38 81 80
14355
Kim-soung-won
Craft quick, personalized greetings by name. Generate ready-to-use greeting pro…
D 52 6⁄6 ◉ ⏳ 56 57 0 29 83 84
14356
wei
mymlh-mcp-server ⚡ Claim
OAuth-enabled MyMLH MCP server for accessing MyMLH data.
D 52 6⁄6 ◉ ⏳ 68 41 0 39 80 84
14357
worryzyy
HowToCook-MCP Server ⚡ Claim 2
An MCP server that transforms AI assistants into personal chefs by providing re…
D 52 5⁄5 ◉ ⏳ 53 58 — 38 82 18
14358
ismaileneskucuk
Electronic Markets TR ⚡ Claim 1
An MCP server that enables real-time product, price, and stock searching across…
D 52 5⁄5 ◉ ⏳ 43 0 — 48 81 94
14359
IlyaGusev
Search arXiv and ACL Anthology, retrieve citations and references, and browse w…
D 52 6⁄6 ◉ ⏳ 88 36 0 69 81 40
14360
cpetra
A demonstration MCP server that runs over HTTP with streamable transport, provi…
D 52 5⁄5 ◉ ⏳ 48 12 — 21 81 100
14361
xiaobenyang-com
Based on the Morgan Levine PhenoAge clock model, the service calculates biologi…
D 52 6⁄6 ◉ ⏳ 72 70 0 45 81 42
14362
sageethhimachala
A template for deploying MCP servers on Cloudflare Workers without authenticati…
D 52 6⁄6 ◉ ⏳ 54 55 0 27 81 93
14363
AiAgentKarl
MCP server for agriculture and farming data. 8 tools: soil conditions (temperat…
D 52 5⁄5 ◉ ⏳ 57 0 — 27 83 95
14364
yonaka15
A Model Context Protocol server that enables LLM applications to safely execute…
D 52 5⁄4 ◉ ⏳ 27 28 N/A 23 95 88
14365
vulnerability-lookup
VulnMCP ⚡ Claim 1
An MCP server for vulnerability management that provides tools for automated se…
D 52 5⁄5 ◉ ⏳ 55 0 — 30 81 97
14366
BigVik193
Manage Reddit advertising end-to-end: browse ad accounts and payment methods, a…
D 52 6⁄6 ◉ ⏳ 54 63 0 17 81 97
14367
d0kwon
MCP Memory Claim
MCP server that gives MCP clients (like Cursor, Claude, Windsurf) the ability t…
D 52 6⁄6 ◉ ⏳ 54 68 0 21 81 84
14368
spyfree
Generate Ziwei Doushu and Bazi charts with insights into palaces, stars, and th…
D 52 6⁄6 ◉ ⏳ 78 10 0 65 81 87
14369
xiaobenyang-com
A model context protocol server designed for AI development and QA, providing A…
D 52 6⁄4 ◉ ⏳ 57 66 0 45 95 46
14370
Osseni94
keyneg-mcp ⚡ Claim
Enterprise-grade sentiment analysis with 95+ labels, keyword extraction, and ba…
D 52 6⁄4 ◉ ⏳ 58 37 0 24 95 96
14371
kabirrgrover
Connects WHOOP fitness data to Poke AI assistant, enabling natural language que…
D 52 6⁄6 ◉ ⏳ 64 37 0 39 81 93
14372
kursk-ye
A server that wraps the code2flow command-line tool as an MCP service, allowing…
D 52 5⁄5 ◉ ⏳ 56 21 — 15 81 80
14373
jasondsmith72
A Model Context Protocol server that provides a comprehensive interface for int…
D 52 6⁄6 ◉ ⏳ 73 42 0 24 81 90
14374
shutter-network
Shutter MCP Claim
Enables timelock encryption using the Shutter Network, allowing users to encryp…
D 52 6⁄6 ◉ ⏳ 66 38 0 30 81 99
14375
KalebJS
groupme-mcp ⚡ Claim 1
An MCP server that integrates with the GroupMe API v3 to allow AI assistants to…
D 52 5⁄5 ◉ ⏳ 47 0 — 41 81 95
14376
payclaw
badge ⚡ Claim
Agents are not bots. Prove it. MCP-native identity declaration for authorized a…
D 52 6⁄4 ◉ ⏳ 72 16 0 58 83 89
14377
bridgpal
A basic example of developing and running serverless Model Context Protocol (MC…
D 52 6⁄6 ◉ ⏳ 54 61 0 21 81 91
14378
mehrshadshams
CopilotMCP ⚡ Claim
