MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31823
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10801
ampcome-mcps
PostgreSQL MCP Server Claim 1
A Model Context Protocol server providing read-only access to PostgreSQL databa…
C 64 54 57 47 N/A 21 95 92
10802
johnnyinlee
An MCP (Model-Controller-Processor) server for accessing League of Legends clie…
C 64 54 62 31 N/A 34 95 95
10803
yeoamlog
Slack MCP Server Claim
A comprehensive Slack integration server that enables sending messages, managin…
C 64 55 72 48 18 81 88
10804
Traia-IO
Enables AI agents to interact with the Nager MCP UI API through standardized Mo…
C 64 55 68 41 27 82 95
10805
pradumnasaraf
Aviationstack Claim
Track real-time flight statuses, schedules, and airline information globally. A…
C 64 66 66 70 0 75 81 100
10806
arch3rPro
MCP-PST-Server Claim
Enables AI-assisted penetration testing by connecting MCP clients to a Windows …
C 64 55 84 28 43 78 79
10807
kukapay
wallet-inspector-mcp Claim 1
An MCP server that empowers AI agents to inspect any wallet’s balance and oncha…
C 64 55 57 48 39 81 95
10808
inovexcorp
Mobi MCP Server Claim 1
A Model Context Protocol server that enables AI models to interact with Mobi in…
C 64 55 57 55 37 81 88
10809
prncsclo-create
MCP on Vercel Claim 1
A deployment template for running Model Context Protocol servers as Vercel Func…
C 64 66 84 75 0 48 74 100
10810
CalvinLiuu
Enables comprehensive stock market analysis with portfolio management, technica…
C 64 54 70 31 N/A 24 95 91
10811
kukapay
memecoin-radar-mcp Claim
Real-time radar for Solana memecoins, Pump.fun launches, and KOL trades.
C 64 55 60 46 40 80 93
10812
JackKuo666
PubMed-MCP-Server Claim
🔍 Enable AI assistants to search, access, and analyze PubMed articles through a…
C 64 55 70 27 44 82 98
10813
serima
Enables searching and retrieving articles from Hatena Blog through Claude Deskt…
C 64 55 72 35 25 81 100
10814
ricauts
CyberMCP Claim 2
A Model Context Protocol server designed for testing backend APIs for security …
C 64 55 63 82 56 81 29
10815
kkShrihari
Integrates the miEAA 3.x bioinformatics platform with Claude Desktop, enabling …
C 64 55 78 65 33 83 47
10816
jackalterman
Enables rapid creation of new projects from predefined templates including Reac…
C 64 54 60 45 N/A 25 88 96
10817
clarencyu-boop
sentinel Claim
Crypto trading backtesting, bot deployment, AI strategy, and account management…
C 64 66 88 72 0 62 71 95
10818
Devang0907
SolanaBot Claim
Enables interaction with the Solana blockchain through Claude Desktop, allowing…
C 64 55 62 57 29 76 88
10819
NanguangChou
An MCP server providing AI image generation via Jimeng models, specifically des…
C 64 55 47 82 18 81 81
10820
harunamitrader
Provides accurate Pine Script v6 coding assistance through search, completion, …
C 64 54 54 61 N/A 28 95 72
10821
ruudmens
Koppla Claim
Enables managing Active Directory users, groups, and computers using natural la…
C 64 54 78 46 N/A 41 90 57
10822
lininn
Enables AI assistants to review GitLab merge requests by fetching diffs, analyz…
C 64 55 54 42 45 81 98
10823
zachsai
Hevy MCP Claim 1
An MCP server that connects AI clients to the Hevy workout tracking app, allowi…
C 64 55 45 67 30 80 93
10824
MediocreTriumph
A comprehensive toolkit that enables automated interaction with Cisco Modeling …
C 64 55 74 38 22 80 96
10825
ayyazzafar
