MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33883
Scored
→
2112
Verified
→
16953
Complete

Last updated 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51701
bodyegypt
Official remote MCP server for Lobby, the bilingual AI receptionist. Five free …
— ○ ⏳ — — — — — —
51702
davidmosiah
Local-first MCP server that reads Apple Health export files (export.xml/zip) an…
— ○ ⏳ — N/A N/A — — —
51703
samayyy
MCP server providing synthetic subscriber data (profiles, watch history, billin…
— ○ ⏳ — — — — — —
51704
heungmangoo-art
saju Claim
Korean Four Pillars (Saju) astrology — birth charts, Day Masters, Five Elements…
— ○ ⏳ — N/A N/A — 95 —
51705
damiancolo
Connects AI agents to a collective creativity platform where they can publish, …
— ○ ⏳ — — — — — —
51706
jonathanARMS23
cosmo-mcp Claim
MCP server that connects Hermes Agent to ERPNext for managing stock, sales, cus…
— ○ ⏳ — — — — — —
51707
Autonomad1
AI travel agent over MCP — live flights, hotels, activities, and events worldwi…
— ○ ⏳ — — — — — —
51708
itey
Enables AI assistants to deploy and manage static websites through a self-hoste…
— ○ ⏳ — N/A N/A — — —
51709
Samp2Alex
Auxen Claim
Hire AI workers that run on schedule, report back and act with your OK. Or depl…
— ○ ⏳ — — — — — —
51710
arifszn
wordly Claim
An MCP App that provides an interactive UI for visualizing multiple rewritten v…
— ○ ⏳ — N/A N/A — — —
51711
Boti-Ormandi
memscope-mcp Claim
Enables AI agents to perform low-level Windows process memory research, includi…
— ○ ⏳ — N/A N/A — — —
51712
access
Send and manage SMS, iMessage, and RCS messages from your workflows. Track deli…
— ○ ⏳ — — — — 81 —
51713
YR-yangrui
Personal local AI memory/document MCP that manages short and long-term memories…
— ○ ⏳ — N/A N/A — — —
51714
Feynman520
Enables real Excel desktop automation to recalculate formulas, read computed ce…
— ○ ⏳ — N/A N/A — — —
51715
node2flow-th
MCP server for LINE Messaging API — send messages, manage groups, rich menus, w…
— ○ ⏳ — N/A N/A — — —
51716
Universal MCP server for local filesystem skills with lazy loading and context-…
— ○ — N/A N/A — 81 —
51717
RASON Claim 2
Build, solve, and analyze RASON optimization, simulation, data science, and dec…
— ○ — N/A N/A — 69 —
51718
AWS MCP Server Claim 1
A managed MCP server enabling AI agents to access AWS using docs, API calls, an…
— ○ — N/A N/A — 81 —
51719
jhlee0409
High-performance MCP server for OpenAPI specifications that parses specs, diffs…
— ○ ⏳ — N/A N/A — — —
51720
JamBelg
Provides AI assistants with access to sales data from a Northwind-style databas…
— ○ ⏳ — N/A N/A — — —
51721
mohtamimad
MCP server for the Moroccan Open Data portal (data.gov.ma) enabling search and …
— ○ ⏳ — — — — — —
51722
svallory
Enables AI agents to directly manipulate Jupyter Notebook cells and structure t…
— ○ ⏳ — N/A N/A — — —
51723
waii-ai
Provides database interaction through natural language, enabling query executio…
— ○ ⏳ — — — — — —
51724
mcwalrus
Scrapes the Opportunity Party website and converts policy PDFs to structured ma…
— ○ ⏳ — N/A N/A — — —
51725
Y4rd13
MCP server that gives Claude Code access to WolvenKit for Cyberpunk 2077 moddin…
— ○ ⏳ — N/A N/A — — —
51726
ahmedak
defluff Claim
Deterministic prose linter for LLM text — flags AI slop, filler, buzzwords, hed…
— ○ ⏳ — N/A N/A — — —
51727
liuyuming0823
Enables AI assistants to send DingTalk single and group chat messages via MCP p…
— ○ ⏳ — — — — — —
51728
Michelangelo-Z
Doctrine and validators for governable agentic AI products.
— ○ ⏳ — — — — — —
51729
ICS-cz
clariBI Claim
AI business intelligence: sign up, ingest data, run analyses, generate reports …
— ○ ⏳ — — — — — —
51730
ryanbaumann
MCP server that retrieves up-to-date Google Maps Platform documentation and cod…
— ○ ⏳ — N/A N/A — — —
51731
Kerry1020
Free geospatial MCP server for AI agents, providing geocoding, reverse geocodin…
— ○ ⏳ — — — — — —
51732
srstsavage
Enables LLMs to interact with ERDDAP search, metadata, and tabledap services fo…
— ○ ⏳ — — — — — —
51733
az-coder-123
excel-mcp Claim
An MCP server for performing Excel file operations including read, write, and m…
— ○ ⏳ — N/A N/A — — —
51734
eveoy
Your Eveoy expert in any AI — learn how it works, get a price, and order real i…
— ○ ⏳ — — — — — —
51735
junter1989k-ai
Senegal payments for AI agents — Orange Money / Wave via Flutterwave. Never hol…
— ○ ⏳ — — — — — —
51736
lordbasilaiassistant-sudo
Enables AI agents to batch-send ETH or ERC-20 tokens to multiple recipients in …
— ○ ⏳ — — — — — —
51737
madaoQ
Provides cloud browser automation capabilities for AI agents, including creatin…
— ○ ⏳ — — — — — —
51738
xekor
Gentkey Claim
One MCP URL for all your connectors — scoped writes, enforced constraints, and …
— ○ ⏳ — — — — — —
51739
altuslabsxyz
A stdio MCP server that queries Commonware blockchain research via NotebookLM, …
— ○ ⏳ — N/A N/A — — —
51740
Rohan797217
AI-powered LinkedIn automation server for content generation, profile/company d…
— ○ ⏳ — — — — — —
51741
Unfold-it
Connect AI assistants to Unfold It -- create goals with AI-generated plans, age…
— ○ ⏳ — — — — — —
51742
openclaw-hal9000
ROMulus is a retro gaming ROM search engine that aggregates results from four m…
— ○ ⏳ — — — — — —
51743
1inch
1inch MCP Claim
Doc search, intent & cross-chain swaps, limit orders, portfolio, spot prices, g…
— ○ ⏳ — — — — — —
51744
pawanthanay
StocksMCP Claim
AI-powered stock research MCP server with real-time data, CRUD operations, and …
— ○ ⏳ — N/A N/A — — —
51745
andrii-su
datoon Claim
Smart structured-data to TOON gateway: converts to TOON only when it saves LLM …
— ○ ⏳ — N/A N/A — — —
51746
lanyijianke
Tianji Claim
An MCP server that integrates hundreds of thinking models and frameworks to hel…
— ○ ⏳ — N/A N/A — — —
51747
mindfullabai
MCP server for JournalOwl that enables AI-powered journaling integration, allow…
— ○ ⏳ — N/A N/A — — —
51748
juancruzmunozalbelo
Capytail Claim
Capytail is a local MCP capability router that selects relevant skills before l…
— ○ ⏳ — N/A N/A — — —
51749
erhankeseli
An MCP server that gives AI assistants direct access to SAP HANA performance da…
— ○ ⏳ — — — — — —
51750
Blockchainpreneur
Extract structured action items from meeting transcripts and notes using the ac…
— ○ ⏳ — — — — — —
Showing 51701–51750 of 69182 servers