MCP Server Quality Scores
Independent quality analysis of 60600 public MCP servers
Last updated 2 hours, 9 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25101 |
Enables AI agents to manage VMware vSphere infrastructure through 55 typed tool…
|
F 30 4⁄4 | ||||||||
| 25102 |
Integrate with Docker to manage containers, images, volumes, and networks.
|
F 30 4⁄3 | ||||||||
| 25103 |
Enables AI assistants to interact with Mealie recipe databases through MCP clie…
|
F 30 4⁄4 | ||||||||
| 25104 |
An MCP server for Bitbucket Data Center that enables AI assistants to search co…
|
F 30 4⁄4 | ||||||||
| 25105 |
Provides access to journal partition tables, impact factors, and warning lists …
|
F 30 4⁄4 | ||||||||
| 25106 |
Persistent memory system for AI coding assistants. Captures decisions, learning…
|
F 30 4⁄3 | ||||||||
| 25107 |
A simple server that enables management of LimeSurvey surveys and responses thr…
|
F 30 4⁄4 | ||||||||
| 25108 |
AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and …
|
F 30 4⁄4 | ||||||||
| 25109 |
Automatically generates typed React hooks for Next.js projects by crawling API …
|
F 30 4⁄3 | ||||||||
| 25110 |
A TypeScript-based server that enables programmatic management of pseudo-termin…
|
F 30 4⁄3 | ||||||||
| 25111 |
Manage, explore, transform and join data in Kafka topics across multiple cluste…
|
F 30 4⁄3 | ||||||||
| 25112 |
Open source MCP server specializing in easy, fast, and secure tools for Databas…
|
F 30 4⁄3 | ||||||||
| 25113 |
Enables users to interact with GitHub's Projects v2 API through natural languag…
|
F 30 4⁄4 | ||||||||
| 25114 |
Enables interaction with the DROYD AI trading agent API for cryptocurrency rese…
|
F 30 4⁄4 | ||||||||
| 25115 |
MCP Server for kubernetes management, and analyze your cluster, application hea…
|
F 30 4⁄4 | ||||||||
| 25116 |
Acts as an AI Gateway for MCP servers using Azure API Management, implementing …
|
F 30 4⁄4 | ||||||||
| 25117 |
Provides tools for AI assistants to manage and diagnose MWAA Airflow environmen…
|
F 30 4⁄3 | ||||||||
| 25118 |
Provides comprehensive access to Salesforce B2C Commerce Cloud development tool…
|
F 30 4⁄3 | ||||||||
| 25119 |
Search, retrieve, compare, and render SVG icons visually for AI agents.
|
F 30 4⁄3 | ||||||||
| 25120 |
Server fleet management MCP — monitor, deploy, and manage distributed Linux ser…
|
F 30 4⁄3 | ||||||||
| 25121 |
1000+ scientific tools for AI scientists: life science, reserach, literature, a…
|
F 30 4⁄3 | ||||||||
| 25122 |
Enable question answering workflows with a simple agent setup. Facilitate autom…
|
F 30 4⁄3 | ||||||||
| 25123 |
Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lo…
|
F 30 4⁄3 | ||||||||
| 25124 |
A productivity coaching assistant designed for ADHD support that provides intel…
|
F 30 4⁄3 | ||||||||
| 25125 |
A MCP server to interact with Neovim
|
F 30 4⁄3 | ||||||||
| 25126 |
A context-optimized web scraping server that converts HTML to markdown/text and…
|
F 30 4⁄4 | ||||||||
| 25127 |
A proxy server that bridges AI agents and external APIs by dynamically translat…
|
F 30 4⁄4 | ||||||||
| 25128 |
A simple Meta-agent Communication Protocol server built with FastMCP framework …
|
F 30 4⁄4 | ||||||||
| 25129 |
45+ interactive charts, dashboards, and KPIs inside any AI conversation
|
F 30 4⁄3 | ||||||||
| 25130 |
Modular MCP server for OPNsense firewall management - 88 tools providing access…
|
F 30 4⁄4 | ||||||||
| 25131 |
MCP security proxy that sits between AI coding assistants and MCP servers, dete…
|
F 30 4⁄3 | ||||||||
| 25132 |
Official MiniMax Model Context Protocol (MCP) JavaScript implementation that pr…
|
F 30 4⁄4 | ||||||||
| 25133 |
A server implementing the Model Context Protocol that enables AI assistants lik…
|
F 30 4⁄4 | ||||||||
| 25134 |
The Offorte Proposal Software MCP server enables creation and sending of busine…
|
F 30 4⁄4 | ||||||||
| 25135 |
A serverless backend that enables natural language querying of a Postgres datab…
|
F 30 4⁄4 | ||||||||
| 25136 |
Provides hybrid semantic and keyword code search for Claude Code using BM25 and…
|
F 30 4⁄3 | ||||||||
| 25137 |
Enables automated Douyin video uploads and account management using Playwright …
|
F 30 4⁄3 | ||||||||
| 25138 |
MCP Expr Lang
|
F 30 4⁄3 | ||||||||
| 25139 |
|
F 30 4⁄3 | ||||||||
| 25140 |
A Docker-containerized MCP proxy that provides AI image generation, text genera…
|
F 30 4⁄4 | ||||||||
| 25141 |
A lightweight, AI-native server that enables GPT-based AI agents to fetch real-…
|
F 30 4⁄4 | ||||||||
| 25142 |
Enables users to create professional React-powered videos through Claude Deskto…
|
F 30 4⁄3 | ||||||||
| 25143 |
Embeds an MCP server directly within Obsidian to provide applications with stre…
|
F 30 4⁄3 | ||||||||
| 25144 |
An MCP-compatible Flask server that integrates with the educhain Python library…
|
F 30 4⁄3 | ||||||||
| 25145 |
Provides 12 tools to query South Korean building register data, including title…
|
F 30 4⁄3 | ||||||||
| 25146 |
MCP Server for Snowflake from Snowflake Labs
|
F 30 4⁄3 | ||||||||
| 25147 |
A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and E…
|
F 30 4⁄3 | ||||||||
| 25148 |
A Model Context Protocol server that wraps the official Obsidian CLI to allow A…
|
F 30 4⁄3 | ||||||||
| 25149 |
A Model Context Protocol server that enables AI assistants to perform YARA rule…
|
F 30 4⁄4 | ||||||||
| 25150 |
Add Obsidian integrations like semantic search and custom Templater prompts to …
|
F 30 4⁄3 | ||||||||