MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29777
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 36 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56701
akougkas
Enables AI agents to access academic citations, fetch metadata, and generate Bi…
56702
chris
Automate GitHub development from task discovery to PR merge with session-based …
N/A N/A 95
56703
dragonkhoi
Mercury MCP Claim
Simple MCP server that interfaces with the Mercury API, allowing you to talk to…
56704
cyanheads
Real-time US-equity quotes, company fundamentals, earnings, analyst trends, and…
N/A N/A
56705
Spring1237
n8n-MCP Claim
A Model Context Protocol (MCP) server that provides AI assistants with comprehe…
56706
info-kk33
## AskMia eSIM MCP Server AskMia MCP Server enables AI agents to search and se…
81
56707
arifur9993
Workforce attendance, overtime, overnight shifts, rotating rosters, and Califor…
N/A N/A
56708
Rishav0123
Sentimatix Claim
Real-time NSE/BSE stock sentiment, news NLP, technical analysis & RAG search vi…
56709
DevTo-AI
devto-mcp Claim
A work management MCP server for Claude Code that integrates with Jira Cloud to…
N/A N/A
56710
xmruuu
Enables AI assistants to search, read, and manage Zotero references locally wit…
N/A N/A
56711
new69toss
Enables structured problem-solving through sequential thinking stages with pers…
N/A N/A 95
56712
pedroknigge
Enables Claude to access and manage a persistent, human-readable knowledge grap…
N/A N/A
56713
ginishuh
Model Context Protocol (MCP) server for NovelAI image generation. Create high-q…
N/A N/A
56714
spgoodman
An open-source implementation of the Model Context Protocol (MCP) that bridges …
81
56715
vineethwilson15
semamerge Claim
MCP server that detects semantic (non-textual) merge conflicts between Git bran…
N/A N/A 95
56716
GideonNut
Myth Claim
Auto-generates MCP servers for Celo smart contracts, converting contract ABIs i…
56717
universal-mcp
Enables interaction with WhatsApp Business tools and services through a unified…
56718
FlowMCP
An MCP server that provides agent-powered tools, each using an LLM agent loop t…
56719
shape-network
Provides AI assistants access to Shape's onchain data including gasback distrib…
56720
1clickreport
1ClickReport Claim
40 tools for marketing analytics, campaign management, and AI monitoring across…
56721 N/A N/A 95
56722
Gabriela-707
dev-notes Claim
Enables Claude to save, list, and read notes in a '/dev-notes' directory, and f…
N/A N/A
56723
saltyskip
Rift Links Claim
Rift is the agentic deep linking platform, one URL works two ways: humans get r…
56724
guillaume.beauverd
candiceai Claim
N/A N/A 95
56725
victorbenazzi
Connects AI agents to the Ploomes CRM REST API, exposing 56 tools for managing …
56726
axel-belfort
Text diff comparison API for AI agents. Compare two texts line-by-line: additio…
81
56727
honeybulr
etapa Claim
Etapa is an AI cycling coach for beginners and returning riders. Most cycling a…
81
56728
nmhaaa3218
Calculates Vietnamese Tử Vi horoscope charts, generating structured JSON with T…
56729
bbb-build
Hire Orb-verified humans for real-world tasks with on-chain escrow on World Cha…
N/A N/A
56730
bioanywhere
Enables AI assistants to interact with GitLab projects through natural language…
81
56731
jamesbubenik
A local-first MCP server for PageIndex — the vectorless, reasoning-based RAG fr…
N/A N/A
56732
alaarab
phren Claim
A persistent memory server for AI agents that stores findings, tasks, and patte…
N/A N/A
56733
adelaidasofia
FastMCP server for surgical queries against a vault knowledge graph (NetworkX n…
N/A N/A
56734
AI-for-anyone
An intelligent game assistant for Red Alert, based on LangGraph and MCP, provid…
N/A N/A
56735
lekt9
tiktok-mcp Claim
N/A N/A 95
56736
thirrukumar
MCP server for IBM Z Hardware Management Console Web Services API integration w…
N/A N/A
56737
teamtinvio
Jaz AI Claim
The complete agent surface for Jaz accounting, providing 284 MCP tools and doma…
56738
xinyuxinyuxintaihaohao
Enables AI assistants to read Garmin health and fitness data from the Chinese v…
56739
ApacheBin
xbtest Claim
N/A N/A 95
56740
Eco-Wealth
A local-first MCP server stub that exposes provisioning tools for converting ec…
N/A N/A
56741
pedarias
Retrieval-Augmented Generation system serving LangGraph documentation through t…
N/A N/A
56742
khadinakbaronline
Scrape messages, extract leads from public Telegram channels. No login required.
N/A N/A 95
56743
ToDealMarket
Enables AI agents to perform local session-state checks for TDM, helping decide…
N/A N/A
56744
thomasgazzoni
vsc-mcp Claim
Exposes Language Server Protocol (LSP) functionality as Model Context Protocol …
N/A N/A
56745
ServiceStack
omarchy-mcp Claim
Enables AI assistants to manage Omarchy desktop themes, including listing, swit…
N/A N/A
56746
ssaikrishna862
RecruitData Claim
Unified job search MCP server that aggregates live listings from multiple job b…
56747
sweetrb
Enables AI assistants to query and export from the macOS Apple Photos library u…
N/A N/A
56748
meltingpixelsai
Tools: - scan_token - Scan a single token for rug pull risk, honeypot status,…
N/A N/A 95
56749
leandrocg
Provides comprehensive access to Google Search Console data with enhanced analy…
N/A N/A 95
56750
NorthwoodsSentinel
mycelia-mcp Claim
MCP server that wraps the Mycelia mutual-aid protocol, allowing AI agents in an…
Showing 56701–56750 of 56925 servers