MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15401
MervinPraison
praisonai-mcp Claim 1 2
AI Agents framework with 64+ built-in tools for search, memory, workflows, code…
F 30 54 72 26 N/A 64 90 89
15402
rainbowgore
Stealth Launch Radar Claim 1
Spot pre-launch products before they trend. Search the web and tech sites, extr…
F 30 66 78 70 0 53 76 92
15403
virajsamarasinghe
MCP-Claude Claim 1
TypeScript implementation of the Model Context Protocol that standardizes how L…
F 30 54 56 70 N/A 24 87 100
15404
RafalWilinski
mcp-apple-notes Claim 1 3
Enables semantic search and RAG (Retrieval Augmented Generation) over your Appl…
F 30 54 90 57 N/A 26 88 98
15405
IgorKrupenja
Provides AI coding assistant rules and guidelines for Bürokratt modules, includ…
F 30 55 84 57 63 80 100
15406
contactakagrawal
Excel Analyser MCP Claim 1
Enables efficient reading, analyzing, and querying of Excel, CSV, and JSON file…
F 30 55 66 62 31 80 83
15407
ropon
Weather MCP Server Claim 1 2
Enables LLMs to retrieve 24-hour weather forecasts and city information through…
F 30 55 80 66 23 80 96
15408
DumplingAI
Dumpling AI MCP Server Claim 1 2
Integrates with Dumpling AI to provide data scraping, content processing, knowl…
F 30 55 78 100 48 76 41
15409
LZMW
An MCP server that enables local AI models to receive guidance from remote 'sen…
F 30 55 47 82 32 78 84
15410
voicetreelab
lazy-mcp Claim 1
MCP proxy server with lazy loading support - reduces context usage through on…
F 30 54 72 61 N/A 62 89 90
15411
tsukiyama85
Japanese Weather MCP Claim 1
Provides weather information for 110 cities across Japan with natural language …
F 30 55 48 58 44 80 88
15412
leomessi2140
Enables menu browsing, recommendation requests, and shopping cart management th…
F 30 55 54 25 25 80 88
15413
r3-yamauchi
Enables secure interaction with kintone through OAuth authentication, supportin…
F 30 55 66 70 41 80 92
15414
antoncoding
Brian Knows Claim 1 3
Enhance your applications with intelligent context-aware capabilities. Leverage…
F 30 54 84 68 N/A 26 90 92
15415
Traia-IO
Test MCP Server Traia Claim 1
This MCP server provides access to the Test mcp server Traia API, enabling AI a…
F 30 55 72 43 27 81 99
15416
henry2craftman
Enables Claude to collaborate with Gemini for code reviews, second opinions, an…
F 30 55 78 56 44 78 87
15417
Fewsats
amazon-mcp Claim 1
Amazon MCP server to search & buy products using the L402
F 30 54 64 22 N/A 39 90 88
15418
yuvalsuede
memory-mcp Claim 1
Persistent memory and automatic git snapshots for Claude Code, capturing decisi…
F 30 54 72 58 N/A 69 87 100
15419
NewToolAI
Database Query MCP Claim 1
A versatile tool that enables querying and exporting data from multiple relatio…
F 30 55 76 33 47 80 69
15420
gifflet
Graphiti MCP Server Claim 1
A knowledge graph server for AI agents, built with Neo4j and integrated with Mo…
F 30 54 78 67 45 87 95
15421
savantskie
A persistent local memory for AI, LLMs, or Copilot in VS Code.
F 30 54 96 56 N/A 71 87 92
15422
sarthaksiddha
Wireshark MCP Claim 1 2
A Model Context Protocol server that integrates Wireshark's network analysis ca…
F 30 54 75 31 N/A 28 90 94
15423
anton-proto
MCP Imagen Server Claim 1
Enables text-to-image generation, style transfer, background removal, and autom…
F 30 55 96 61 35 80 89
15424
ngtruongmetin
A semantic search MCP server that provides historical question-and-answer capab…
F 30 55 72 30 30 69 95
15425
mtpajula
Tekuila MCP Server Claim 1 2
An MCP server that provides access to Tekuila restaurant menus with AI-powered …
F 30 55 39 27 44 80 100
15426
ckz
Flux Schnell MCP Server Claim 1 2
A server that enables generating images through the Replicate API by calling th…
F 30 55 88 67 33 80 100
15427
namastexlabs
Automagik Tools Claim 1
Transforms any API into an intelligent MCP agent in seconds, enabling natural l…
F 30 54 90 31 80 90 100
15428
ferrislucas
iterm-mcp Claim 1 3
A Model Context Protocol server that provides access to iTerm. You can run comm…
F 30 54 75 47 N/A 68 87 98
15429
DaInfernalCoder
Utilize advanced API capabilities to enhance your coding experience.
