MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 3 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12651
deephaven
Deephaven MCP Claim 1
Enables AI assistants to interact with Deephaven real-time data systems, allowi…
C 60 55 56 38 70 78 66
12652
Samarth2001
A Model Context Protocol server that enables Claude AI to interact with Gmail, …
C 60 55 45 41 34 81 98
12653
611711Dark
A mathematical computation service that enables users to perform symbolic calcu…
C 60 55 62 25 39 81 94
12654
TourAround
lystbot Claim
Smart lists that your AI can actually use. Manage lists via MCP, CLI, or REST A…
C 60 55 76 0 N/A 41 81 100
12655
CaptainCrouton89
Enables running multiple Claude prompts simultaneously in parallel with support…
C 60 55 54 57 23 71 91
12656
kukapay
honeypot-detector-mcp Claim 1
An MCP server that detects potential honeypot tokens on Ethereum, BNB Smart Cha…
C 60 55 45 41 38 81 97
12657
121yaseen
Implements a Model Context Protocol server that connects with Zerodha Kite API,…
C 60 55 54 65 21 81 72
12658
kLabUM
SWMM-MCP Claim 1
An MCP server that provides a toolbox for interacting with EPA SWMM stormwater …
C 60 54 51 30 N/A 24 92 100
12659
DuttaAyush
MCP Server Demo Claim
A demonstration server that provides tools for analyzing project structures and…
C 60 54 54 31 N/A 21 95 92
12660
fredpsantos33
iteratools Claim 1
40+ pay-per-use tools for AI agents: search, TTS, QR, PDF, scraping, image gen.…
C 60 66 90 63 0 32 77 92
12661
srinikandula
A multi-server implementation that uses OpenAI's LLM to orchestrate multiple to…
C 60 55 54 53 18 71 95
12662
aanchalakto
Magic MCP Claim
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
C 60 55 54 57 26 80 77
12663
VoltScp
A Model Context Protocol server that enables Microsoft Copilot Studio to fetch …
C 60 54 45 17 N/A 51 94 100
12664
SunZhi-Will
Fetches website content and converts it to Markdown format with AI-powered cont…
C 60 66 90 65 0 20 80 96
12665
J621111
Enables the automatic generation of complete Live2D models from a single photo …
C 60 54 62 27 N/A 27 90 90
12666
whdghk1907
A Model Context Protocol server providing comprehensive Korean stock market ana…
C 60 55 69 33 34 81 80
12667
hamchowderr
Enables interaction with AITable workspaces through comprehensive API access, s…
C 60 66 78 72 0 43 81 86
12668
banique15
Simple MCP Server Claim
A minimalist MCP server that provides a single tool to retrieve a developer nam…
C 60 55 66 36 18 81 93
12669
zhixiaoqiang
A Model Context Protocol server that manages desktop images, providing function…
C 60 55 41 100 N/A 24 95 24
12670
R3verseIN
HackerMCP Claim
A module that enables AI assistants to access and utilize common penetration te…
C 60 54 48 25 N/A 42 95 94
12671
pickstar-2002
Video Convert MCP Claim
A professional video format conversion tool based on MCP protocol that supports…
C 60 55 72 83 24 81 20
12672
zjg678
# **Suppr MCP - README.md** ```markdown # Suppr MCP <div align="center"> [![…
C 60 64 72 67 0 26 95 92
12673
kukapay
stargate-bridge-mcp Claim 1
An MCP server that enables cross-chain token transfers via the Stargate protoco…
C 60 55 57 31 43 74 97
12674
xpqz
APLCart MCP Server Claim 2
An MCP server providing access to the APLCart idiom collection with semantic se…
C 60 55 53 32 36 81 100
12675
jirispilka
Greet anyone by name with friendly, personalized messages. Explore the origin o…
C 60 66 90 46 0 55 81 92
12676
CometixAI
A local indexing and retrieval service that enables semantic code search by wra…
C 60 66 86 66 0 32 81 90
12677
RalphLi213
Transforms chat conversations with AI into structured markdown summaries and au…
C 60 54 54 30 N/A 23 95 92
12678
mlazag
A template for deploying authentication-free MCP servers on Cloudflare Workers.…
C 60 55 48 45 26 81 95
12679
HemantaPatil
Provides intelligent access to the USDA nutrition database through AI assistant…
C 60 55 74 28 21 74 94
12680
DecisionsDev
Enables AI assistants to access and execute automated decision services from IB…
C 60 66 96 38 0 80 78 77
12681
knustx
ITIS MCP Server Claim 1
Provides access to the Integrated Taxonomic Information System (ITIS) database …
C 60 66 96 53 0 32 80 93
12682
pratyush-usc-mba
Enables integration with financial transaction data through REST APIs, PostgreS…
C 60 55 70 26 26 77 97
12683
dcpurnell
Enables AI assistants to securely interact with Microsoft OneNote data through …
C 60 55 86 43 56 80 26
12684
ndchikin
cite-mcp Claim
Retrieve citation data effortlessly from CiteAs and Google Scholar. Get BibTeX-…
C 60 55 56 32 43 80 91
12685
mcp2everything
MCP2Brave Claim 1
A server based on the MCP protocol that uses the Brave API for web search funct…
C 60 55 70 27 35 81 84
12686
Totalsolutionsync
Kynver Claim
Unverified AI agents are a growing security risk. Kynver's MCP server brings ag…
C 60 66 78 70 0 28 81 95
12687
clarsbyte
Enables interaction with Piazza to fetch posts and course information directly …
C 60 55 54 43 22 80 94
12688
srgsanky
A demo server that allows AI models to manage a personal reading list stored in…
C 60 54 48 27 N/A 35 91 99
12689
jerpint
paperpal Claim
MCP Extension that gives LLMs access to arXiv and Hugging Face papers, enabling…
C 60 54 50 25 N/A 39 94 91
12690
mohdhaji87
Provides advanced JWT auditing tools including decoding, vulnerability analysis…
C 60 54 54 30 N/A 22 95 94
12691
marioluciofjr
A Python application that automatically generates different types of mind maps …
C 60 54 60 12 N/A 42 95 90
12692
BrockReece
Enables programmatic creation of Whimsical diagrams from Mermaid markup generat…
C 60 55 66 82 28 81 28
12693
zzenonn
A Python-based template for creating modular command center servers using the M…
C 60 55 62 35 18 81 98
12694
SongJiangzhou
Provides professional C++ code style checking, best practices analysis, and mod…
C 60 55 66 12 49 84 93
12695
LiusCraft
A Model Context Protocol server that enables large language models to interact …
C 60 55 39 68 22 76 88
12696
KairosMobius
memory-nexus-mcp Claim
Persistent semantic memory for AI agents with knowledge graphs and Intelligence…
C 60 66 72 70 0 57 70 92
12697
JurreBrandsenInfoSupport
A comprehensive server that allows users to interact with the Zendesk API, prov…
C 60 55 56 82 N/A 19 95 31
12698
mrwan84
WinCC Unified MCP XT Claim 1
An MCP server that interfaces with SIEMENS WinCC Unified SCADA systems via Grap…
C 60 55 33 71 24 76 95
12699
yunkee-lee
MCP TMAP Server Claim
A server that connects to SK TMAP API, providing access to public transit routi…
C 60 55 48 41 41 81 90
12700
colesmcintosh
NumPy Calculator Claim
A Model Context Protocol (MCP) server that provides mathematical calculations a…
C 60 55 60 30 22 84 100
Showing 12651–12700 of 30006 servers
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