MCP Server Quality Scores

Independent quality analysis of 33842 public MCP servers

33842
Discovered
28878
Scored
2088
Verified
16951
Complete

Last updated 1 hour, 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14351
Jose-Prince
Predicts video game scores (0-100 scale, similar to Metacritic ratings) using m…
D 52 55 60 20 16 81 73
14352
anbrme
ibex35-mcp Claim
Analyze relationships in the Spanish stock exchange
D 52 66 100 0 0 43 81 87
14353
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
14354
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
14355
arjunkmrm
Extract and parse web pages into clean HTML, links, or Markdown. Handle dynamic…
D 52 66 54 68 0 45 76 72
14356
amekala
Enables users to analyze, manage, and optimize digital advertising campaigns th…
D 52 66 54 68 0 29 69 95
14357
afgong
Explore your Messages SQLite database to browse tables and inspect schemas with…
D 52 66 62 38 0 40 81 92
14358
CccZss
mcp-test Claim
test
D 52 54 24 25 N/A 23 92 100
14359
cympfh
QR Code MCP Server Claim 1
Enables the generation of QR codes in PNG, SVG, Base64, and ASCII formats via M…
D 52 54 46 25 N/A 27 90 70
14360
eternachen
An MCP server implementation that allows users to fetch and display weather inf…
D 52 55 51 26 15 81 80
14361
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
14362
AceDataCloud
mcp-shorturl Claim 1
MCP server for URL shortening and management
D 52 66 73 0 0 68 81 100
14363
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
14364
oleksii-donets
simple_mcp Claim
A Test MCP server that provides tools, promts and resources
D 52 54 42 0 N/A 32 92 100
14365
wei
mymlh-mcp-server Claim
OAuth-enabled MyMLH MCP server for accessing MyMLH data.
D 52 66 68 41 0 39 80 84
14366
shutter-network
Shutter MCP Claim
Enables timelock encryption using the Shutter Network, allowing users to encryp…
D 52 66 66 38 0 30 81 99
14367
plainyogurt21
Provide AI assistants with real-time access to official SEC EDGAR filings and f…
D 52 66 64 30 0 49 81 92
14368
isgudtek
mycrab-mcp Claim
Instant public HTTPS URLs for AI agents via Cloudflare Tunnels. x402 custom dom…
D 52 64 60 22 0 44 95 98
14369
BigVik193
Manage Reddit advertising end-to-end: browse ad accounts and payment methods, a…
D 52 66 54 63 0 17 81 97
14370
xiaobenyang-com
edge-tts Claim 1
An MCP server integrated with Microsoft Edge's high-quality speech synthesis ca…
D 52 64 57 65 0 45 95 51
14371
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
14372
InSIkHwang
Naver Flight MCP Claim
A Model Context Protocol (MCP) server built with mcp-framework that provides to…
D 52 64 48 65 0 26 95 78
14373
knowledgepa3
AI governance engine — decision controls, compliance, audit chains, knowledge p…
D 52 66 94 0 0 75 82 69
14374
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
14375
Adiitiir
Manages inventory operations using Supabase/PostgreSQL database, enabling users…
D 52 55 54 23 24 81 74
14376
nevermined-io
Provides weather information for cities through a protected MCP interface with …
D 52 55 72 43 28 81 21
14377
KalebJS
groupme-mcp Claim 1
An MCP server that integrates with the GroupMe API v3 to allow AI assistants to…
D 52 55 47 0 41 81 95
14378
Kim-soung-won
Craft quick, personalized greetings by name. Generate ready-to-use greeting pro…
D 52 66 56 57 0 29 83 84
14379
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
14380
bendusy
An MCP server that connects to Pollinations.ai API, enabling AI models to gener…
D 52 66 57 57 0 38 81 80
14381
francoisgoupil
Provides tools for training, managing, and making predictions with scikit-learn…
D 52 66 78 30 0 25 80 95
14382
self-tech-labs
An MCP server providing standardized access to Swiss court decisions through th…
D 52 64 51 55 0 20 95 88
14383
spyfree
Mingli MCP Server Claim
Enables AI tools to perform Chinese fortune-telling analysis including Ziwei Do…
D 52 66 78 10 0 65 81 87
14384
DevReev
A starter template for creating MCP servers that work with Puch AI, including b…
D 52 66 54 67 0 41 81 73
14385
Ospray-creator
Enables management of n8n workflow automations through natural language, suppor…
D 52 55 60 32 21 81 60
14386
YohanLiu
MCP JSONDiff Kel Claim
An efficient MCP server for performing accurate, deep comparisons between JSON …
D 52 55 48 32 23 83 68
14387
HARJAP-SINGH-3105
Manage Splitwise balances, expenses, and groups from your workspace. Fetch frie…
D 52 66 50 60 0 27 80 98
14388
AiAgentKarl
MCP server for agriculture and farming data. 8 tools: soil conditions (temperat…
D 52 55 57 0 27 83 95
14389
DidierRLopes
Exposes OpenBB widget specifications as structured tools, enabling developers a…
D 52 55 80 27 28 81 32
14390
Govind-git-123
A Model Context Protocol server that delivers various categories of jokes (Chuc…
D 52 66 39 65 0 47 81 86
14391
yongsingyou
Weather MCP Server Claim
Provides current weather information and forecasts for major cities through MCP…
D 52 55 48 22 18 81 86
14392
RMTRQ
A drop-in Model Context Protocol server implementation for Next.js projects tha…
D 52 64 60 50 0 39 95 71
14393
SecurFi
rapidapi Claim
integrate rapidapi for testing
D 52 54 38 27 N/A 22 90 83
14394
JAYKIM501
A boilerplate project for quickly developing Model Context Protocol servers usi…
D 52 64 66 65 0 26 95 53
14395
ironjesus74-hub
Enables the deployment of a remote Model Context Protocol server to Cloudflare …
D 52 55 48 0 30 84 100
14396
blackviking1311
A simple demonstration MCP server built with FastMCP that provides basic functi…
D 52 54 42 17 N/A 27 95 80
14397
Osseni94
keyneg-mcp Claim
Enterprise-grade sentiment analysis with 95+ labels, keyword extraction, and ba…
D 52 64 58 37 0 24 95 96
14398
bridgpal
A basic example of developing and running serverless Model Context Protocol (MC…
D 52 66 54 61 0 21 81 91
14399
browserbase
MCP server for AI web browser automation using Browserbase and Stagehand
D 52 66 63 36 0 65 66 90
14400
sainath1420
A server implementation demonstrating how AI models can interact with external …
D 52 55 44 30 16 81 85
Showing 14351–14400 of 33842 servers
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