MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29734
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48801
jameslai-sparkofy
Enables users to search and retrieve detailed information about Taiwan governme…
81
48802
Fistacho
MCP server for Home Assistant — 202 tools across 21 domains; full control of yo…
N/A N/A
48803
agents-finance
bank Claim
The financial layer for the agent economy. Self-custody wallets, on-chain USDC …
81
48804
Aarul5
jira-pilot Claim
Jira Pilot is an MCP server that provides 14 tools for AI assistants to manage …
N/A N/A
48805
anomalyarmor-uib0
AnomalyArmor Claim
Data observability for AI agents. Query alerts, monitor freshness, investigate …
81
48806
null
A Model Context Protocol (MCP) server that prevents citation hallucination by v…
81
48807
bsozen-4wm5
HashLock OTC Claim
Institutional-grade OTC crypto trading with HTLC atomic settlement on Ethereum,…
81
48808
social
An authoritative AEO (answer-engine-optimization) reference corpus on saving fa…
81
48809
cloudy-sfu
MCP server which collects data from www.xiaohongshu.com social media
N/A N/A
48810
PierrunoYT
Enables high-quality image generation using Google's Imagen 4 Ultra model via t…
81
48811
lm203688
Enables AI to read Feishu documents, send messages, and manage calendars with a…
48812
denys-ispaniuk
Enables AI assistants to interact with TestRail test management system, support…
48813
soydachi
An MCP server that automates CI/CD pipeline creation, analysis, and security en…
48814
pubspro
regsub-mcp Claim
MCP server for regulatory submission intelligence — ICH guideline lookup, CTD m…
48815
FangYuan33
An MCP server for intelligently reading Java source code, supporting extraction…
N/A N/A
48816
adelaidasofia
WhatsApp MCP Claim
WhatsApp MCP. SQLCipher-encrypted, scrubber-CI-gated, draft-and-confirm sends, …
N/A N/A
48817 N/A N/A 95
48818
henrychong-ai
A reasoning orchestration MCP server that enables tree-of-thoughts thinking, mu…
N/A N/A
48819
Ringzero787
taxlocus Claim
US sales tax for AI agents: rates, economic nexus, taxability, filing. Citation…
48820
jr551
zai Claim
N/A N/A 95
48821 N/A N/A 95
48822
cyanheads
Query FEMA disaster declarations, public assistance grants, housing aid, and NF…
48823
aimasteracc
An MCP code-intelligence server for AI agents with pre-indexed AST cache, 62 MC…
N/A N/A
48824
ricardodeazambuja
A universal browser automation MCP server using Playwright, enabling programmat…
N/A N/A
48825
mertadali
AI-powered todo and calendar management using OpenAI and Google Calendar. Suppo…
N/A N/A
48826
cameroncooke
A Model Context Protocol (MCP) server that provides Xcode-related tools for int…
N/A N/A 95
48827
damiancolo
Read, publish and explore creative bisociations between concepts on unbancodeid…
N/A N/A
48828
condens
Remote MCP server for connecting to your Condens UX repository.
48829
MCP-Mirror
Enables AI models to retrieve user geolocation information through EdgeOne Page…
81
48830
non-npc
A Python-based server for managing and analyzing code context for AI-assisted d…
N/A N/A
48831
HMAKT99
erabi Claim
ERABI intent exchange: register, discover, transact, earn. Zero-config on the l…
N/A N/A
48832
hckhanh
Gitlab Utils Claim
Extend your GitLab workflows with additional utilities to enhance productivity …
N/A N/A 95
48833
kineticadb
Exposes tools and resources for interacting with Kinetica's database, SQL-GPT c…
48834
Gunsmith-Academy
woody-mcp Claim
Woody, the AI firearms expert. Verified specs, legal lookups, and knowledge bas…
N/A N/A
48835
GetDial-AI
Dial Claim
Communication stack for AI agents: SMS, AI voice calls, phone numbers, and acco…
48836
g-digital-by-Garrigues
EAD Enterprise Suite MCP — full signature workflows, certified evidence, dossie…
N/A N/A
48837
caleb-overbay4
Enables AI-driven interaction with Twilio call services, including initiating o…
48838
glauberfrancodesign
FrancoLabs Claim
UX research platform: manage studies, browse templates, read responses and anal…
48839
MCP-Mirror
bonk-mcp Claim
Enables interaction with the LetsBonk launchpad on Solana blockchain to launch …
81
48840
ssh-mcp Claim 2
MCP server for SSH operations with built-in diagnostics
N/A N/A 81
48841
bollam1818
A demonstration MCP server that provides calculator tools for arithmetic operat…
N/A N/A 95
48842
Limited-Horizon
Shopify + Amazon inventory planning, forecasting & replenishment over MCP (49 t…
N/A N/A
48843
capyBearista
Stateless MCP server that proxies research queries to Gemini CLI, reducing agen…
N/A N/A 75
48844
kinzen
linewhiz Claim
AI-powered MCP server for managing LINE Official Accounts. Send broadcasts, pus…
81
48845
megaacheyounes
Brings HarmonyOS and OpenHarmony English documentation to AI assistants for ins…
48846
lucasinclair
MatFlow Claim
Read-only MatFlow data: pricing, competitors, features, FAQs for combat-sports …
48847
trypeggy
Enables searching and analyzing Facebook's public ads library to see what compa…
81
48848
mefta.sadat2
test Claim
N/A N/A 95
48849 N/A N/A 95
48850
MAG-Cie
MCP server for Microsoft To Do via Microsoft Graph. MSAL device code flow, no c…
N/A N/A
Showing 48801–48850 of 50103 servers
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