MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29726
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 19 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49351
anthonyjbolo
Safe Facebook Pages publishing with brand-voice, image-required & anti-duplicat…
N/A N/A
49352
infamousendeavors
A comprehensive MCP server that enables AI assistants to manage Lunch Money fin…
49353
epheterson
MCP server for Apple Music that lets AI assistants manage playlists, control pl…
N/A N/A
49354
WispAyr
NetOps Claim
A comprehensive network management platform for tracking devices, sites, and to…
81
49355
caseSHY
aicoreutils Claim
JSON-first Coreutils CLI for AI agents. 114 commands with sandbox, dry-run, and…
N/A N/A
49356
cloudygetty-ai
mixxx-mcp Claim
MCP server for Mixxx DJ software that enables AI agents to control transport, m…
N/A N/A
49357
adelaidasofia
FastMCP server that pages on-call via 100+ notification channels (Apprise wrapp…
N/A N/A
49358
pipeworx-io
Virustotal Claim
VirusTotal MCP — file / URL / domain / IP reputation (BYO key)
49359
Remote MCP server bridging Motion to Claude
N/A N/A 81
49360
ValentinOtt
uudb Claim
N/A N/A 95
49361
iflow-mcp
This MCP server enables querying Azure resource pricing programmatically throug…
49362
Agentberg
agentberg Claim
Agent-to-agent trading intelligence exchange. Publish findings, vote on quality…
49363
ejentum
self-inspect Claim
Enables agents to reflect on their own thinking by returning a metathought ques…
N/A N/A
49364
elsanchez
Enables interaction with the FVWM3 window manager for configuration generation,…
N/A N/A 95
49365
jdguggs10
A Cloudflare Worker that provides access to MLB Statistics API data through the…
81
49366
MarshallEriksen-Neura
A lightweight gateway server that provides a unified connection entry point for…
81
49367
stratosphereips
Connects Scopus to AI assistants for literature discovery. Provides tools for f…
49368
Proviscale
Enables AI agents to manage invoices, customers, suppliers, accounting entries,…
49369
OxSci-AI
A scaffold project for building FastAPI-based Model Context Protocol servers wi…
81
49370
urnm
Enables LLMs to create and manage NFT collections and assets through the Uraniu…
81
49371
kongyo2
MCP server that provides npm package information for AI agents during TypeScrip…
49372
theYahia
MCP server for Ileti Merkezi SMS API (Turkey). Enables sending SMS, bulk SMS, c…
49373
Qiuzer
Enables AI assistants to query nearby parties, retrieve party details, and gene…
49374
xyt-mcp
odoo-mcp-xyt Claim
MCP server integrating with Odoo ERP systems, enabling AI assistants to interac…
49375
Luo-Lotus
A custom node plugin for ComfyUI that encapsulates workflows as templates, enab…
N/A N/A
49376
isaacchpe
A Python-based MCP server that manages a product inventory using SQLite, allowi…
N/A N/A
49377
kychee-com
run402-mcp Claim
Enables users to provision, manage, and query AI-native Postgres databases dire…
N/A N/A 95
49378
j2c214c
Millimeter-precision furniture & storage product data for AI agents. Search by …
81
49379
hamzaamjad
A powerful MCP server that extracts, stores, searches, and analyzes Claude.ai c…
49380
Autostackup
sales Claim
BANT + MEDDIC qualification, ICP scoring, pipeline forecasting & outreach for C…
N/A N/A
49381
jordanburke
A local MCP server that enables LLMs to execute shell commands on remote hosts …
N/A N/A
49382
dan-wkkx
marvenn-mcp Claim
Marvenn MCP Server AI-powered outbound marketing automation for agencies. Wha…
81
49383
bhsantos11
A Model Context Protocol server that provides access to messages from an extern…
N/A N/A 95
49384
GenAICPA
Provides comprehensive flight tracking capabilities using the OpenSky Network A…
49385
daedalus
mcp-manimgl Claim
Exposes manimgl mathematical animation functionality as MCP tools, enabling LLM…
N/A N/A
49386
elliot-evno
A basic MCP server built with FastMCP framework that provides example tools inc…
N/A N/A 95
49387
bkichler
monarch-mcp Claim
MCP server that bridges Claude to Monarch Money for personal-finance analysis a…
49388
mariadb-RupeshBiswas
A read-only BigQuery MCP server with auto-LIMIT injection, dry-run cost guard, …
49389
ctxinf
Enables key-value storage operations using multiple backends (memory, filesyste…
49390
pengpongpang
An implementation that connects to locally running Anki, enabling card review a…
N/A N/A 95
49391
cicicalex
engine Claim
AIN bias & stability engine: finance, gaming, AI, crypto. 68 tools across 11 ca…
N/A N/A 75
49392
martin-nmc8
An MCP (Model Context Protocol) server that exposes the Vincario API to AI agen…
81
49393
stephen
pubnub-mcp Claim
N/A N/A 95
49394
joepangallo
Track AI agent fleet performance, costs, anomalies, and trends.
N/A N/A 95
49395
YawLabs
A small AWS MCP for AI assistants: one server, one config entry, SSO re-auth ba…
N/A N/A
49396
sdtempo
Get personalized workout recommendations based on your menstrual cycle phase. A…
N/A N/A 95
49397
davidmosiah
delx-memory Claim
Local-first persistent memory MCP: shared SQLite key/value store, searchable, T…
N/A N/A
49398
mcph Claim 1
mcp.hosting — one install, all your MCP servers, managed from the cloud
N/A N/A 81
49399
Secure, read-only access to Amazon Redshift with schema introspection and smart…
N/A N/A 81
49400
clauxel
Remote MCP for A2A caller identity, scope policy, verdict receipts, and audit h…
Showing 49351–49400 of 50103 servers
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