MCP Server Quality Scores

Independent quality analysis of 58073 public MCP servers

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58073
Discovered
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29849
Scored
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2112
Verified
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16953
Complete
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Last updated 2 hours, 25 minutes ago

Grade Distribution

Score Distribution

Newly Added

Hugendubel Fachinformationen F Calvix Technology Solutions F Native Soil F Timill (cloud hosted instance) F Timill Cloud F

Biggest Gainers

DoorProfit Crime & Neighborhood Data +51 zobrx +40 theothers +10

Biggest Drops

Serverless-DB-Oracle -46 Incwo MCP -12 Phos Marketing Engine -12
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58051
pras
— ○ ⏳ — N/A N/A — 95 —
58052
matetools
mcp-server Claim
35 utility tools for AI agents — mate.tools API. Hash, regex, SEO, random, DNS,…
 — ○ ⏳ — N/A N/A — — —
58053
xdevplatform
A local MCP server that exposes the X API (formerly Twitter API) as tools, enab…
 — ○ ⏳ — N/A N/A — — —
58054
lucasliet
Fetches YouTube video transcripts with timestamps and provides them to LLM agen…
 — ○ ⏳ — — — — — —
58055
geraservicesuk
GeraPersona MCP — voice/personality skin marketplace for robots and AI agents (…
 — ○ ⏳ — N/A N/A — 83 —
58056
Cars-10
Comprehensive MCP server for PTC Windchill PLM, providing 64+ tools across 7 ag…
 — ○ ⏳ — — — — — —
58057
melisa-l
A Model Context Protocol server for Microsoft Fabric that enables AI agents to …
 — ○ ⏳ — — — — — —
58058
Draco-Cheng
A smart documentation system that helps AI assistants understand and follow you…
 — ○ ⏳ — N/A N/A — — —
58059
NovadaLabs
novada-mcp Claim
One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — i…
 — ○ ⏳ — — — — — —
58060
khawjaahmad
Enables AI coding assistants to control and inspect a live Chrome browser for a…
 — ○ ⏳ — — — — 81 —
58061
vaibhavpandeyvpz
slackxmcp Claim
Enables MCP-compatible clients to interact with Slack through Web API tools and…
 — ○ ⏳ — — — — — —
58062
Isak-Landin
Docker MCP Claim
Enables remote Docker management over SSH via a local MCP server, providing too…
 — ○ ⏳ — N/A N/A — — —
58063
Teja-sudo
Provides PostgreSQL database management and analysis via MCP, enabling schema e…
 — ○ ⏳ — — — — — —
58064
CaptainJi
Enables LLMs to execute CLI commands and scripts for system deployment and mana…
 — ○ ⏳ — — — — — —
58065
xiaobenyang-com
An MCP server for obtaining the README content, metadata and search function of…
 — ○ ⏳ — N/A N/A — 95 —
58066
alunsoldantarctica
mail-index Claim
Local-first, read-only MCP server for recall over your Gmail: search, contacts,…
 — ○ ⏳ — N/A N/A — — —
58067
Fractera
mcp-fractera Claim
Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from…
 — ○ ⏳ — — — — — —
58068
wheelfor
wheelfor-mcp Claim
Create, spin, and manage shareable decision wheels on wheelfor.com. Supports cr…
 — ○ ⏳ — — — — — —
58069
jlowin
FastMCP Claim
A high-level framework for building MCP servers in Python
 — ○ ⏳ — N/A N/A — 95 —
58070
michalperni11-gif
Standardized SEC EDGAR financial data — income statements, balance sheets, cash…
 — ○ ⏳ — — — — — —
58071
crabcut
Generate TikTok, Shorts, and Reels-ready clips from any YouTube video, powered …
 — ○ ⏳ — — — — 81 —
58072
mateotiedra
Enables managing Wix Bookings courses and searching participants through the Wi…
 — ○ ⏳ — N/A N/A — — —
58073
jclement
obsidian-mcp Claim
A self-hosted MCP server with a management UI for reading, searching, editing, …
 — ○ ⏳ — — — — — —
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