MCP Server Quality Scores

Independent quality analysis of 33692 public MCP servers

33692
Discovered
28840
Scored
2087
Verified
16951
Complete

Last updated 1 hour, 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11401
Karen-Proyect-IA
A template for deploying an unauthenticated MCP server on Cloudflare Workers. E…
C 63 55 48 70 27 84 77
11402
g4-business-ai
Enables deployment of a customizable MCP server on Cloudflare Workers without a…
C 63 55 48 70 24 81 84
11403
dh1789
My First MCP Claim
A tutorial MCP server that provides basic utility tools including time queries,…
C 63 55 54 100 48 81 22
11404
meaigood001
Enables Google search functionality through the Google Custom Search API with e…
C 63 55 60 42 37 81 91
11405
patw
Enables querying and analyzing the MongoDB sample_mflix movie dataset through n…
C 63 55 70 38 36 81 87
11406
crewAIInc
this is my first mcp
C 63 54 66 22 N/A 36 95 91
11407
kodexArg
SyV MCP Tools Claim
Enables validation and retrieval of metadata from Markdown files in the Subordi…
C 63 54 60 36 N/A 29 94 94
11408
MRIIOT
XMI MCP Server Claim 3
An MCP server for querying and exploring SysML XMI models, specifically designe…
C 63 55 75 57 N/A 29 92 49
11409
daoleno
Enables AI tools to interact with the Lens Protocol decentralized social networ…
C 63 66 94 73 0 30 81 89
11410
scotthavird
A tool for deploying authentication-free Model Context Protocol servers on Clou…
C 63 55 48 68 26 84 81
11411
ExposureGuard
ExposureGuard Claim 1
Domain security scanning for AI agents. A-F grades, 8 checks, fix snippets.
C 63 55 90 10 29 81 100
11412
Traia-IO
Provides Model Context Protocol access to the ICON MCP v101 API with support fo…
C 63 55 68 46 24 80 91
11413
ysntony
Integrates AppsFlyer analytics data with AI assistants, allowing users to fetch…
C 63 55 66 70 49 81 40
11414
kolarova-ops
Rohlik MCP Server Claim 1
Enables AI assistants to interact with Rohlik Group's online grocery delivery s…
C 63 66 84 70 0 47 80 96
11415
kukapay
Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
C 63 55 50 40 49 81 100
11416
rainyuniverse
MCP WebScout Claim 3
A Model Context Protocol server that provides web search capabilities via DuckD…
C 63 55 69 66 30 80 56
11417
GongRzhe
Enables Claude and other AI assistants to interact with your computer's audio s…
C 63 54 66 31 N/A 37 84 97
11418
ninad7007
A Model Context Protocol server that enables AI tools to interact with Supabase…
C 63 55 45 68 34 81 85
11419
CryptoCultCurt
Provide seamless access to Appfolio Property Manager Reporting API through a st…
C 63 66 94 70 0 48 78 84
11420
Traia-IO
ICON mcp v105 Claim
Enables AI agents and LLMs to interact with the ICON mcp v105 API through stand…
C 63 55 68 46 24 80 91
11421
Zeyneptncr
A system that manages person records through natural Turkish language commands …
C 63 54 44 57 N/A 23 95 92
11422
yums-gao
Enables users to take screenshots, extract text using OCR, and automatically ge…
C 63 54 54 55 N/A 16 95 87
11423
vinaykp
A server implementation of the Model Context Protocol (MCP) that provides REST …
C 63 54 54 37 N/A 23 95 100
11424
Rana-X
Enables booking cleaning services in San Francisco by collecting customer detai…
C 63 66 90 77 0 31 81 91
11425
dinghuazhou
TOS MCP Server Claim
Enables natural language exploration and management of Volcengine TOS storage, …
C 63 55 70 42 22 78 97
11426
kelnixsolutions
Turn any receipt into structured, accounting-ready JSON or clean Markdown with …
C 63 66 72 70 0 63 81 98
11427
MockLoop
MockLoop MCP Server Claim 1
A Model Context Protocol server that generates and runs mock API servers from A…
C 63 66 79 58 0 84 81 86
11428
gevans3000
Implements the Model Context Protocol to provide LLMs with tools for interactin…
C 63 55 60 56 16 81 90
11429
stefanstranger
mcp-server-vanmoof Claim
The VanMoof MCP Server implements the MCP specification to create a seamless co…
C 63 55 56 40 42 81 96
11430
antegral
MMA MCP Server Claim
Enables users to search and query information about military service alternativ…
C 63 55 72 58 57 81 41
11431
mauricioTechDev
Weather MCP Server Claim 1
A Model Context Protocol server that enables AI models to fetch weather alerts …
C 63 55 45 63 18 81 100
11432
abekek
A Python-based Model Context Protocol server that provides AI assistants with a…
C 63 55 60 35 45 80 98
11433
jesse-merhi
An MCP server that provides comprehensive multimodal Retrieval-Augmented Genera…
C 63 54 57 30 N/A 41 95 90
11434
Jongryong
Connects to Jira instances to generate weekly reports based on issue activity, …
C 63 54 62 67 N/A 20 95 59
11435
compilotbv
Enables natural language interaction with PostgreSQL databases, supporting quer…
C 63 66 100 61 0 40 81 87
11436
Sunwood-ai-labs
A Model Context Protocol server that enables efficient management of GitHub iss…
C 63 54 51 57 N/A 56 87 67
11437
Traia-IO
Nager MCP v101 Claim 1
An MCP server that provides access to the Nager.Date API for retrieving public …
C 63 54 53 43 N/A 27 92 99
11438
piexl
SketchupMCP Claim 1
Enables direct interaction and control of SketchUp through Claude AI using the …
C 63 55 60 82 N/A 36 80 44
11439
kukapay
jupiter-mcp Claim 1
An MCP server for executing token swaps on the Solana blockchain using Jupiter'…
C 63 55 51 56 48 71 91
11440
wannabidr
A local Retrieval-Augmented Generation system that enables users to ingest mark…
C 63 54 60 36 N/A 29 90 97
11441
CalcsLive
CalcsLive MCP Server Claim 1
Enables AI agents to perform unit-aware engineering calculations with automatic…
C 63 66 90 65 0 55 80 89
11442
PromStack-1
Enables Claude Desktop and other MCP-compatible tools to directly access and ex…
C 63 55 56 70 28 81 71
11443
wb200
Memory-MCP Claim
Provides persistent memory for AI agents using hybrid search (vector embeddings…
C 63 55 60 40 48 81 88
11444
fhp101ml
A conversational copilot that guides users through the Knowledge Discovery in D…
C 63 54 54 56 N/A 25 90 84
11445
System-R-AI
Pre-trade risk validation and position sizing for AI trading agents via G-formu…
C 63 66 90 60 0 55 83 91
11446
maci0
A server that wraps the Wine Debugger (winedbg) and exposes its functionality t…
C 63 54 66 15 N/A 36 95 100
11447
colinterface
Provides access to Bay Wheels realtime bikeshare data, enabling users to find n…
C 63 55 72 30 29 82 94
11448
0xGval
A lightweight toolkit that enables Claude to search Twitter with natural langua…
C 63 55 88 82 19 81 23
11449
leopold16
Enables users to search, browse, and retrieve AI prompts from the Tripleshot pu…
C 63 54 62 37 N/A 26 95 90
11450
professordnyc
Integrates Square sandbox catalog and orders management with voice commands (vi…
C 63 54 60 28 N/A 41 95 91
Showing 11401–11450 of 33692 servers
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