MCP Server Quality Scores

Independent quality analysis of 69313 public MCP servers

69313
Discovered
→
33947
Scored
→
2112
Verified
→
16953
Complete

Last updated 9 hours, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43251
leehom0123
Enables AI agents to SSH into Linux servers, run commands, deploy code, and man…
— ○ ⏳ — — — — — —
43252
Akicoders
Aki Claim
Aki is a local stdio MCP server that gives AI coding assistants durable project…
— ○ ⏳ — N/A N/A — — —
43253
leonluo2008-ops
A universal MCP server that runs creative sub-agents (chapter writer, auditor, …
— ○ ⏳ — — — — — —
43254
annibale-x
mcp-memento Claim 1
An MCP server that provides persistent memory and context management across ses…
— ○ ⏳ — N/A N/A — 95 —
43255
zoho
Provides tools to query Zoho Apptics analytics data (crashes, devices, etc.) an…
— ○ ⏳ — — — — — —
43256
Nas01010101
mnemo Claim
Enables AI agents to have persistent, self-managing memory with bi-temporal sup…
— ○ ⏳ — — — — — —
43257
elekli
MCP server that silently monitors state changes in structured data sources (e.g…
— ○ ⏳ — — — — — —
43258
YawLabs
A small AWS MCP for AI assistants: one server, one config entry, SSO re-auth ba…
— ○ ⏳ — N/A N/A — — —
43259
mimerlxd
Enables semantic search and management of development knowledge including globa…
— ○ ⏳ — — — — 81 —
43260
yonro
XMemo Claim
XMemo is a secure, user-owned memory substrate and context engine for AI agents…
— ○ ⏳ — — — — — —
43261
Ezzeay
mcp-server Claim
Production-ready TypeScript MCP server exposing utility, GitHub, and Microsoft …
— ○ ⏳ — N/A N/A — — —
43262
jaykim81
Enables reading and sending Naver Works emails (Korean business email service) …
— ○ ⏳ — N/A N/A — — —
43263
SimoneRecchia
Enables building and previewing Minecraft schematics from natural language desc…
— ○ ⏳ — N/A N/A — — —
43264
valleyboyzz0024-del
Turns web-based AIs into full-powered agents with local PC access, 33 tools acr…
— ○ ⏳ — N/A N/A — — —
43265
davidklemme
MCP server that connects AI agents to calendars, bookings, and scheduling polls…
— ○ ⏳ — — — — — —
43266
fastmcp-me
An MCP server that enables AI assistants to interact with Tenzir, a data pipeli…
— ○ ⏳ — — — — — —
43267
kimhjort
Computes car driving time, distance, and 'leave by' time between places in Denm…
— ○ ⏳ — — — — — —
43268
ericchen1972
Consumer-side MCP server for Webless storefront operations, enabling catalog br…
— ○ ⏳ — — — — — —
43269
Tornike-Peradze
Exposes PostgreSQL database operations as tools for AI assistants, allowing exe…
— ○ ⏳ — — — — — —
43270
ngocdd
proxmox-mcps Claim
Enables AI assistants to manage Proxmox VE infrastructure, including VMs, conta…
— ○ ⏳ — — — — — —
43271
CryptoJym
Enables autonomous project management with intelligent synchronization between …
— ○ ⏳ — N/A N/A — — —
43272
Omarbadran37
Enables AI assistants to create and manage asynchronous coding tasks through Go…
— ○ ⏳ — — — — — —
43273
jmsgfc
eNSP-MCP Claim
MCP server for managing Huawei eNSP network simulation experiments, enabling to…
— ○ ⏳ — N/A N/A — — —
43274
bdbrown4
Enables AI agents to query a GitHub user's public profile, repositories, langua…
— ○ ⏳ — — — — — —
43275
instavm
open-skills Claim