MCP server enabling AI-powered Baserow database operations through natural lang…
C 64 64 75 66 0 63 92 93
10826
curio184
Zaifer-MCP Claim
Enables LLM assistants like Claude to interact with Zaif cryptocurrency exchang…
C 64 55 66 38 37 82 93
10827
Traia-IO
ICON MCP v103 Claim
Provides AI agents and LLMs with secure access to the ICON MCP v103 API via Bea…
C 64 55 68 46 24 81 91
10828
SalmanFaris7
Provides secure access to Kali Linux penetration testing tools including nmap, …
C 64 54 68 36 N/A 21 95 94
10829
jianzhichun
A server that enables programmatic interaction with an already running Abaqus/C…
C 64 54 72 28 N/A 36 95 84
10830
kokogo100
ragalgo Claim
Dynamic RAG Engine preventing AI hallucinations in Korean Finance and Crypto ma…
C 64 64 78 72 0 51 95 86
10831
adhikasp
mcp-twikit Claim
Interact with Twitter search and timeline
C 64 55 66 41 45 76 93
10832
kira-autonoma
agent-memory-mcp Claim 1
An MCP server for managing agent memory using provenance tracking, decay-weight…
C 64 54 90 0 N/A 50 81 97
10833
quintana1308
MCP MariaDB Server Claim
Enables AI assistants to interact with MariaDB databases through SQL operations…
C 64 55 66 38 39 81 96
10834
mcpware
Organize Claude Code memories, skills, MCP servers, and hooks via drag-and-drop…
C 64 54 72 0 N/A 80 84 95
10835
jsdelivr
The Globalping MCP server provides users and LLMs access to run network tools l…
C 64 66 94 72 0 36 81 96
10836
rukasuamarike
Synphony MCP Claim
Enables management of local video datasets with directory browsing and direct u…
C 64 55 70 38 21 81 100
10837
andrey-zhuravl
MCP Desktop Tools Claim
Enables searching text across configured local workspaces using ripgrep. Provid…
C 64 54 60 28 N/A 44 95 91
10838
Valerio357
mcp_server1 Claim
C 64 54 46 60 N/A 21 95 92
10839
marcoaapfortes
Mantic.sh Claim
A structural code search engine for Al agents.
C 64 64 90 58 0 67 88 87
10840
lienhage
Blockchain MCP Server Claim 2
A Model Context Protocol server providing Ethereum blockchain tools, including …
C 64 55 57 62 25 76 91
10841
huntkil
A server that provides HTTP API access to manage Obsidian Vaults and Markdown f…
C 64 54 80 31 N/A 28 89 85
10842
hung-ngm
coles-woolworths Claim
Exposes api data
C 64 55 48 55 46 81 91
10843
tolgayayci
stellarpilot Claim 3
MCP server that translates natural language requests into Stellar blockchain CL…
C 64 55 62 100 N/A 21 87 33
10844
backsoul
A server that implements the Model Context Protocol for managing dynamic forms,…
C 64 54 54 55 N/A 27 89 91
10845
rezaeim
A basic implementation of a Model Context Protocol server that demonstrates cor…
C 64 54 66 27 N/A 39 92 96
10846
santosh-ksharma
Weather MCP Server Claim
Provides weather forecast and alert information from the National Weather Servi…
C 64 54 64 33 N/A 25 92 100
10847
joesaby
doctree-mcp Claim
BM25 search + tree navigation over markdown docs for AI agents. No embeddings, …
C 64 54 60 18 N/A 66 95 90
10848
Brett777
Provides real-time weather data for cities worldwide using the Open-Meteo API, …
C 64 55 78 33 22 81 99
10849
gcorroto
A Model Context Protocol server that allows AI assistants to save structured in…
C 64 55 33 70 43 81 93
10850
d4nshields
Integrates I Ching divination with AI responses, allowing users to receive guid…
C 64 55 66 74 41 82 45
Showing 10801–10850 of 66495 servers
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