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
26651
AgentTrust Claim
Free email for AI agents, instant messaging between agents, and cloud file stor…
26652
checkra1neth
xbird Claim
Twitter/X MCP server — 30 tools with x402 micropayments. Runs locally from your…
N/A N/A 67
26653
Nonprofit lookup and IRS 990 filing data: revenue, assets, and compensation via…
26654
AI-native GTM OS for B2B SaaS — account health, pipeline, renewals, territories…
26655
bigboss32
mcp Claim
N/A N/A 95
26656
Contexta Claim
Contexta gives AI assistants a persistent, typed memory layer backed by a knowl…
26657
Vaishnavi-jagan
A standalone MCP server that exposes Eyra Accelerator API endpoints as tools fo…
26658
beomsu317
papers Claim
N/A N/A 95
26659
MCP Server for Apache Iceberg
N/A N/A 81
26660
pbteja1998
Integrate your AI models with SourceSync.ai's knowledge management platform. Se…
N/A N/A 95
26661
ApacheBin
xb-test Claim
131242424
N/A N/A 95
26662
c0sc0s
A TypeScript-aware MCP server that provides coding agents with repository disco…
N/A N/A
26663
ROHWOOCHUL
test11 Claim
N/A N/A 95
26664
drew-keever
mcp Claim
Search SEC-registered financial advisors — profiles, disclosures, risk scores, …
N/A N/A 95
26665
MCP-Mirror
Enables AI agents to interact with the Brex financial platform, allowing access…
81
26666
AskNeedl Claim
Enterprise AI for trusted intelligence
26667
simonfraserduncan
Echo Server Claim
Provide a minimal MCP server that supports basic tools like echoing messages, p…
N/A N/A 95
26668
AutomattaIA
Enables restaurant reservation management and schedule checking through Supabas…
N/A N/A 95
26669
Live price quotes and private airport transfers from MBJ, KIN, and OCJ airports…
26670
wecantdoit
Enables AI-powered browser automation and test development within the Magni aut…
N/A N/A 95
26671
Splaticusamz
Enables AI assistants to access and manage Shopify store data including product…
26672
krukovsasa99
serena Claim
N/A N/A 95
26673
lily95h
Enables interaction with Azure AI Foundry services including model exploration …
81
26674 N/A N/A 95
26675
ub-dev-7
Provides 11 powerful tools for Angular development with enterprise-grade templa…
81
26676
IgorGanapolsky
An MCP server that provides memory management and gateway capabilities, enablin…
26677
jinpyo.yi
ask_her Claim
N/A N/A 95
26678
pishnuke
Enables fetching market and options data including OHLCV prices, option chains,…
81
26679
mmingo-director-of-ai
Enables interaction with the Huntress SAT API to manage security awareness trai…
81
26680
intake-triage
LinkRescue Claim
Broken link detection, monitoring, and AI-powered fix suggestions for websites.…
N/A N/A
26681
Thinh-nguyen-03
Enables scheduling meetings and sending email confirmations through Google Cale…
81
26682 N/A N/A 95
26683
0x3at
tasks Claim
N/A N/A 95
26684
infamousjoeg
A comprehensive MCP server that enables AI assistants to manage Lunch Money fin…
26685 N/A N/A 95
26686
MCP-Mirror
MCPDocSearch Claim
Crawls documentation websites and provides semantic search capabilities over th…
N/A N/A 95
26687
marcelobrake
Enables Claude Desktop to interact with 57 AWS services using over 200 tools an…
N/A N/A
26688
NOTTIBOY137
PoC: Open Registry supply chain — unvetted server listing (security research)
N/A N/A 95
26689
smartschool-mcp Claim 1
Access Smartschool courses, grades, assignments, and messages through the Model…
N/A N/A 81
26690
erisonsuzuki
An orchestration system that breaks down user prompts into actionable tasks and…
N/A N/A 95
26691
MadLlama25
A production-ready server that connects Claude Desktop to Firewalla network man…
81
26692
camiloluvino
Enables AI assistants to interact with Roam Research graphs through comprehensi…
81
26693
shadabbi
Enables comprehensive GitHub PR reviews through Cursor's AI by fetching PR diff…
N/A N/A 95
26694
jjunmomo
A Model Context Protocol server that enables Claude to help developers implemen…
81
26695
elliot-evno
A basic MCP server built with FastMCP framework that provides example tools inc…
N/A N/A 95
26696
bibiibjorn-Finvision
Enables Claude AI to analyze Power BI Desktop models with comprehensive capabil…
N/A N/A 95
26697
pinkpixel-dev
Enable AI agents to store, search, and delete persistent memories across sessio…
N/A N/A 95
26698
clm-studios
Prediction market strategy backtesting with real on-chain Polymarket data
N/A N/A
26699
ajdoyl2
Provides intelligent dbt assistance through Claude Code integration, enabling u…
N/A N/A 95
26700
doritoman90000
A Model Context Protocol server that helps users create, validate, and optimize…
81
Showing 26651–26700 of 30006 servers
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