MCP Server Quality Scores
Independent quality analysis of 58579 public MCP servers
Last updated 1 hour, 53 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 58501 |
octopus-mcp
Claim
Lets Claude analyse your Octopus Energy account: usage, costs, tariff compariso…
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| 58502 |
personal-mcp
Claim
MCP server that bridges coding agents (Claude Code, Codex, Gemini CLI) via ACP …
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| 58503 |
MCP server for Online Boutique AI Assistant that exposes 18 e-commerce microser…
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| 58504 |
Software MCP Server
Claim
Enables LLMs to list, open, and close installed software on Windows, macOS, and…
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| 58505 |
MCP Govee
Claim
Enables AI assistants to control Govee smart devices, including lights, via nat…
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| 58506 |
MikroTik MCP Server
Claim
Enables management of MikroTik routers running RouterOS 6 and 7 via SSH, Telnet…
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| 58507 |
Provides a standardized MCP interface for interacting with HTTP tools and servi…
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| 58508 |
artinet-relay-mcp
Claim
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| 58509 |
Lorem Ipsum placeholder text generator API for AI agents. Generate paragraphs, …
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| 58510 |
mcp-server
Claim
AI dev brain: persistent memory, lessons, semantic search for Claude, Cursor, C…
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| 58511 |
An MCP server that enables AI agents to automate browser interactions using Pla…
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| 58512 |
LiftMCP
Claim
Makes websites AI-agent-ready via MCP. Each property gets its own hosted MCP se…
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| 58513 |
MCP SQL Server
Claim
Enables AI assistants to interact with SQL Server databases through tools for c…
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| 58514 |
49 crypto intelligence APIs. Whale tracking, DeFi yields, alpha signals. Pay in…
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| 58515 |
Aptly MCP Server
Claim
Enables AI assistants to manage Debian package repositories through natural lan…
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| 58516 |
CSPR Sentinel
Claim
An MCP server for autonomous AI agents to discover, pay for, and rate paid APIs…
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| 58517 |
feedthrough
Claim
In-browser debug bridge that injects into your running web app, so an agent can…
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| 58518 |
selenium-mcp
Claim
A production-ready MCP server that exposes Selenium 4 browser automation as MCP…
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| 58519 |
Comprehensive on-page SEO audit API for AI agents. Analyze any URL: meta tags, …
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| 58520 |
Korea Weather
Claim
Get real-time weather conditions and short-term forecasts across Korea. Check t…
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| 58521 |
Meet.bot
Claim
Manage scheduling pages and view real-time availability for meetings. Book new …
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| 58522 |
uptrack-mcp
Claim
MCP server for Uptrack uptime monitoring. Manage monitors and incidents from AI…
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| 58523 |
networkx-mcp-server
Claim
The first NetworkX integration for Model Context Protocol, enabling graph analy…
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| 58524 |
Grafyx
Claim
Enables AI coding assistants to understand codebase architecture in real time b…
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| 58525 |
PyMemSim-MCP
Claim
Exposes membrane simulation capabilities through an MCP server, enabling gas ho…
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| 58526 |
rosentic
Claim
Deterministic cross-branch conflict detection for AI coding agents
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| 58527 |
Crypto Options Desk MCP
Claim
An MCP server that gives an LLM agent a typed, audited tool surface over quant …
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| 58528 |
Provides AI-ready documentation for the PayHere payment gateway, enabling acces…
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| 58529 |
beszel-mcp
Claim
MCP server for Beszel system monitoring that provides tools to list systems, co…
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| 58530 |
mcp-evolution-api
Claim
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| 58531 |
mail-smtp-mcp
Claim
A TypeScript MCP server that enables LLMs to send outbound emails via SMTP with…
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| 58532 |
mcp-server
Claim
Interactive video forms that capture authentic responses. Build engaging forms …
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| 58533 |
DevNarrate
Claim
MCP server for developer workflow automation — smart commits, secret scanning, …
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| 58534 |
Generalized MCP Server
Claim
Dynamically exposes Python SDKs (Kubernetes, GitHub, Azure) through an agent-fr…
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| 58535 |
Velt Analytics Server
Claim
Provide AI assistants and MCP clients with detailed analytics data about organi…
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| 58536 |
PropelAgent Studio
Claim
AI agent platform: manage leads, conversations, bots, calendar and CRM via MCP.
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| 58537 |
Taiwan Health MCP Server
Claim
Integrates Taiwan health data and international medical standards, providing 28…
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| 58538 |
Gmail MCP Server
Claim
Enables interaction with Gmail through the MCP protocol, supporting sending, re…
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| 58539 |
mcp-server
Claim
Japan central + municipal subsidies (20,810 grants, 1,627 munis). 8 tools beyon…
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| 58540 |
Greetings & Utilities
Claim
Greet people in multiple languages, perform quick calculations, and check curre…
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| 58541 |
mastra-ai-course
Claim
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| 58542 |
gotimer-mcp
Claim
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| 58543 |
Provides access to Kubernetes troubleshooting runbooks, enabling search, discov…
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| 58544 |
A serverless MCP implementation on Cloudflare Workers that doesn't require auth…
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| 58545 |
gramps-ez-mcp
Claim
Enables natural language queries about family tree data from a Gramps genealogy…
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| 58546 |
AigoHotel MCP Server
Claim
Enables AI assistants to search for hotels globally via the MCP protocol, suppo…
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| 58547 |
Gemini Code Review MCP
Claim
AI-powered code review server that analyzes git diffs and PRs with context from…
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| 58548 |
powerbi-mcp-proxy
Claim
A self-hosted MCP server that proxies MCP clients to Power BI, using your own E…
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| 58549 |
paraglide-mcp
Claim
Enables translation of i18n messages in Paraglide JS projects by serving small …
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| 58550 |
MCP server for data engineering: validation, transformation, visualization, and…
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