MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31859
Scored
2112
Verified
16953
Complete

Last updated 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35801
Gaells
Analyzes GitHub contributions and maps them to the Karpathy Skills framework, p…
35802
TheStreamCode
Generates images, videos, music, and speech via the Chutes API, saving assets d…
N/A N/A
35803
Arenafriends
valerie-mcp Claim
French real estate AI: DVF transactions, internet coverage, market insights. Fr…
N/A N/A
35804
matematicsolutions
cz-eli-mcp Claim
Enables searching and retrieving Czech legal acts from the e-Sbirka database vi…
N/A N/A
35805
Jeffreytsai1004
Enables AI-assisted 3D modeling and scene control in Autodesk Maya through natu…
N/A N/A
35806
sjgant80-hub
MCP server for foldkit, exposing 7-prime spine, κ-bands, and fold operations as…
N/A N/A
35807
liewcc
Herald MCP Claim
Enables two AI assistants on different computers to communicate with each other…
N/A N/A
35808
shinichinomura
A Model Context Protocol server for querying Japanese pesticide registration in…
N/A N/A
35809
mcpwright
fred-mcp Claim
Enables AI agents to search and retrieve FRED economic time series, including v…
N/A N/A
35810
konan-1947
vision-mcp Claim
An MCP server that gives text-only AI coding CLIs the ability to analyze images…
N/A N/A
35811
chalamalasettichamundeswari
Enables managing employee leave requests, balances, and approvals through natur…
N/A N/A
35812
danchev
openmarkets Claim
A Model Context Protocol (MCP) server for agentic retrieval of financial data f…
35813
baizo7
Enables AI assistants to fully control CapCut video editing projects, including…
N/A N/A
35814
guibrazlima
MCP server for EmonCMS energy monitoring API, enabling AI assistants to query e…
35815
lmdat
MCP server to fetch Vietnamese corporate financial reports (balance sheet, inco…
N/A N/A
35816
sarteta
Enables AI agents to query AWS CloudWatch metrics, alarms, and logs read-only v…
35817
cloudbadal007
Self-healing MCP server that monitors database schema changes, detects differen…
35818
soulxyz
BrowserPilot Claim
Enables AI to control browsers via natural language for web automation, testing…
N/A N/A
35819
agent-labs-dev
Embedded MCP server for Electron apps that exposes BrowserWindow surfaces and l…
N/A N/A
35820
otolab
search-docs Claim
Enables AI agents to search local Markdown documents using natural language, wi…
N/A N/A
35821
atmarcday
Enables querying Google Analytics 4 traffic, engagement, and conversions, as we…
35822
pguso
A fully working MCP server built from scratch in plain Node.js, implementing to…
N/A N/A
35823
CSOAI-ORG
event-planning-ai-mcp MCP server by MEOK AI Labs
N/A N/A
35824
FarseenSh
Enables Claude to access, analyze, and visualize Solana blockchain data through…
35825
t3rmed
Enables interaction with the Hyperliquid DEX for retrieving market data, managi…
81
35826
mgcrea
mcp-postgres Claim
Enables AI agents to query and explore PostgreSQL databases with tools for exec…
35827
Shin-sibainu
Provides programmatic access to Google Search Console API data through Claude C…
35828
Saml1211
A production-ready MCP server that connects AI assistants to the D-Tools System…
N/A N/A
35829
yozzone
Read-only MCP server that exposes SonarQube Web API tools for issue retrieval, …
35830
interzoid
data-quality Claim 1
An MCP server that exposes Interzoid's AI-powered data quality, matching, enric…
N/A N/A 95
35831
dkeeno
Enables creating and managing AWS EKS clusters via Terraform, including VPC, no…
N/A N/A
35832
alex-jb
Enables Claude-powered pre-push code review, blocking bad commits by analyzing …
N/A N/A
35833
Codewithaiyan
reforge-mcp Claim
An MCP server that connects Claude Code to your codebase for automated code cle…
N/A N/A
35834
gbs-toolkit
MCP server for structured GB Studio 4.x project editing, enabling read/patch sc…
N/A N/A
35835
KamranBiglari
A Model Context Protocol server offering over 15 chart types with Zod schema va…
35836
OrygnsCode
omnicord Claim
Your AI runs your Discord server: chat, moderation, admin, even building it all…
N/A N/A
35837
mohithgowdak
A Model Context Protocol (MCP) server that generates production-ready n8n workf…
N/A N/A
35838
thesma-dev
Gives AI assistants access to SEC filings, BLS employment, Census demographics,…
N/A N/A
35839
dongwook-chan
Queries South Korean building register data (e.g., floor area, parking, seismic…
35840
bestaiinsider
Audits AI-bot visibility: robots.txt per-bot for 22 AI user-agents (GPTBot/Clau…
35841
mjbeatty89
mcpserv Claim
N/A N/A 95
35842
hoffnerheatingandair
Provides tools to read and write Workiz CRM/Field Service data (jobs, leads, te…
35843
IsakRein
mac-mail-mcp Claim
Provides read-only access to Apple Mail.app emails, accounts, and folders by di…
N/A N/A
35844
wizardofweb125-lab
Enables full Linux desktop control including windows, mouse, keyboard, clipboar…
N/A N/A
35845
device-context-protocol
dcp Claim
Device Context Protocol — bridge LLM agents to physical devices. Sub-50-byte fr…
N/A N/A
35846
skvcool-rgb
boundaryai Claim
Deterministic runtime safety for AI agents: scan PII, gate tool actions, verify…
35847
artofthepossible
This server provides guidance and recommendations based on AWS's Well-Architect…
N/A N/A 95
35848
PTTG-IT
Integrates with Service Desk Plus Cloud API to enable AI assistants perform CRU…
35849
AInoAKARI
A free one-minute reset for people, delivered by AI, with no account or persona…
35850
enrique-z
agent-data Claim
Get programmatic access to 170,000+ verified B2B companies in Spain. Featuring …
Showing 35801–35850 of 66549 servers
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