MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 10 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48051
SMABoundless
Enables searching and retrieving academic papers, authors, institutions, and ci…
— ○ ⏳ — — — — — —
48052
ayuriiuni-prog
mcp_db Claim
MCP server for exploring metadata of corporate databases: table structures, rel…
— ○ ⏳ — — — — — —
48053
thaimtl
Enables Claude to analyze the song you're currently playing on Spotify by looki…
— ○ ⏳ — N/A N/A — — —
48054
chameleonscool
A multi-modal user intent collection MCP server that allows AI agents to ask us…
— ○ ⏳ — — — — — —
48055
jiangyj545
Provides free Chinese A-share stock data including real-time quotes, historical…
— ○ ⏳ — — — — — —
48056
JulioMCruz
StellarMCP Claim
MCP server for Stellar: accounts, payments, XDR, Horizon/Soroban RPC, AMM liqui…
— ○ ⏳ — — — — — —
48057
NikkeTryHard
A high-performance MCP server for web fetching in Claude Code using Firecrawl b…
— ○ ⏳ — N/A N/A — — —
48058
Abhiroy17
Enables AI assistants to interact with locally running TradingView Desktop for …
— ○ ⏳ — N/A N/A — — —
48059
godrix
MCP server for Argo CD that provides multi-environment profiles, SSO or API key…
— ○ ⏳ — — — — — —
48060
sciscale-studio
Turn rough requests into rigorously structured prompts for any coding agent. Qu…
— ○ ⏳ — — — — — —
48061
Knuckles-Team
MCP server that enables audio transcription from files (wav, mp4, mp3, flac) or…
— ○ ⏳ — — — — — —
48062
jamesricky
test-mcp Claim
A demo MCP server for testing and debugging tools, providing tools to get launc…
— ○ ⏳ — — — — — —
48063
dennisonbertram
A comprehensive MCP server for secure Ledger hardware wallet integration with E…
— ○ ⏳ — N/A N/A — — —
48064
KK9457
czxs5 Claim
— ○ ⏳ — N/A N/A — 95 —
48065
isatimur
The diagram-quality layer for AI agents — an opinionated Excalidraw methodology…
— ○ ⏳ — N/A N/A — — —
48066
mcpflow
MCP server for managing Netlify sites, enabling operations such as creating sit…
— ○ ⏳ — — — — — —
48067
softdevfz
Cucutime Claim
Generates personalized children's song ideas (title, style, character, chorus, …
— ○ ⏳ — — — — — —
48068
fofapro
mcp_fofa Claim
hacked by abc
— ○ ⏳ — N/A N/A — 95 —
48069
zachshallbetter
Transforms Adobe InDesign into an AI-powered design automation platform with 13…
— ○ ⏳ — N/A N/A — — —
48070
Zetetic-Dhruv
witness-mcp Claim
Enables to interact with job application workflows through MCP, allowing users …
— ○ ⏳ — N/A N/A — — —
48071
ukanwat
Manage posts, channels, organizations, and ideas through any MCP-compatible LLM…
— ○ ⏳ — — — — — —
48072
imyashkale
A simple memory storage server for Claude using the Model Context Protocol (MCP…
— ○ ⏳ — N/A N/A — — —
48073
twkim1122
Enables AI assistants to query, calculate, and benchmark AWS Partner Polaris tr…
— ○ ⏳ — N/A N/A — — —
48074
derekbar90
zenhub-mcp Claim
Provides full access to the ZenHub GraphQL API. Enables project management oper…
— ○ ⏳ — — — — — —
48075
vocweb
Self-hosted MCP server that exposes Synology Drive, Spreadsheet, MailPlus, and …
— ○ ⏳ — — — — — —
48076
samueloladji
Vaultak Claim
Runtime security for AI agents. Score your agent's risk level across 5 dimensio…
— ○ ⏳ — — — — 81 —
48077
yamayued
MCP server for the Japan National Tax Agency Corporate Number API, enabling cor…
— ○ ⏳ — — — — — —
48078
exalsch
Enables Claude Code sessions sharing a project root to broadcast short messages…
— ○ ⏳ — N/A N/A — — —
48079
HefnySco
Implements the Tree of Thoughts framework for structured reasoning and decision…
— ○ ⏳ — N/A N/A — — —
48080
s9hn
Converts Figma to Markdown. Strips out visual noise to drastically reduce LLM t…
— ○ ⏳ — N/A N/A — — —
48081
sasha-id
email-mcp Claim
MCP server for managing email via IMAP/SMTP, supporting multiple accounts and t…
— ○ ⏳ — N/A N/A — — —
48082
AHX47
ZimAgent Claim
Enables offline CRUD and semantic search on Wikipedia ZIM archives via MCP tool…
— ○ ⏳ — N/A N/A — — —
48083
stevekinney
temporal-mcp Claim
Provides AI agents with read-only access to Temporal infrastructure through 28 …
— ○ ⏳ — — — — — —
48084
bugzy-ai
A simplified MCP server for accessing Slack API, enabling AI assistants to list…
— ○ ⏳ — — — — — —
48085
nlsnnvas
Resolves messy financial institution records against canonical regulatory ident…
— ○ ⏳ — N/A N/A — — —
48086
syia-ai
This MCP server enables managing dashboard menu sections for client configurati…
— ○ ⏳ — — — — — —
48087
creatorcrawl
CreatorCrawl Claim
It is a social media MCP that allows the user to connect their agents to multip…
— ○ ⏳ — — — — — —
48088
rorojiao
local-mmcp Claim
Local multimodal MCP server for vision, document, audio, video, and GUI automat…
— ○ ⏳ — N/A N/A — — —
48089
SerhiiMaksymiv
Enables AI assistants to query, create, and manage Targetprocess entities like …
— ○ ⏳ — — — — — —
48090
ampcome-mcps
athena-mcp Claim
Enables users to execute SQL queries, manage workgroups, databases, tables, and…
— ○ ⏳ — N/A N/A — — —
48091
Infrawise
mcp-server Claim
Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and…
— ○ ⏳ — — — — — —
48092
weirdmachine64
Enables running Kali Linux security tools and commands in a containerized envir…
— ○ ⏳ — N/A N/A — — —
48093
spacegpu
FastMCP server for Kalshi's Trade API, enabling interaction with prediction mar…
— ○ ⏳ — — — — — —
48094
hjdhnx
An MCP server that enables AI assistants to interact with Odoo ERP systems, all…
— ○ ⏳ — — — — — —
48095
thsmale
Interact with USASPENDING.gov to track government spending over time, search by…
— ○ ⏳ — — — — — —
48096
VZilvinskus
Enables Claude to monitor CPU, memory, disk, processes, network connections, Do…
— ○ ⏳ — N/A N/A — — —
48097
solatis
An MCP server that provides a flexible lens into directory structures and files…
— ○ ⏳ — N/A N/A — — —
48098
marcosfpina
Enables AI assistants like Claude to manage LLM inference by controlling model …
— ○ ⏳ — N/A N/A — — —
48099
Feynman520
Automates Hancom Office HWP forms via COM, converting, extracting, field-fillin…
— ○ ⏳ — N/A N/A — — —
48100
mandalatech
MCP server enabling AI assistants to search, browse, and discover books from Bo…
— ○ ⏳ — — — — — —
Showing 48051–48100 of 69224 servers
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