MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33679
Scored
→
2112
Verified
→
16953
Complete

Last updated 9 hours, 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
68551
Lyonsupernova
mcp-x Claim
Enables posting tweets to X (Twitter) via the X API v2, using Claude.
— ○ ⏳ — — — — — —
68552
darialissi
Enables users to analyze their habits over a specified period and receive weekl…
— ○ ⏳ — N/A N/A — — —
68553
OwlinLight
Deploy a remote MCP server on Cloudflare Workers without authentication, suppor…
— ○ ⏳ — — — — — —
68554
yorickchan
Provides tools for downloading YouTube videos and audio using yt-dlp, enabling …
— ○ ⏳ — N/A N/A — — —
68555
bfeeny
Enables Claude to read, write, search, and manage Apple Notes on macOS via Appl…
— ○ ⏳ — N/A N/A — — —
68556
DIYA73
Real-time context budget tracking for AI coding agents with token counting, loo…
— ○ ⏳ — N/A N/A — — —
68557
zamedic
Enables AI assistants to interact with Labradoc's document management, email in…
— ○ ⏳ — — — — — —
68558
leo919cc
Enables Claude Code to leverage OpenAI models for expert code review, deep arch…
— ○ ⏳ — N/A N/A — — —
68559
win10ogod
Enables Claude Code to spawn child sessions for parallel, asynchronous task exe…
— ○ ⏳ — N/A N/A — — —
68560
luckinbyte
gdbmcp Claim
Attaches to a running C++ process and exposes tools to inspect live memory via …
— ○ ⏳ — N/A N/A — — —
68561
elouardyabderrahim
Provides system-specific metadata through a tool that returns data for a given …
— ○ ⏳ — — — — — —
68562
weikio
Provides AI-assisted guidance for the Weik.io integration platform, enabling pl…
— ○ ⏳ — — — — — —
68563
zwczwczwc
A Model Context Protocol server for Chroma, enabling AI models to create collec…
— ○ ⏳ — — — — — —
68564
KooshaPari
dispatch-mcp Claim
MCP server for tier-based dispatch delegation via OmniRoute, enabling message d…
— ○ ⏳ — — — — — —
68565
amitds1997
Enables connecting to Amazon Redshift and executing SQL queries with read-only …
— ○ ⏳ — — — — — —
68566
swimmwatch
Playwright MCP-compatible browser automation using CloakBrowser Chromium, avail…
— ○ ⏳ — N/A N/A — — —
68567
yogimathius
A symbolic reasoning engine that enables symbolic ontology operations through a…
— ○ ⏳ — — — — — —
68568
shndo1337
MCP server that turns Wildberries marketplace into a toolkit for LLM agents, en…
— ○ ⏳ — — — — — —
68569
teatak
An MCP server that runs in the browser, letting web pages register custom tools…
— ○ ⏳ — N/A N/A — — —
68570
slackermafia
Connects to Google Gemini API for text-to-image generation and image editing, w…
— ○ ⏳ — N/A N/A — — —
68571
ayushozha
🎬 AI-powered MCP server for Adobe Premiere Pro — 1,027 tools for timeline editi…
— ○ ⏳ — N/A N/A — — —
68572
lobehub
A minimal MCP server mock for testing, providing echo, debug, and greeting reso…
— ○ ⏳ — — — — — —
68573
YeeDochi
A Model Context Protocol server that provides 123 tools across 7 OpenStack doma…
— ○ ⏳ — — — — — —
68574 — ○ ⏳ — N/A N/A — 95 —
68575
nagayon-935
Enables AI agents to autonomously manage network devices using Nornir, supporti…
— ○ ⏳ — — — — — —
68576
laravel
Enables interaction with a read-later and link sharing social feed app, allowin…
— ○ ⏳ — — — — — —
68577
jalaj-pandey
Enables managing GitHub repositories, files, and user information through MCP, …
— ○ ⏳ — — — — — —
68578
blueshiftlabs-ai
Enables Claude Code and other MCP clients to interact with Microsoft SQL Server…
— ○ ⏳ — — — — — —
68579
mednabouli
Automatically generates typed React hooks for Next.js projects by crawling API …
— ○ ⏳ — N/A N/A — 95 —
68580
011011100
Enables interacting with Feishu (Lark) multidimensional tables through MCP tool…
— ○ ⏳ — N/A N/A — — —
68581
mambalabsdev
Audit a domain email deliverability via Apify: SPF, DKIM, DMARC, MX, blacklist,…
— ○ ⏳ — N/A N/A — — —
68582
daniel3303
MCP Manager Claim
Self-hosted MCP proxy and aggregation platform. Register multiple upstream MCP …
— ○ ⏳ — — — — — —
68583
scmcphub
Enables querying celltype markers from CellMarker database using natural langua…
— ○ ⏳ — — — — 81 —
68584
BradBissell
A Weaviate-backed MCP server that gives Claude Code agents semantic search over…
— ○ ⏳ — N/A N/A — — —
68585
ivangr1
walletap Claim
Issue and manage Apple Wallet & Google Wallet passes from any AI assistant.
— ○ ⏳ — N/A N/A — 83 —
68586
lianggaoyuan
GitBranchMCP Claim
A local-first MCP server for AI programming branch notes and mainline decision …
— ○ ⏳ — N/A N/A — — —
68587
Fonteum
Source-provenanced US federal healthcare provider data over MCP, with 14-tuple …
— ○ ⏳ — N/A N/A — — —
68588
leky90
Enables pixel-perfect image comparison and visual regression testing via tools …
— ○ ⏳ — N/A N/A — — —
68589
dongtang3
Mnemic Claim
Local-first memory kernel for coding agents that provides a shared, auditable, …
— ○ ⏳ — — — — — —
68590
Chaeyun06
Enables users to access Naver Maps API functionality including directions, plac…
— ○ ⏳ — N/A N/A — 95 —
68591
IsaiahDupree
Remote MCP connector for eBay, Shopify, Best Buy & Etsy marketplace data via th…
— ○ ⏳ — — — — — —
68592
codespar
mcp-circle Claim 1
MCP server for Circle — USDC payments, wallets, payouts, transfers
— ○ ⏳ — N/A N/A — 83 —
68593
illusionist-2
An MCP server that gives LLM clients access to a SQL Server database and the lo…
— ○ ⏳ — N/A N/A — — —
68594
srose69
Multi-agent continuous development system with local LLM orchestration.
— ○ ⏳ — N/A N/A — — —
68595
isabellaliebgott
mcp-esim Claim
Travel eSIMs for 193 countries. Stripe + Bitcoin checkout. QR by email in 30s. …
— ○ ⏳ — — — — — —
68596
Gonzih
mcp-charm Claim
Browse and search thousands of free car service manuals from charm.li.
— ○ ⏳ — — — — — —
68597
codingriver
upilot Claim
Unity Editor automation bridge for AI agents and MCP clients, enabling inspecti…
— ○ ⏳ — N/A N/A — — —
68598
stevysmith
Stacktree Claim
Publish HTML to private, unguessable, replace-in-place URLs from any MCP-compat…
— ○ ⏳ — — — — — —
68599
andrewmalov
mcp-imap Claim
Enables AI agents to interact with email accounts via IMAP and SMTP, supporting…
— ○ ⏳ — N/A N/A — — —
68600
geekjourneyx
📝 md2wechat MCP Server | 让 Claude Code & AI Agent 一键排版发布到微信公众号
— ○ ⏳ — N/A N/A — — —
Showing 68551–68600 of 68948 servers