MCP Server Quality Scores
Independent quality analysis of 33379 public MCP servers
Last updated 34 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 23001 |
Enables AI agents to control Minecraft bots via natural language commands by br…
|
F 30 4⁄4 | ||||||||
| 23002 |
Daem0n-MCP provides AI agents with persistent, semantically indexed memory to t…
|
F 30 4⁄3 | ||||||||
| 23003 |
Enables Claude and other MCP-compatible AI assistants to manage Nutanix Databas…
|
F 30 4⁄4 | ||||||||
| 23004 |
Integrates Taiwan-specific medical data including ICD-10 codes, FDA drug databa…
|
F 30 4⁄4 | ||||||||
| 23005 |
Enables AI agents to manage VMware vSphere infrastructure through 55 typed tool…
|
F 30 4⁄4 | ||||||||
| 23006 |
Acts as an AI Gateway for MCP servers using Azure API Management, implementing …
|
F 30 4⁄4 | ||||||||
| 23007 |
A centralized management platform that aggregates multiple Model Context Protoc…
|
F 30 4⁄4 | ||||||||
| 23008 |
Enables automated Douyin video uploads and account management using Playwright …
|
F 30 4⁄3 | ||||||||
| 23009 |
MCP security proxy that sits between AI coding assistants and MCP servers, dete…
|
F 30 4⁄3 | ||||||||
| 23010 |
Persistent intelligence infrastructure for agentic development that gives AI co…
|
F 30 4⁄3 | ||||||||
| 23011 |
An MCP server that provides access to supervisor evaluations and ratings from u…
|
F 30 4⁄3 | ||||||||
| 23012 |
A lightweight, AI-native server that enables GPT-based AI agents to fetch real-…
|
F 30 4⁄4 | ||||||||
| 23013 |
This is an MCP server used for querying books, and it can be applied in common …
|
F 30 4⁄4 | ||||||||
| 23014 |
An MCP-compatible Flask server that integrates with the educhain Python library…
|
F 30 4⁄3 | ||||||||
| 23015 |
Enables programmatic interaction with Expo/React Native projects and EAS (Expo …
|
F 30 4⁄4 | ||||||||
| 23016 |
A read-only Model Context Protocol server that exposes a semantic knowledge bas…
|
F 30 4⁄4 | ||||||||
| 23017 |
MCP server for the SynergyAge database of synergistic and antagonistic genetic …
|
F 30 4⁄4 | ||||||||
| 23018 |
Enables programmatic interaction with ArchiveBox web archiving functionality th…
|
F 30 4⁄4 | ||||||||
| 23019 |
Talk to your SaaS tools including HubSpot, Salesforce, and more
|
F 30 4⁄4 | ||||||||
| 23020 |
AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and …
|
F 30 4⁄4 | ||||||||
| 23021 |
Enables AI-powered Slack workspace management with 18+ tools for messaging, cha…
|
F 30 4⁄4 | ||||||||
| 23022 |
Add AI-powered security and moderation to your MCP setup by aggregating multipl…
|
F 30 4⁄3 | ||||||||
| 23023 |
MCP Toolbox for Databases enables your agent to connect to your database.
|
F 30 4⁄3 | ||||||||
| 23024 |
Persistent memory system for AI coding assistants. Captures decisions, learning…
|
F 30 4⁄3 | ||||||||
| 23025 |
A FastAPI-based Model Context Protocol server that exposes herd data through a …
|
F 30 4⁄4 | ||||||||
| 23026 |
Server fleet management MCP — monitor, deploy, and manage distributed Linux ser…
|
F 30 4⁄3 | ||||||||
| 23027 |
Enables AI agents to perform comprehensive person and company lookups by integr…
|
F 30 4⁄4 | ||||||||
| 23028 |
Provides dynamic short-term and long-term memory management with keyword-based …
|
F 30 4⁄3 | ||||||||
| 23029 |
An MCP server for interacting with a Jenkins CI/CD server. Allows you to trigge…
|
F 30 4⁄4 | ||||||||
| 23030 |
An MCP server that enables interaction with Google Cloud Filestore API, allowin…
|
F 30 4⁄4 | ||||||||
| 23031 |
🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
|
F 30 4⁄3 | ||||||||
| 23032 |
Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databa…
|
F 30 4⁄3 | ||||||||
| 23033 |
Provides tools for AI assistants to manage and diagnose MWAA Airflow environmen…
|
F 30 4⁄3 | ||||||||
| 23034 |
Provides up-to-date documentation context for a specific Rust crate to LLMs via…
|
F 30 4⁄3 | ||||||||
| 23035 |
MCP Expr Lang
|
F 30 4⁄3 | ||||||||
| 23036 |
Enables users to interact with GitHub's Projects v2 API through natural languag…
|
F 30 4⁄4 | ||||||||
| 23037 |
A MCP server to interact with Neovim
|
F 30 4⁄3 | ||||||||
| 23038 |
Enables AI assistants to search, discover, and analyze thousands of datasets fr…
|
F 30 4⁄4 | ||||||||
| 23039 |
Enable question answering workflows with a simple agent setup. Facilitate autom…
|
F 30 4⁄3 | ||||||||
| 23040 |
Comprehensive video and audio editing MCP server with advanced operations inclu…
|
F 30 4⁄3 | ||||||||
| 23041 |
mcp-oceanbase
|
F 30 4⁄4 | ||||||||
| 23042 |
Browser automation for web scraping and interaction
|
F 30 4⁄3 | ||||||||
| 23043 |
This project provides a robust integration between AI assistants and FreeCAD CA…
|
F 30 4⁄4 | ||||||||
| 23044 |
Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lo…
|
F 30 4⁄3 | ||||||||
| 23045 |
Add Obsidian integrations like semantic search and custom Templater prompts to …
|
F 30 4⁄3 | ||||||||
| 23046 |
Provides a tiered, persistent memory architecture for Claude to automatically c…
|
F 30 4⁄4 | ||||||||
| 23047 |
Standalone Roblox Studio MCP Server
|
F 30 4⁄3 | ||||||||
| 23048 |
A persistent memory server that implements a local knowledge graph using the Ku…
|
F 30 4⁄3 | ||||||||
| 23049 |
Embeds an MCP server directly within Obsidian to provide applications with stre…
|
F 30 4⁄3 | ||||||||
| 23050 |
MCP server wrapping the Taskwarrior CLI for structured, project-scoped task man…
|
F 30 4⁄3 | ||||||||