MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29820
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10551
re-rank
Integrates Korea's government digital design system (KRDS) with AI assistants, …
C 65 54 72 56 N/A 26 95 62
10552
MattiooFR
Majestic MCP Server Claim 1
An MCP server that provides access to the Majestic SEO API, allowing users to r…
C 65 55 57 65 27 80 91
10553
gustavodetoni
MCP Issue Claim
Enables automatic GitHub issue creation from Git diffs. Generates structured is…
C 65 55 60 63 19 81 91
10554
chromindscan
chromia-mcp Claim 1
Enables AI to interact with Chromia Wallet for sending $CHR transactions.
C 65 55 58 100 N/A 17 95 35
10555
krzemienski
Shannon MCP Claim
A comprehensive Model Context Protocol server for Claude Code that provides pro…
C 65 55 66 100 24 81 38
10556
aktsmm
Saiten MCP Server Claim
Automates the evaluation of GitHub hackathon submissions by providing tools to …
C 65 54 52 56 N/A 35 89 91
10557
tarun7r
An MCP server for fetching cricket data from Cricbuzz, including player statist…
C 65 55 57 53 38 81 96
10558
NautilusOSS
Tinyman MCP Server Claim 2
An MCP server that enables interaction with the Tinyman AMM DEX on the Algorand…
C 65 55 45 56 53 82 95
10559
nikhil-grayscale
Enables searching the National Library Board Singapore catalogue by title, auth…
C 65 55 68 42 40 81 92
10560
shazaaly
A basic MCP server template built with FastMCP that provides simple tools for g…
C 65 55 68 82 N/A 23 95 42
10561
grafana
Grafana UI MCP Server Claim
Provides AI assistants with comprehensive access to Grafana's React component l…
C 65 66 90 76 0 59 76 91
10562
zezeron
tweetsave-mcp Claim
Enables fetching tweets, threads, and converting them to blog posts without req…
C 65 66 84 75 0 54 81 96
10563
hbg
mcp-paperswithcode Claim
🐍 ☁️ MCP to search through PapersWithCode API
C 65 54 72 20 N/A 43 90 100
10564
Aeven-AI
Nano Banana Claim
Generate, edit, and restore images using natural language prompts through the G…
C 65 66 80 67 0 73 81 96
10565
QuixiAI
AGI MCP Server Claim 1
A Model Context Protocol server that provides persistent memory capabilities fo…
C 65 55 63 57 26 81 93
10566
Mosaictm1
An AI-powered workflow automation platform that builds and executes n8n workflo…
C 65 55 78 38 30 81 92
10567
IKoreyoshiI
NetBrain MCP Claim
An open-source network operations integration platform that connects large lang…
C 65 55 66 53 28 77 96
10568
9nate-drake
mcp-yfinance Claim 2
MCP Server for fething yfinance financial data into Claude Desktop
C 65 54 75 50 N/A 11 91 83
10569
burnssa
Afterpaths Claim
Session memory for AI coding agents. Search past sessions, extract rules, and t…
C 65 54 66 52 N/A 31 77 92
10570
lokeswaran-aj
AWS MCP Server Claim
Enables management and provisioning of AWS resources like EC2, S3, and RDS usin…
C 65 55 78 60 44 81 51
10571
XiangWanggithub
Enables AI assistants to manage Gmail accounts through natural language for tas…
C 65 55 60 43 43 80 100
10572
KunihiroS
Captures screenshots and saves them to file paths specified by client applicati…
C 65 54 68 35 N/A 24 95 94
10573
atikant-sql
Enables Claude to access and analyze your Strava activities through OAuth authe…
C 65 54 66 38 N/A 25 95 94
10574
serkan-ozal
Driflyte MCP server which lets AI assistants query topic-specific knowledge fro…
C 65 66 82 70 0 64 81 100
10575
JacksCodeVault
Provides AI assistants with access to comprehensive Safaricom Daraja API docume…
C 65 55 72 41 43 81 86
10576
huoshuiai42
An MCP server that provides PDF translation service
C 65 54 45 65 N/A 33 90 88
10577
sp2learn
An MCP server and web application that enables natural language medical queries…
C 65 55 73 41 22 81 98
10578
trevorwelch
Provides access to Fathom meeting recordings, enabling users to list meetings w…
C 65 55 68 42 30 82 96
10579
Jannled
Doorstop MCP Claim
Enables interaction with the Doorstop requirements management framework, allowi…
C 65 54 60 37 N/A 45 90 95
10580
VatsKan
MCP Gmail Server Claim
Enables users to read unread emails and create drafts in Gmail via the Model Co…
C 65 54 62 37 N/A 34 90 100
10581
Wolfe-Jam
Persistent project context for xAI Grok. IANA-registered .faf format.
