MCP Server Quality Scores

Independent quality analysis of 33449 public MCP servers

33449
Discovered
25863
Scored
1565
Verified
16957
Complete

Last updated 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
31951
macOS26
Agent Claim
Any AI, replaces Claude Code, Cursor, Open Claw. 17+ LLM providers (Claude, Ope…
N/A N/A
31952
kodey-ai
mapwise-mcp Claim
Send friendly, personalized greetings on demand. Generate quick salutations wit…
N/A N/A 95
31953
Beerspitnight
Enables Claude Code CLI or Desktop to interact with Spotify for playlist curati…
N/A N/A
31954
camcarre
hevymcp Claim
N/A N/A
31955
dtjohnson83
Enables AI assistants to analyze weld photos for quality scoring and identify c…
31956
MCP-Mirror
Performs vulnerability scans using Trivy to generate Software Bill of Materials…
N/A N/A 95
31957
rapidstart
MCP server for RapidStart Apps
N/A N/A
31958
kcaitech
A server based on Model Context Protocol that processes and parses design files…
N/A N/A 95
31959
raylow-x
mcpsmith2 Claim
N/A N/A
31960
ErnestaLabs
Provides AI agents with real-time web capabilities including live search result…
N/A N/A
31961
TheSethRose
Typefully MCP Server
N/A N/A 95
31962
mcpassistant
Enables automated testing and coverage reporting for MCP services with test exe…
N/A N/A 95
31963
kontakt-qy0g
Semantic search across 375,000+ Nordic financial documents for AI agents. Cover…
31964
emergentphysicslab
WaveGuard Claim
Detect anomalies in any data type using advanced wave physics simulation withou…
81
31965
hermesagent
mcp-hermes Claim
Website screenshots and chats/graphs
31966
MetaBrain-Labs
MCP Server that transforms ComfyUI workflows into AI-callable tools for MCP Host
N/A N/A
31967
dwarvesf
A Model Context Protocol server that provides tools for interacting with databa…
81
31968
lorenzocean
lims-s Claim
N/A N/A 95
31969
drhelius
MCP server for Gearcoleco ColecoVision emulator
N/A N/A
31970
dtjohnson83
dot Claim
DOT/FMCSA Compliance MCP Server. An MCP server that makes DOT/FMCSA trucking re…
N/A N/A
31971
KiritaniAyaka
test Claim
N/A N/A 95
31972
lithtrix
lithtrix Claim
Search, Browse (server-side public web), memory, and blob storage for AI agents…
N/A N/A
31973
vj-presidio
A CLI tool that runs an MCP server over stdio for Specif-ai, enabling interacti…
N/A N/A 95
31974
geraservicesuk
GeraPersona MCP — voice/personality skin marketplace for robots and AI agents (…
N/A N/A
31975
commerce-cloud-integrations
Enables interaction with SAP Commerce systems through OCC APIs, supporting prod…
81
31976
tariq
jtrholidays Claim
31977
ai-jcce
Contexta Claim
Contexta gives AI assistants a persistent, typed memory layer backed by a knowl…
31978
PDF/DOCX/Excel generation with stationery overlay, ZUGFeRD/XRechnung, signing, …
N/A N/A
31979
slonnik
Exposes a single tool run_bash for executing arbitrary shell commands on a Rasp…
31980
augee99
mcp-weather Claim 1
An MCP server that provides [describe what your server does]
N/A N/A 95
31981
SoapyRED
18 freight tools for AI agents: ADR 2025 + LQ/EQ, HS, airlines, UN/LOCODE, ULDs…
31982
gx-55
Manage multiple Gmail accounts in Claude Desktop — search, send, reply, draft, …
N/A N/A
31983
tourscale-repos
Frappe MCP Claim
Read-only MCP server for TourScale ERPNext, enabling agents to query franchisee…
31984
backloghq
backlog Claim
Persistent, cross-session task management for Claude Code. 24 MCP tools, 7 skil…
N/A N/A
31985
sint-ai
Security-first MCP governance proxy (`sint-mcp`) with capability tokens, T0-T3 …
N/A N/A
31986
zhaohongyuziranerran
HumanizerMCP Claim
Detects and removes 24 types of AI writing patterns, offering dual-mode humaniz…
31987
purple-flea
Provably fair crypto casino API for AI agents. Place bets on 8 games (coin flip…
31988
@ssdeanx
ssd-ai Claim
This is upgrade of hi-ai mcp server converted into english, also all unuse var…
N/A N/A 95
31989 N/A N/A 95
31990
xiaobenyang-com
Retrieve comprehensive registration details for any domain. View nameservers, c…
N/A N/A 95
31991
remete618
widemem-ai Claim
Open-source AI memory layer for LLM agents. Importance scoring, temporal decay,…
31992
miggie8888
The most complete financial compliance agent in the x402 ecosystem. Combines ve…
81
31993
mova-compact
Thin MOVA MCP proxy for bindings, transport resolution, and upstream tools/call…
N/A N/A
31994
CSOAI-ORG
A spreadsheet and CSV analysis toolkit for AI agents that enables loading CSV f…
31995
niyiomotoso
testp Claim
N/A N/A 95
31996
mshegolev
Allure TestOps MCP — projects, launches, test cases, test results via REST API.
N/A N/A
31997 N/A N/A 95
31998
LaunchpadAI
An open source toolkit that converts 280+ integrations into MCP servers for use…
N/A N/A 95
31999
semihkayan
codeweave Claim
Save tokens — your AI agent gets precise code context, not file dumps.
N/A N/A
32000
xiaobenyang-com
sbwsz Claim
搜索并筛选万智牌卡牌,优先查看中文卡面,按颜色、类别、费用等条件快速定位目标。浏览系列信息与全套清单,轻松追踪新系列并回顾历史扩展。创作由卡图拼字组成的趣味图…
N/A N/A 95
Showing 31951–32000 of 33449 servers
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