F 30 54 94 66 N/A 68 90 89
15430
crazyrabbitLTC
MCP Expert Server Claim 1 4
A Model Context Protocol server utilizing Claude AI for generating intelligent …
F 30 55 79 60 19 82 91
15431
XGenerationLab
xiyan_mcp_server Claim 1 3
An MCP server that supports fetching data from a database using natural languag…
F 30 66 63 37 0 70 76 94
15432
wizd
A ModelContextProtocol server providing high-quality translation services with …
F 30 55 66 71 28 76 70
15433
thiagotw10
Enables AI agents to generate professional Word and PDF documents with support …
F 30 55 72 95 N/A 47 89 38
15434
ronangrant
MCP Framework Claim 1 2
A TypeScript framework for building Model Context Protocol (MCP) servers with a…
F 30 55 96 71 29 80 68
15435
kirtiapte
Petclinic MCP Server Claim 1
Enables interaction with the Swagger Petstore API (Petclinic v2) to fetch and m…
F 30 55 50 22 29 78 70
15436
corebasehq
coremcp Claim 1
A secure, tunnel-native database bridge for AI agents. Connects localhost & on-…
F 30 55 82 43 82 80 98
15437
vanushya
Enables management of retail e-commerce products with CRUD operations, AI-power…
F 30 55 74 63 42 80 99
15438
o-b-one
Groceries MCP Server Claim 1 2
Enables searching for groceries and automatically adding items to cart through …
F 30 55 80 63 37 71 92
15439
mustafa-can
Node.js MCP Server Claim 1 2
A basic MCP server that provides arithmetic calculation tools and system inform…
F 30 54 84 55 N/A 29 84 83
15440
narphorium
Memex Claim 1 2
A tool for Model Context Protocol (MCP) that allows you to analyze web content …
F 30 55 78 57 39 76 92
15441
dalisecurity
Fray Claim 1
AI-native security toolkit — fray go target.com scans everything. 7,600+ payloa…
F 30 54 84 30 N/A 68 88 88
15442
Tght1211
http-4-mcp Claim 1
HTTP-4-MCP configuration tool allows you to easily convert HTTP API into MCP to…
F 30 55 78 58 33 76 87
15443
seungmin988
DocuFlow Claim 1 2
A TypeScript-based document processing server that supports various document fo…
F 30 55 60 56 44 76 40
15444
yikakia
godoc-mcp-server Claim 1 2
Query Go package information on pkg.go.dev
F 30 55 72 62 62 82 57
15445
MuhammadIndar
MCP-RLM Claim 1
An implementation of the Recursive Language Models architecture that enables AI…
F 30 55 64 40 57 76 76
15446
dhakalnirajan
blender-open-mcp Claim 1
Open Models MCP for Blender Using Ollama
F 30 54 68 65 N/A 37 87 100
15447
adityapawar327
Enables fact-checking of news headlines using Google Gemini AI and web search v…
F 30 55 100 33 30 77 96
15448
jjdelorme
SQL Analysis MCP Server Claim 1 2
An MCP server designed for SQL analysis that demonstrates sampling capabilities…
F 30 54 45 25 N/A 21 90 93
15449
twelve-web
Track MCP Claim 1 2
A professional tool for automatically generating enterprise-standard tracking c…
F 30 54 72 62 N/A 30 87 81
15450
juehang
vscode-mcp-server Claim 1 2
A MCP Server that allows AI such as Claude to read from the directory structure…
F 30 54 57 63 N/A 82 87 91
Showing 15401–15450 of 57580 servers
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