MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 10 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48001
wdelcant
invgate-mcp Claim
A read-only MCP server for InvGate Asset Management, enabling natural language …
— ○ ⏳ — — — — — —
48002
dkeeno
Enables AI agents to automate the full GitLab DevOps lifecycle including repos,…
— ○ ⏳ — — — — — —
48003
1999AZZAR
the-designer Claim
Enables generating UI design rules, fetching color palettes, and retrieving bra…
— ○ ⏳ — — — — — —
48004
salfatigroup
Intelligent code search MCP server with AST analysis, call graphs, dependency t…
— ○ ⏳ — N/A N/A — — —
48005
CSOAI-ORG
nutrition-tracker-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
48006
Shin-sibainu
Enables analysis and management of iOS/macOS apps via the App Store Connect API…
— ○ ⏳ — — — — — —
48007
SunilAngadala
Acts as a secure OAuth 2.0/2.1 proxy gateway for MCP servers, enabling integrat…
— ○ ⏳ — — — — — —
48008
zylomeara
anki-mcp Claim
Self-hosted MCP server connecting AI assistants like Claude to Anki for AI-assi…
— ○ ⏳ — — — — — —
48009
EmiyaKatuz
Transcribe and understand local audio/video with CrispASR and local models only.
— ○ ⏳ — N/A N/A — — —
48010
iprashantraj
Discord MCP server with 46 tools for channels, messages, forums, webhooks, memb…
— ○ ⏳ — N/A N/A — 95 —
48011
zjandrew
Enables natural language-driven speech synthesis using Fish Audio's Text-to-Spe…
— ○ ⏳ — — — — — —
48012
Lloydm15
Mevoric Claim
Unified memory and agent bridge for Claude Code, enabling cross-tab messaging, …
— ○ ⏳ — — — — — —
48013
nick-timms
mcp-server Claim
AI-powered email & WhatsApp for teams — manage your shared inbox from Claude, C…
— ○ ⏳ — N/A N/A — — —
48014
xiexiajiao
HiveServer2 MCP Claim 1
A MCP server that allows users to interact with HiveServer2 through an API inte…
— ○ ⏳ — N/A N/A — 95 —
48015
alpadalar
A comprehensive MCP server for managing Active Directory environments through L…
— ○ ⏳ — — — — — —
48016
elevanaltd
Enables structured multi-perspective debates with Wind (explore), Wall (constra…
— ○ ⏳ — — — — — —
48017
mirasolutions06
AI Ops Agent Claim
An always-on AI chief-of-staff that manages tasks, calendar, notes, habits, and…
— ○ ⏳ — — — — 81 —
48018
elementalcollision
Enables AI agents to securely query VAST Data databases for schema, metadata, a…
— ○ ⏳ — — — — — —
48019
igmarin
Rails development skills, docs, and workflows exposed through MCP stdio.
— ○ ⏳ — N/A N/A — — —
48020
Starsalaya
Speed Reader Claim
Turn any article, document, or chat reply into a one-word-at-a-time RSVP readin…
— ○ ⏳ — — — — — —
48021
topdev424
Enables AI assistants to control and automate Unreal Engine through a native C+…
— ○ ⏳ — N/A N/A — 95 —
48022
AI-powered meeting scheduling with intelligent auto-scheduling for Claude and A…
— ○ — N/A N/A — 69 —
48023
DevCraftXCoder
SIEMen Claim
Enables AI agents to read, write, and search security findings, engagement memo…
— ○ ⏳ — — — — — —
48024
vinkius-labs
Enables autonomous agents to precisely deconstruct, analyze, and manipulate URL…
— ○ ⏳ — — — — — —
48025
andrej-reeg
Enables Claude to create, query, and modify BIM elements in Allplan via natural…
— ○ ⏳ — N/A N/A — — —
48026
team-markmesh
MarkMesh Claim
Trademark search, monitoring and conflict research across 30+ registers, with p…
— ○ ⏳ — — — — — —
48027
CSOAI-ORG
Korea AI Basic Act compliance MCP — in force 22 Jan 2026. High-impact AI + GenA…
— ○ ⏳ — — — — — —
48028 — ○ ⏳ — N/A N/A — 95 —
48029
renezander030
Turns your task manager into agent memory: hybrid (dense + sparse + keyword, RR…
— ○ ⏳ — N/A N/A — — —
48030
stijnv18
Provides secure, API-key authenticated access to on-premise MSSQL databases, en…
— ○ ⏳ — N/A N/A — — —
48031
found402
Prevents your agent from hitting API rate limits mid-task. Submit a request and…
— ○ ⏳ — — — — 81 —
48032
RhaDar12
Enables AI agents to interact with the Windows desktop environment, including b…
— ○ ⏳ — N/A N/A — — —
48033
taskhawk-systems
kevros-mcp Claim
Governance primitives for autonomous agents. Verify actions against policy, rec…
— ○ ⏳ — — — — 81 —
48034
mattwilkerson1121
This project is a Google Analytics 4 (GA4) automation server implemented as a M…
— ○ ⏳ — N/A N/A — — —
48035
vector-memory Claim 1
Semantic document memory using Redis vector store. Save and recall files with n…
— ○ — N/A N/A — 81 —
48036
jyagunii-bot
now-mcp Claim
Provides the current date and time, enabling Claude to be time-aware. Supports …
— ○ ⏳ — — — — — —
48037
nishantwebdev
Enables querying weather data through natural language, providing current condi…
— ○ ⏳ — — — — — —
48038
root
Detect AI-generated images, videos, and audio with identifAI's deepfake detecti…
— ○ ⏳ — — — — 81 —
48039
1250750
Provides full-text search and context retrieval from university course material…
— ○ ⏳ — N/A N/A — — —
48040
LeeSiHyeon711
An MCP server for analyzing creative ideas through a series of diagnostic tools…
— ○ ⏳ — — — — — —
48041
atoolz
flyte-mcp Claim
Exposes Flyte V2 knowledge, patterns, plugins, and runtime to AI coding assista…
— ○ ⏳ — — — — — —
48042
n-backman
A self-hosted MCP server that wraps the official Todoist AI package to provide …
— ○ ⏳ — — — — 81 —
48043
null
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
— ○ ⏳ — — — — 81 —
48044
CSOAI-ORG
content-calendar-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
48045
lemosjs
Search and discover Lottie animations through MCP tools, deployed on Cloudflare…
— ○ ⏳ — N/A N/A — — —
48046
wzy4163
Enables querying of Hangzhou Dianzi University course schedules, exams, and cam…
— ○ ⏳ — N/A N/A — — —
48047
piprail
PipRail Claim
A budget-bound x402 payment wallet for AI agents: it autonomously pays HTTP 402…
— ○ ⏳ — N/A N/A — — —
48048
Levi-31
Enables managing personal expenses, budgets, and financial summaries through na…
— ○ ⏳ — — — — — —
48049
ArboRithmDev
Daimon Claim
A local daemon for macOS that gives any MCP-capable AI client eyes, hands, and …
— ○ ⏳ — N/A N/A — — —
48050
chrischall
artsonia-mcp Claim
Parent/fan access to Artsonia student-art portfolios, comments, and fans (AI-bu…
— ○ ⏳ — N/A N/A — — —
Showing 48001–48050 of 69224 servers
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