A collection of MCP servers built with FastMCP framework that handle various ta…
D 52 5⁄4 ◉ ⏳ 60 12 N/A 19 95 65
14379
amekala
Enables users to analyze, manage, and optimize digital advertising campaigns th…
D 52 6⁄6 ◉ ⏳ 54 68 0 29 69 95
14380
susheel
Synapse MCP Server ⚡ Claim 1
A Model Context Protocol server that exposes Synapse Entities (Datasets, Projec…
D 52 5⁄5 ◉ ⏳ 29 10 — 54 82 100
14381
AST-Consulting
Enables interaction with Google Analytics APIs to fetch reports, manage propert…
D 52 6⁄6 ◉ ⏳ 60 55 0 23 81 91
14382
DevReev
A starter template for creating MCP servers that work with Puch AI, including b…
D 52 6⁄6 ◉ ⏳ 54 67 0 41 81 73
14383
HARJAP-SINGH-3105
Manage Splitwise balances, expenses, and groups from your workspace. Fetch frie…
D 52 6⁄6 ◉ ⏳ 50 60 0 27 80 98
14384
OHNLP
omop_mcp ⚡ Claim
Map clinical terminology to OMOP concepts using LLMs for healthcare data standa…
D 52 6⁄6 ◉ ⏳ 78 27 0 49 78 84
14385
knowledgepa3
gia-mcp-server ⚡ Claim
Enterprise AI governance layer with 29 tools: MAI decision classification (Mand…
D 52 6⁄6 ◉ ⏳ 94 0 0 75 82 69
14386
yzfly
MCP Python Interpreter: run python code. Python-mcp-server, mcp-python-server, …
D 52 6⁄6 ◉ ⏳ 63 37 0 34 81 97
14387
JAYKIM501
A boilerplate project for quickly developing Model Context Protocol servers usi…
D 52 6⁄4 ◉ ⏳ 66 65 0 26 95 53
14388
renatoromao
An MCP server that delivers jokes on demand, supporting different joke categori…
D 52 6⁄6 ◉ ⏳ 41 55 0 41 81 100
14389
eternachen
An MCP server implementation that allows users to fetch and display weather inf…
D 52 5⁄5 ◉ ⏳ 51 26 — 15 81 80
14390
arjunkmrm
Extract and parse web pages into clean HTML, links, or Markdown. Handle dynamic…
D 52 6⁄6 ◉ ⏳ 54 68 0 45 76 72
14391
Jalajil
Poke-MCP ⚡ Claim 1
A Model Context Protocol server that provides comprehensive Pokemon data and ba…
D 52 5⁄5 ◉ ⏳ 39 27 — 24 84 86
14392
viiniolliveira
Zappaz MCP Server ⚡ Claim
Connects MCP tools to the Zappaz WhatsApp API, enabling agents to send and mana…
D 52 6⁄6 ◉ ⏳ 54 67 0 30 81 76
14393
pfelilpe
A vulnerable MCP server implementation that demonstrates how poor coding practi…
D 52 5⁄4 ◉ ⏳ 48 27 N/A 36 75 74
14394
cympfh
QR Code MCP Server ⚡ Claim 1
Enables the generation of QR codes in PNG, SVG, Base64, and ASCII formats via M…
D 52 5⁄4 ◉ ⏳ 46 25 N/A 27 90 70
14395
a6b8
Provides unified access to real-time and historical Solana ecosystem data throu…
D 52 5⁄5 ◉ ⏳ 48 17 — 24 83 84
14396
ishu3022
MathServer ⚡ Claim
Provides basic mathematical operations (addition, subtraction, multiplication, …
D 52 5⁄5 ◉ ⏳ 34 27 — 18 81 100
14397
NXr10
Enables interaction with SAP Business One API through Azure Container Apps with…
D 52 6⁄6 ◉ ⏳ 72 52 0 16 81 84
14398
Xuzan9396
Automatically collects daily report data from KPI systems using browser automat…
D 52 6⁄4 ◉ ⏳ 48 48 0 47 95 83
14399
RMTRQ
A drop-in Model Context Protocol server implementation for Next.js projects tha…
D 52 6⁄4 ◉ ⏳ 60 50 0 39 95 71
14400
self-tech-labs
An MCP server providing standardized access to Swiss court decisions through th…
D 52 6⁄4 ◉ ⏳ 51 55 0 20 95 88
Showing 14351–14400 of 69135 servers
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