MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13701
A-Proof
Provides a secure workspace for AI-driven file management and Python script exe…
C 56 66 90 40 0 25 74 100
13702
SiddheshDongare
Provides a comprehensive API wrapper for GitHub operations through a FastMCP-ba…
C 56 66 72 43 0 43 80 100
13703
joelGuerraArias
Enables automated sending of institutional emails via Gmail SMTP with authentic…
C 56 55 54 32 25 81 85
13704
kasinathnalla
MCP-Add-Weather Claim
A multi-agent system that connects a math server and weather server, allowing u…
C 56 55 50 27 23 81 99
13705
Swayingleaves
Enables direct interaction with CockroachDB databases in Cursor, allowing users…
C 56 55 60 33 23 74 87
13706
Readify-App
Instagram MCP Server Claim 1
Enables access to Instagram data through EnsembleData API, allowing retrieval o…
C 56 55 48 43 29 80 75
13707
allentcm
Enables semantic search and retrieval of code files using embeddings stored in …
C 56 55 60 22 20 76 99
13708
TaifAlsadoon
Enables AI models to access comprehensive Pokémon data from PokéAPI and simulat…
C 56 55 70 35 33 81 51
13709
abakhru
Vibetest Use Claim 1
An MCP server that launches multiple Browser-Use agents to test websites for UI…
C 56 54 41 32 N/A 27 90 91
13710
MCP4Public
Look 4 Fundings Claim
Provides basic text manipulation and analysis tools including word reversal and…
C 56 66 68 65 0 27 81 91
13711
kkarra111
An MCP server that enables Microsoft Copilot Studio to fetch and deliver variou…
C 56 55 45 17 44 81 100
13712
awakm618
Enables subnet mask calculations and network planning through MCP framework. Pr…
C 56 55 52 30 34 81 81
13713
sarunasdaujotis
Enables Large Language Models to access real-time data on Vilnius public transp…
C 56 55 68 27 13 81 80
13714
alejoair
MCP Code Editor Claim
A FastMCP server providing powerful code editing tools including precise file m…
C 56 66 54 60 0 59 80 91
13715
githubmilind
mcp-weather Claim
A Model Context Protocol (MCP) server that enables AI assistants and LLMs to ac…
C 56 55 46 30 21 83 100
13716
kiyo-e
A Cloudflare Workers-based MCP server that provides current date and time infor…
C 56 66 54 60 0 45 81 100
13717
julien-nc
C411 MCP Server Claim 1
Enables searching torrents, fetching metadata, and downloading torrent files fr…
C 56 55 74 0 30 78 97
13718
purmemo-ai
purmemo Claim
AI memory across Claude, ChatGPT, Gemini, and Cursor. Save, search, and recall …
C 56 66 96 10 0 68 80 90
13719
trakru
Provides AI assistants with intelligent access to ML textbook content for creat…
C 56 55 48 33 24 81 91
13720
aech-ai
A Model Context Protocol server that bridges Microsoft Teams with MCP-compatibl…
C 56 55 51 32 20 81 94
13721
flipcoin-fun
flipcoin Claim
Agent-first prediction markets on Base. Trade, quote, create markets via MCP.
C 56 55 76 0 N/A 35 71 96
13722
mohamedouamer19
Enables comprehensive ransomware threat analysis through 25+ tools that interac…
C 56 55 56 27 16 81 92
13723
niyonabil
Blogger MCP Server Claim
An intermediary server that enables AI models to interact with Google's Blogger…
C 56 66 66 61 0 27 78 99
13724
chirag127
Provide advanced stochastic algorithms and probabilistic decision-making capabi…
C 56 64 84 42 0 31 95 80
13725
timecamp-org
A Model Context Protocol server that provides time tracking integration with Ti…
C 56 66 57 72 0 32 81 93
13726
boleyn
FS-MCP Server Claim 1
A Model Context Protocol server that provides intelligent file reading and sema…
C 56 55 39 36 45 81 84
13727
kukapay
crypto-portfolio-mcp Claim 1
An MCP server for tracking and managing cryptocurrency portfolio allocations.
