MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31823
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 31 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10851
kkShrihari
Integrates the miEAA 3.x bioinformatics platform with Claude Desktop, enabling …
C 64 55 78 65 33 83 47
10852
zbkm
mmnt-mcp-server Claim 1
MCP server for Mamont search engine
C 64 55 47 57 51 81 88
10853
whdghk1907
MCP News Collector Claim 1
A Model Context Protocol server that collects and analyzes Korean stock market …
C 64 55 51 68 36 81 82
10854
NazarKY
Work Integrations MCP Claim 1
An MCP server that enables interaction with Jira to fetch issues by key and per…
C 64 55 71 31 35 81 99
10855
clarencyu-boop
sentinel Claim
Crypto trading backtesting, bot deployment, AI strategy, and account management…
C 64 66 88 72 0 62 71 95
10856
TamiShaks-2
git-context-mcp Claim
Local MCP server that provides structured Git repository analysis (project stat…
C 64 54 60 50 N/A 25 90 87
10857
ADEOSec
A Model Context Protocol server that provides access to Shodan and VirusTotal A…
C 64 55 73 35 27 80 97
10858
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
10859
RicardoCenci
WikiJS MCP Server Claim
Enables AI assistants to search and retrieve content from WikiJS knowledge base…
C 64 55 54 70 43 81 69
10860
taciturnaxolotl
Connects Canvas LMS to AI assistants, enabling users to list courses and retrie…
C 64 55 92 10 33 81 98
10861
PetrefiedThunder
mcp-pubmed Claim 1
An MCP server that provides access to PubMed and NCBI's biomedical literature d…
C 64 55 39 53 55 82 97
10862
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
10863
marcoaapfortes
Mantic.sh Claim
A structural code search engine for Al agents.
C 64 64 90 58 0 67 88 87
10864
Traia-IO
Enables AI agents to interact with the Nager MCP UI API through standardized Mo…
C 64 55 68 41 27 82 95
10865
rezaeim
A basic implementation of a Model Context Protocol server that demonstrates cor…
C 64 54 66 27 N/A 39 92 96
10866
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
10867
Fromsko
Enables AI assistants to interact with SiYuan Note for comprehensive notebook m…
C 64 55 66 66 46 78 59
10868
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
10869
szabadkai
Enables AI assistants to generate high-quality images using OpenAI's DALL-E 3 m…
C 64 55 78 83 23 81 37
10870
quintana1308
MCP MariaDB Server Claim
Enables AI assistants to interact with MariaDB databases through SQL operations…
C 64 55 66 38 39 81 96
10871
Valerio357
mcp_server1 Claim
C 64 54 46 60 N/A 21 95 92
10872
backsoul
A server that implements the Model Context Protocol for managing dynamic forms,…
C 64 54 54 55 N/A 27 89 91
10873
pradumnasaraf
Aviationstack Claim
Track real-time flight statuses, schedules, and airline information globally. A…
C 64 66 66 70 0 75 81 100
10874
Brett777
Provides real-time weather data for cities worldwide using the Open-Meteo API, …
C 64 55 78 33 22 81 99
10875
gomessoaresemmanuel-cpu
Burnout risk scoring across 3 dimensions (physical, emotional, effectiveness)
C 64 55 88 0 N/A 57 81 94
10876
kukapay
opcua-mcp Claim 1
An MCP server that connects to OPC UA-enabled industrial systems.
C 64 54 55 31 N/A 47 90 98
10877
harishivam1411
A demonstration implementation of a Model Context Protocol server that provides…
C 64 54 66 33 N/A 21 95 100
10878
qememe
Enables the deployment of remote Model Context Protocol servers on Cloudflare W…
C 64 55 48 70 27 83 85
10879
CaptainCrouton89
A starter template for building custom MCP servers that can integrate with Clau…
C 64 55 60 100 25 81 38
10880
codelion
Dynamic Shell Command MCP Server
C 64 54 62 30 N/A 36 95 94
10881
aserper
Enables interaction with Jellyseerr media request systems through natural langu…
C 64 55 68 41 28 81 96
10882
ai-dashboad
AI-powered E2E testing for 10 platforms. 253 MCP tools. Zero test code needed.
C 64 55 72 28 N/A 78 80 68
10883
rulopimentel
Exposes educational indicators with a gender perspective from Mexico's SIESVIM …
C 64 54 66 27 N/A 35 95 94
10884
japentaca
Enables secure read-only access to PostgreSQL databases through SELECT queries …
C 64 55 72 82 27 81 42
10885
flyfox666
A template for deploying authentication-free remote MCP servers on Cloudflare W…
C 64 55 48 70 29 83 83
10886
kukapay
web3-jobs-mcp Claim 1
An MCP server that provides AI agents with real-time access to curated Web3 job…
C 64 55 61 45 38 82 91
10887
Symfomany
Enables management of culinary recipes through web scraping from sites like Mar…
C 64 55 60 45 30 81 98
10888
ryoureddy
A specialized Model Context Protocol server that enhances AI-assisted medical l…
C 64 55 72 33 38 81 93
10889
wr-web
ArXiv MCP Server Claim
Enables AI assistants to search and access arXiv papers through a Model Context…
C 64 55 78 74 39 81 36
10890
1000ri-jp
atsurae Claim 1
AI-powered video editing MCP server with 10 tools for timeline editing, 5-layer…
C 64 55 90 12 46 82 86
10891
bitget-wallet-ai-lab
Exposes Bitget Wallet's ToB API to AI agents for querying multi-chain token dat…
C 64 55 66 40 51 76 89
10892
kuai0901
iRAG MCP Server Claim 2
A Model Context Protocol server that enables Claude Desktop to generate images …
C 64 55 57 75 22 80 76
10893
ejfox
Enable AI assistants to search, play, and control Spotify tracks and playlists …
C 64 55 39 100 N/A 22 81 67
10894
FlexLoopy
Enables AI agents to crawl, access, and analyze WeChat Official Account article…
C 64 54 66 31 N/A 45 94 80
10895
ZubeidHendricks
OneNote MCP Server Claim
Enables AI language models to interact with Microsoft OneNote via a standardize…
C 64 55 48 65 23 81 100
10896
Nick2611
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
C 64 55 48 70 27 84 85
10897
shinichi-takayanagi
A server that connects to the Health Planet API to fetch and provide weight mea…
C 64 55 60 60 49 80 70
10898
robcerda
Connects Claude to the SportRadar MLB API to access real-time baseball data inc…
C 64 55 74 35 23 82 98
10899
jeffkit
Provides tools for AI agents to take timed rest breaks and vent their thoughts …
C 64 55 84 95 21 81 17
10900
belljustin
Enables creating Spotify playlists based on text descriptions by connecting Cur…
C 64 55 66 35 40 81 95
Showing 10851–10900 of 66495 servers
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