MCP Server Quality Scores

Independent quality analysis of 58579 public MCP servers

58579
Discovered
29865
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58501
DanielChicot
octopus-mcp Claim
Lets Claude analyse your Octopus Energy account: usage, costs, tariff compariso…
58502
buYoung
personal-mcp Claim
MCP server that bridges coding agents (Claude Code, Codex, Gemini CLI) via ACP …
N/A N/A
58503
arjunprabhulal
MCP server for Online Boutique AI Assistant that exposes 18 e-commerce microser…
58504
DumoeDss
Enables LLMs to list, open, and close installed software on Windows, macOS, and…
N/A N/A
58505
danjam
MCP Govee Claim
Enables AI assistants to control Govee smart devices, including lights, via nat…
58506
stormbliss
Enables management of MikroTik routers running RouterOS 6 and 7 via SSH, Telnet…
58507
universal-mcp
Provides a standardized MCP interface for interacting with HTTP tools and servi…
58508 N/A N/A 95
58509
axel-belfort
Lorem Ipsum placeholder text generator API for AI agents. Generate paragraphs, …
81
58510
cachly-dev
mcp-server Claim
AI dev brain: persistent memory, lessons, semantic search for Claude, Cursor, C…
N/A N/A 95
58511
haruhi2ux
An MCP server that enables AI agents to automate browser interactions using Pla…
58512
billmacuk
LiftMCP Claim
Makes websites AI-agent-ready via MCP. Each property gets its own hosted MCP se…
58513
gigimento
Enables AI assistants to interact with SQL Server databases through tools for c…
N/A N/A
58514
hunterzai16z
49 crypto intelligence APIs. Whale tracking, DeFi yields, alpha signals. Pay in…
58515
rashidazarang
Enables AI assistants to manage Debian package repositories through natural lan…
81
58516
yi-dong-z
An MCP server for autonomous AI agents to discover, pay for, and rate paid APIs…
58517
feedthrough
feedthrough Claim
In-browser debug bridge that injects into your running web app, so an agent can…
N/A N/A
58518
SCV-Consultants
selenium-mcp Claim
A production-ready MCP server that exposes Selenium 4 browser automation as MCP…
N/A N/A
58519
axel-belfort
Comprehensive on-page SEO audit API for AI agents. Analyze any URL: meta tags, …
81
58520
sunhye
Get real-time weather conditions and short-term forecasts across Korea. Check t…
N/A N/A 95
58521
meetbot
Meet.bot Claim
Manage scheduling pages and view real-time availability for meetings. Book new …
81
58522
Uptrack-App
uptrack-mcp Claim
MCP server for Uptrack uptime monitoring. Manage monitors and incidents from AI…
58523
Bright-L01
The first NetworkX integration for Model Context Protocol, enabling graph analy…
N/A N/A 95
58524
bilal07karadeniz
Grafyx Claim
Enables AI coding assistants to understand codebase architecture in real time b…
N/A N/A
58525
sinagilassi
PyMemSim-MCP Claim
Exposes membrane simulation capabilities through an MCP server, enabling gas ho…
58526
Rosentic
rosentic Claim
Deterministic cross-branch conflict detection for AI coding agents
N/A N/A
58527
dasein108
An MCP server that gives an LLM agent a typed, audited tool surface over quant …
N/A N/A
58528
theepankaja
Provides AI-ready documentation for the PayHere payment gateway, enabling acces…
N/A N/A
58529
weeebdev
beszel-mcp Claim
MCP server for Beszel system monitoring that provides tools to list systems, co…
58530 N/A N/A 95
58531
bradsjm
A TypeScript MCP server that enables LLMs to send outbound emails via SMTP with…
81
58532
clipform
mcp-server Claim
Interactive video forms that capture authentic responses. Build engaging forms …
58533
kmandana
DevNarrate Claim
MCP server for developer workflow automation — smart commits, secret scanning, …
N/A N/A
58534
sarptandoven
Dynamically exposes Python SDKs (Kubernetes, GitHub, Azure) through an agent-fr…
81
58535
velt-js
Provide AI assistants and MCP clients with detailed analytics data about organi…
N/A N/A 95
58536
contacto291
AI agent platform: manage leads, conversations, bots, calendar and CRM via MCP.
58537
healthymind-tech
Integrates Taiwan health data and international medical standards, providing 28…
58538
cristip73
Enables interaction with Gmail through the MCP protocol, supporting sending, re…
N/A N/A
58539
localgov-jp
mcp-server Claim
Japan central + municipal subsidies (20,810 grants, 1,627 munis). 8 tools beyon…
58540
chloemulti1-hue
Greet people in multiple languages, perform quick calculations, and check curre…
N/A N/A 95
58541 N/A N/A 95
58542
hazoservices
gotimer-mcp Claim
81
58543
raihan0824
Provides access to Kubernetes troubleshooting runbooks, enabling search, discov…
58544
coderfe
A serverless MCP implementation on Cloudflare Workers that doesn't require auth…
N/A N/A 95
58545
dsblank
Enables natural language queries about family tree data from a Gramps genealogy…
N/A N/A
58546
longcreat
Enables AI assistants to search for hotels globally via the MCP protocol, suppo…
58547
nicobailon
AI-powered code review server that analyzes git diffs and PRs with context from…
N/A N/A 95
58548
AviHack
A self-hosted MCP server that proxies MCP clients to Power BI, using your own E…
58549
WesHaze
Enables translation of i18n messages in Paraglide JS projects by serving small …
N/A N/A
58550
MCP server for data engineering: validation, transformation, visualization, and…
N/A N/A 81
Showing 58501–58550 of 58579 servers