Enables running Claude Skills locally on your Mac with sandboxed execution, sup…
— ○ ⏳ — N/A N/A — — —
43276
@dankniight
api-football ⚡ Claim
— ○ ⏳ — N/A N/A — 95 —
43277
sidebutton
computer-use Claim
Exposes Anthropic's computer-use action surface (screenshot, click, move, keybo…
— ○ ⏳ — N/A N/A — — —
43278
avilashsaha035
An MCP server that reads any codebase (GitHub repo or local folder) and explain…
— ○ ⏳ — N/A N/A — — —
43279
mirenqinggege
postgres-mcp Claim
A Postgres MCP server with index tuning, explain plans, health checks, and safe…
— ○ ⏳ — — — — — —
43280
arroz4
Converts meeting transcripts, text inputs, and images into structured Azure Dev…
— ○ ⏳ — — — — — —
43281
goji-agency
goji Claim
Answers on AEO, SEO, web and brand from GOJI's published material. Melbourne, A…
— ○ ⏳ — — — — — —
43282
FoxPink-dev
odoogen Claim
A specialized MCP server that turns AI agents into elite Odoo 19 developers by …
— ○ ⏳ — — — — — —
43283
luuu-h
MCP server for controlling local music playback via NetEase Cloud Music, enabli…
— ○ ⏳ — N/A N/A — — —
43284
kkjzio
Generates quizzes from Markdown content and outputs interactive HTML and Word d…
— ○ ⏳ — N/A N/A — — —
43285
matematicsolutions
gb-eli-mcp Claim
Enables searching and retrieval of UK legislation (Acts, Statutory Instruments)…
— ○ ⏳ — — — — — —
43286
mdonnalley
A local stdio MCP concierge that aggregates multiple remote MCP servers, forwar…
— ○ ⏳ — N/A N/A — — —
43287
johntrandall
omniplan-mcp Claim
Enables natural language control of OmniPlan 4 on macOS, allowing creation and …
— ○ ⏳ — N/A N/A — — —
43288
MadDegenOG
solsnap Claim
Solana token/wallet rug-risk scoring. Free scan; $2 SOL unlocks full wallet rep…
— ○ ⏳ — — — — — —
43289
Sergey-Bl
testrail-mcp Claim 1
An MCP server for TestRail that prepares everything needed to generate test cas…
— ○ ⏳ — — — — 81 —
43290
rlhf-loop
thumbgate Claim
— ○ ⏳ — — — — 81 —
43291
wuruiqi
Connects Zotero and Obsidian for an AI-assisted academic reading workflow, enab…
— ○ ⏳ — N/A N/A — — —
43292
Mnehmos
Query D&D 5e game data from 22+ source books and contribute to the open-source …
— ○ ⏳ — — — — — —
43293
luizhbesper
MCP server that gives AI coding agents hands, eyes and a mechanic's ear for Rea…
— ○ ⏳ — N/A N/A — — —
43294
jiandong0718
Converts XMind mind map files into structured Markdown documents, preserving hi…
— ○ ⏳ — N/A N/A — — —
43295
harrisonfaulkner
canbus-mcp Claim
A CAN bus reverse engineering MCP server for Claude Code that lets Claude read,…
— ○ ⏳ — N/A N/A — — —
43296
juan-sibbo
A governed, read-only MCP server for ad inventory discovery from Google Ad Mana…
— ○ ⏳ — — — — — —
43297
GospelSounders
Provides offline research and advanced search capabilities for Ellen Gould Harm…
— ○ ⏳ — — — — — —
43298
CSOAI-ORG
MEOK AI Labs - ai-reflection MCP server extracted from SOV3
— ○ ⏳ — N/A N/A — — —
43299
KewkLW
MCP server for YouTube channel deep analytics, extracting transcripts and compu…
— ○ ⏳ — N/A N/A — — —
43300
husnainsr
Mirrors a SharePoint document library to disk and enables AI assistants to sear…
— ○ ⏳ — — — — — —
Showing 43251–43300 of 69313 servers
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