MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
26751
Nonprofit lookup and IRS 990 filing data: revenue, assets, and compensation via…
26752
AI-native GTM OS for B2B SaaS — account health, pipeline, renewals, territories…
26753
bigboss32
mcp Claim
N/A N/A 95
26754
Contexta Claim
Contexta gives AI assistants a persistent, typed memory layer backed by a knowl…
26755
Vaishnavi-jagan
A standalone MCP server that exposes Eyra Accelerator API endpoints as tools fo…
26756
beomsu317
papers Claim
N/A N/A 95
26757
MCP Server for Apache Iceberg
N/A N/A 81
26758
pbteja1998
Integrate your AI models with SourceSync.ai's knowledge management platform. Se…
N/A N/A 95
26759
ApacheBin
xb-test Claim
131242424
N/A N/A 95
26760
c0sc0s
A TypeScript-aware MCP server that provides coding agents with repository disco…
N/A N/A
26761
ROHWOOCHUL
test11 Claim
N/A N/A 95
26762
drew-keever
mcp Claim
Search SEC-registered financial advisors — profiles, disclosures, risk scores, …
N/A N/A 95
26763
MCP-Mirror
Enables AI agents to interact with the Brex financial platform, allowing access…
81
26764
AskNeedl Claim
Enterprise AI for trusted intelligence
26765
simonfraserduncan
Echo Server Claim
Provide a minimal MCP server that supports basic tools like echoing messages, p…
N/A N/A 95
26766
AutomattaIA
Enables restaurant reservation management and schedule checking through Supabas…
N/A N/A 95
26767
Live price quotes and private airport transfers from MBJ, KIN, and OCJ airports…
26768
wecantdoit
Enables AI-powered browser automation and test development within the Magni aut…
N/A N/A 95
26769
Splaticusamz
Enables AI assistants to access and manage Shopify store data including product…
26770
krukovsasa99
serena Claim
N/A N/A 95
26771
lily95h
Enables interaction with Azure AI Foundry services including model exploration …
81
26772 N/A N/A 95
26773
ub-dev-7
Provides 11 powerful tools for Angular development with enterprise-grade templa…
81
26774
IgorGanapolsky
An MCP server that provides memory management and gateway capabilities, enablin…
26775
jinpyo.yi
ask_her Claim
N/A N/A 95
26776
pishnuke
Enables fetching market and options data including OHLCV prices, option chains,…
81
26777
mmingo-director-of-ai
Enables interaction with the Huntress SAT API to manage security awareness trai…
81
26778
intake-triage
LinkRescue Claim
Broken link detection, monitoring, and AI-powered fix suggestions for websites.…
N/A N/A
26779
Thinh-nguyen-03
Enables scheduling meetings and sending email confirmations through Google Cale…
81
26780 N/A N/A 95
26781
0x3at
tasks Claim
N/A N/A 95
26782
infamousjoeg
A comprehensive MCP server that enables AI assistants to manage Lunch Money fin…
26783 N/A N/A 95
26784
MCP-Mirror
MCPDocSearch Claim
Crawls documentation websites and provides semantic search capabilities over th…
N/A N/A 95
26785
marcelobrake
Enables Claude Desktop to interact with 57 AWS services using over 200 tools an…
N/A N/A
26786
NOTTIBOY137
PoC: Open Registry supply chain — unvetted server listing (security research)
N/A N/A 95
26787
smartschool-mcp Claim 1
Access Smartschool courses, grades, assignments, and messages through the Model…
N/A N/A 81
26788
erisonsuzuki
An orchestration system that breaks down user prompts into actionable tasks and…
N/A N/A 95
26789
MadLlama25
A production-ready server that connects Claude Desktop to Firewalla network man…
81
26790
camiloluvino
Enables AI assistants to interact with Roam Research graphs through comprehensi…
81
26791
shadabbi
Enables comprehensive GitHub PR reviews through Cursor's AI by fetching PR diff…
N/A N/A 95
26792
jjunmomo
A Model Context Protocol server that enables Claude to help developers implemen…
81
26793
elliot-evno
A basic MCP server built with FastMCP framework that provides example tools inc…
N/A N/A 95
26794
bibiibjorn-Finvision
Enables Claude AI to analyze Power BI Desktop models with comprehensive capabil…
N/A N/A 95
26795
pinkpixel-dev
Enable AI agents to store, search, and delete persistent memories across sessio…
N/A N/A 95
26796
clm-studios
Prediction market strategy backtesting with real on-chain Polymarket data
N/A N/A
26797
ajdoyl2
Provides intelligent dbt assistance through Claude Code integration, enabling u…
N/A N/A 95
26798
doritoman90000
A Model Context Protocol server that helps users create, validate, and optimize…
81
26799
heyalerio
Spain legal MCP for visas, Beckham, NIE/TIE, residency, nationality, and EU fam…
26800
ilvolodel
IRIS Legacy Claim
Archived monolithic MCP server that provided 28 tools for Microsoft 365 (email,…
N/A N/A 95
Showing 26751–26800 of 30006 servers
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