C 56 55 45 22 39 77 99
13728
ptrst102
pokemon-gen3-calc-mcp Claim 1
An MCP server that enables accurate status and damage calculations for third-ge…
C 56 55 57 65 46 84 22
13729
Jimmy974
A Machine Control Protocol (MCP) server that enables storing and retrieving inf…
C 56 55 54 31 22 81 88
13730
xiaobenyang-com
A model context protocol server that provides Berlin administrative service dat…
C 56 64 57 70 0 45 95 73
13731
jayden-chmod
warrant-mcp Claim 1
An MCP server that provides formal reasoning and argument validation tools for …
C 56 54 45 28 N/A 30 94 81
13732
reymerekar7
Beehiiv MCP Server Claim 1
A Model Context Protocol server that enables Large Language Models (like Claude…
C 56 55 39 37 23 82 100
13733
CursorTouch
MCP-Agent Claim
Connect to any MCP servers using agents
C 56 64 66 42 0 53 95 88
13734
jinyinghua
simple-search Claim
Simple Tavily Search MCP Server This is a simplified version of the Tavily se…
C 56 54 36 33 N/A 40 95 81
13735
gandandev
NEIS MCP Server Claim
Enables access to Korean school information through the National Education Info…
C 56 55 60 43 24 81 64
13736
arunmenon
SDK MCP Server Claim
A configurable MCP server providing searchable access to AI/ML SDK source code …
C 56 55 48 22 34 80 99
13737
WinstonFassett
Sonos MCP Server Claim
A server that allows you to control and interact with Sonos devices on your net…
C 56 55 48 27 22 81 100
13738
AlexlaGuardia
Mailchimp MCP Server Claim 1
A production-grade MCP server that integrates with the Mailchimp Marketing API …
C 56 55 60 0 45 82 99
13739
sankethsura
Triggers predefined functions based on specific usecases including data analysi…
C 56 55 54 31 22 83 88
13740
obisagno
Apple MCP Claim
Enables AI interaction with native macOS applications including Messages, Notes…
C 56 66 78 37 0 48 76 98
13741
QuentinCody
Unofficial MCP server that allows AI agents to discover Shopify storefronts and…
C 56 55 60 41 19 81 69
13742
SSAFY-Seoul-Class-7
Provides AI agents with 8 stress-relief tools like coffee breaks, Netflix watch…
C 56 54 42 43 N/A 40 95 60
13743
CooKey-Monster
Ebay MCP Server Claim 1
A Model Context Protocol server that lets you fetch auctions from Ebay.com usin…
C 56 55 63 21 37 81 75
13744
shree-bd
IntelliGlow Claim
A Model Context Protocol (MCP) server that allows AI assistants like Claude to …
C 56 55 42 36 18 80 100
13745
Nuvepro-Technologies-Pvt-Ltd
Enables remote Python code execution via the Model Context Protocol for secure,…
C 56 55 54 43 25 74 81
13746
jamesg31
PostgreSQL MCP Server Claim 1
A Model Context Protocol server that provides read-only access to PostgreSQL da…
C 56 55 57 50 18 81 64
13747
fairyming
Suricata MCP Claim 2
An MCP server for validating Suricata rule syntax and testing rules against pca…
C 56 54 63 0 N/A 27 89 98
13748
trafflux
PDF Reader MCP Server Claim 1
Provides tools for reading and extracting text from PDF files, supporting both …
C 56 55 54 28 16 81 94
13749
pinepaper
Enables AI assistants to create and animate graphics in PinePaper Studio using …
C 56 66 92 18 0 61 81 91
13750
hannguyendd
A FastAPI-integrated MCP server that provides mathematical operations like addi…
C 56 55 48 22 28 83 98
Showing 13701–13750 of 67226 servers
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