C 65 64 84 63 0 82 95 75
10582
donovan-jasper
sl-mcp Claim 2
MCP server for Sapling (sl) that gives LLMs structured access to Sapling repos …
C 65 54 47 60 N/A 37 90 90
10583
hasmcp
hasmcp-ce Claim
HasMCP Community Edition
C 65 54 92 43 N/A 50 90 41
10584
tesla0225
An MCP server that enables LLMs to interact with Agent-to-Agent (A2A) protocol …
C 65 55 63 100 25 81 39
10585
Quan3Xin
A Model Context Protocol service that enables agent authentication and integrat…
C 65 54 54 46 N/A 42 95 87
10586
martingaston
mcp-gmail Claim
Enables interaction with Gmail through the Gmail API to read unread messages, r…
C 65 54 56 47 N/A 27 95 96
10587
solenyaresearch0000
Enables interaction with Opinion.trade decentralized prediction markets on BNB …
C 65 66 96 76 0 24 82 100
10588
jlankellii
Star MCP Claim
A comprehensive Model Context Protocol service providing zodiac information que…
C 65 55 72 100 33 81 23
10589
xiruatms
A lab demonstrating how to deploy a Model Context Protocol (MCP) server and int…
C 65 55 48 55 41 81 100
10590
LiamConnell
arXiv MCP Server Claim
Enables searching, downloading, and managing academic papers from arXiv.org thr…
C 65 55 62 57 21 81 93
10591
Noveum
API-Market MCP Server Claim 4
A Model Context Protocol server that exposes over 200+ APIs from API.market as …
C 65 55 77 82 41 76 36
10592
ImRonAI
Automate cloud browsers to navigate websites, interact with elements, and extra…
C 65 66 90 72 0 53 81 93
10593
bradthebeeble
CodeRabbit MCP Server Claim 1
Enables LLMs to retrieve, analyze, and programmatically implement CodeRabbit AI…
C 65 66 90 73 0 46 80 99
10594
pgagarinov
Allows users to search and browse torrents on rutracker.org, retrieving detaile…
C 65 54 76 30 N/A 27 90 94
10595
IBM
Enables AI agents to integrate with IBM Storage Insights for seamless observabi…
C 65 55 66 38 49 80 92
10596
TGM-Ventures
Enables AI agents to interact with BeeBoo's human-in-the-loop infrastructure fo…
C 65 55 96 0 46 82 100
10597
SharhadBashar
Enables querying and analysis of SEC filing documents through natural language.…
C 65 55 68 52 16 81 98
10598
jacepark12
A MCP server for TickTick that enables interacting with your TickTick task mana…
C 65 55 69 43 26 82 99
10599
needle-ai
needle-mcp Claim
Needle MCP Server for easy RAG.Long-term memory for LLMs.
C 65 66 96 65 0 48 84 97
10600
fatwang2
search1api-mcp Claim
Search via search1api (requires paid API key)
C 65 66 84 68 0 74 81 91
Showing 10551–10600 of 57580 servers
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