MCP Server Quality Scores
Independent quality analysis of 60600 public MCP servers
Last updated 1 hour, 18 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25201 |
Enables dynamic database querying through natural language questions using LLM-…
|
F 30 4⁄4 | ||||||||
| 25202 |
A simplified Model Context Protocol server in Python that reads text input and …
|
F 30 4⁄4 | ||||||||
| 25203 |
Open source MCP server specializing in easy, fast, and secure tools for Databas…
|
F 30 4⁄3 | ||||||||
| 25204 |
Provides access to Scenario.com's generative AI API for text-to-image and image…
|
F 30 4⁄4 | ||||||||
| 25205 |
A demonstration tool that showcases potential security attack vectors against M…
|
F 30 4⁄3 | ||||||||
| 25206 |
A demonstration MCP server showcasing the xmcp framework's structured approach …
|
F 30 4⁄3 | ||||||||
| 25207 |
Acts as an AI Gateway for MCP servers using Azure API Management, implementing …
|
F 30 4⁄4 | ||||||||
| 25208 |
MCP Server for kubernetes management, and analyze your cluster, application hea…
|
F 30 4⁄4 | ||||||||
| 25209 |
Enables AI assistants to create, update, delete, and search Confluence pages di…
|
F 30 4⁄4 | ||||||||
| 25210 |
A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, …
|
F 30 4⁄3 | ||||||||
| 25211 |
Enables AI agents to control Minecraft bots via natural language commands by br…
|
F 30 4⁄4 | ||||||||
| 25212 |
Provides intelligent access to local music collections through advanced metadat…
|
F 30 4⁄4 | ||||||||
| 25213 |
Official MiniMax Model Context Protocol (MCP) JavaScript implementation that pr…
|
F 30 4⁄4 | ||||||||
| 25214 |
Daem0n-MCP provides AI agents with persistent, semantically indexed memory to t…
|
F 30 4⁄3 | ||||||||
| 25215 |
Extract content from URLs, documents, videos, and audio files using intelligent…
|
F 30 4⁄3 | ||||||||
| 25216 |
A comprehensive integration providing over 46 tools for managing GitLab project…
|
F 30 4⁄4 | ||||||||
| 25217 |
Enables Claude and other MCP-compatible AI assistants to manage Nutanix Databas…
|
F 30 4⁄4 | ||||||||
| 25218 |
Comprehensive video and audio editing MCP server with advanced operations inclu…
|
F 30 4⁄3 | ||||||||
| 25219 |
CoexistAI is a modular, developer-friendly research assistant framework . It en…
|
F 30 4⁄3 | ||||||||
| 25220 |
Connect AI agents to the Aevo trading platform. Retrieve market data, manage ac…
|
F 30 4⁄4 | ||||||||
| 25221 |
A comprehensive MCP server providing an interface to MoviePy for professional-g…
|
F 30 4⁄4 | ||||||||
| 25222 |
Provides advanced web scraping with HTTP client, smart content extraction to Ma…
|
F 30 4⁄3 | ||||||||
| 25223 |
Enables first-order logic reasoning including theorem proving, model finding, c…
|
F 30 4⁄4 | ||||||||
| 25224 |
An API-based accounting analysis tool that identifies financial anomalies like …
|
F 30 4⁄4 | ||||||||
| 25225 |
Automatically transforms markdown templates (like GitHub Issue templates) into …
|
F 30 4⁄4 | ||||||||
| 25226 |
My personal Claude Code and OpenAI Codex setup with battle-tested skills, comma…
|
F 30 4⁄3 | ||||||||
| 25227 |
An MCP server for Amazon Q CLI that supports operations on Alibaba Cloud servic…
|
F 30 4⁄4 | ||||||||
| 25228 |
AI assistant built with Streamlit, NVIDIA NIM (LLaMa 3.3:70B) / Ollama, and Mod…
|
F 30 4⁄3 | ||||||||
| 25229 |
Enables the analysis of massive datasets by storing data in external variables …
|
F 30 4⁄4 | ||||||||
| 25230 |
Enables users to interact with GitHub's Projects v2 API through natural languag…
|
F 30 4⁄4 | ||||||||
| 25231 |
MCP security proxy that sits between AI coding assistants and MCP servers, dete…
|
F 30 4⁄3 | ||||||||
| 25232 |
Persistent memory system for AI coding assistants. Captures decisions, learning…
|
F 30 4⁄3 | ||||||||
| 25233 |
Modular MCP server for OPNsense firewall management - 88 tools providing access…
|
F 30 4⁄4 | ||||||||
| 25234 |
45+ interactive charts, dashboards, and KPIs inside any AI conversation
|
F 30 4⁄3 | ||||||||
| 25235 |
Connect AI coding tools to LogClaw incidents, logs, and anomaly detections.
|
F 25 4⁄3 | ||||||||
| 25236 |
Enables secure access to BigQuery datasets with intelligent query result cachin…
|
F 25 4⁄4 | ||||||||
| 25237 |
A Model Context Protocol server plugin for SiYuan note-taking application that …
|
F 25 4⁄3 | ||||||||
| 25238 |
Enables AI agents to interact with the Yapy Network social feed platform by reg…
|
F 25 4⁄4 | ||||||||
| 25239 |
Open-source relational AI framework with identity persistence, memory, and MCP …
|
F 25 4⁄3 | ||||||||
| 25240 |
Enables AI assistants to interact with Vanta's security compliance platform to …
|
F 25 4⁄4 | ||||||||
| 25241 |
|
F 25 4⁄3 | ||||||||
| 25242 |
Enables AI assistants to access and manage Streamline tasks, notes, tags, and w…
|
F 25 4⁄4 | ||||||||
| 25243 |
A master control platform that orchestrates intelligent agents with a plug-and-…
|
F 25 4⁄4 | ||||||||
| 25244 |
A direct kernel debugger MCP server for Windows security research that connects…
|
F 25 4⁄3 | ||||||||
| 25245 |
Nocodb database integration, read and write capabilities
|
F 25 4⁄4 | ||||||||
| 25246 |
An MCP server that bridges AI agents with GUI automation capabilities, allowing…
|
F 25 4⁄3 | ||||||||
| 25247 |
Enables AI agents to programmatically generate, edit, and view Excalidraw diagr…
|
F 25 4⁄4 | ||||||||
| 25248 |
Interact with [WebScraping.ai](https://webscraping.ai) for web data extraction …
|
F 25 4⁄4 | ||||||||
| 25249 |
MCP server implementation for the UniFi network application
|
F 25 4⁄3 | ||||||||
| 25250 |
Provides advanced, programmable access to Zabbix monitoring data and management…
|
F 25 4⁄3 | ||||||||